eChapters

Agribusiness as a concept is dynamic in nature and kept on evolving over time since it was first used during 1950s. Downey & Erickson defined agribusiness to include “all those business and management activities performed by firms that provide inputs to the farm sector, produce farm products, and/or process, transport, finance, handle or market farm products”. Chait, referred to it as agriculturally related businesses including warehouses, wholesalers, processors, retailers and more. In the developed countries, agribusiness is defined as the total output arising from farm production and product processing at both pre- and post-farm gate levels. However, in developing countries like India, the agribusiness sector encompasses four distinct sub-sectors, viz. agricultural inputs; agricultural production; agro-processing; and marketing and trade. All these add value or utility to the goods. Agribusiness is emerging as a specialized branch of knowledge in the field of management sciences. In this context, agribusiness can be defined as science and practice of activities, with backward and forward linkages, related to production, processing, marketing, trade, and distribution of raw and processed food, feed and fiber, including supply of inputs and services for these activities.
Examples
• Vermi compost
• Poultry Farming
• Mushroom Farming
• Bee Keeping
• Livestock Feed Production

Introduction
Any species that has been accidentally or purposely brought outside of its current range by humans is considered an introduced (or exotic) species (Kottelat and Whitten, 1996). According to the International Union for Conservation of Nature and Natural Resources (IUCN), an alien species is considered invasive when it establishes itself in natural or semi-natural ecosystems or habitat, causes change, and endangers the biological diversity of the host species. These invasives encompass all classes of living things and are widely dispersed throughout the world's ecosystems (Raghubanshi et al., 2005). Numerous reasons led to the introduction of exotic fish species in various parts of the world: (a) increasing the potential for local fisheries and diversifying species in aquatic systems; (b) promoting sport fishing; (c) maintaining aquariums; and (d) managing undesired organisms like mosquitoes, etc. (Biju Kumar, 2000). Furthermore, floods and a variety of other factors may allow exotic fish imported into one nation to spread to its neighbors. According to Welcome (1988), 168 fish species from 37 families have been introduced worldwide outside of their native area. At least 67 of these species have established themselves in various bodies of water, with 27 of them turning out to be serious pests. Approximately 20 percent of freshwater fish species worldwide are either extinct or in danger of going extinct (Moyle and Leidy, 1992). Over time, the introduction of new species might prove to be a very harmful issue. Nyman (1991) stated that the introduction of alien species may cause the aquatic environment to undergo permanent alterations and perhaps cause the extinction of some species.
As a result, the careless introduction and movement of aquatic species, especially fish, caused much worry across the world since it led to several issues, including the extinction of native species. Fish native to the area compete with exotics for food and habitat. They might kill local fish, bring in new illnesses and parasites, create hybrids, pollute the genetic pool, and lower the standard of the aquatic ecosystems. The loss of priceless biodiversity will result from all of these (Nyman, 1991). Potential hazards include those that might affect not just biodiversity quality or quantity but also the socioeconomic facets of the human society that depend on aquatic environments for survival (Philipp et al., 1995). Introductions are a legitimate way to increase aquaculture and fisheries productivity and economic advantage. Indeed, the primary driving force behind the migration of fish and shellfish across continents and even geographic regions has been aquaculture. To address the growing need for food and nutritional security, exotic species have been used to diversify fisheries and aquaculture. Species introductions and transfers from one hydrographic

Introduction
Climate change refers to alterations in the earth's global or regional climates over time, encompassing shifts in atmospheric variability or average conditions over periods ranging from decades to millions of years. The United Nations Framework Convention on Climate Change (UNFCCC) differentiates between "climate change" for human-induced alterations and "climate variability" for other changes. Over the past century, ending in 2005, the average global air temperature near the earth's surface has risen at an estimated rate of 0.74 ± 0.18°C (1.33 ± 0.32°F) (IPCC, 2007). In contemporary discussions, especially within environmental policy, "climate change" often refers to recent climate alterations. Both natural processes and human activities influence the earth's temperature and subsequent climate change. Significant increases in global anthropogenic greenhouse gas (GHG) emissions over the years have been major contributors to global warming. The sun, the earth's primary energy source, has a nearly constant output, but minor variations over extended periods can lead to climate change. Natural processes such as orbital changes (orbital forcing), volcanic eruptions, and greenhouse gas concentrations in the atmosphere also affect the earth's climate. Changes in atmospheric concentrations of greenhouse gases and aerosols, land cover, and solar radiation modify the climate system's energy balance, leading to either warming or cooling.
Volcanic eruptions release several gases, notably sulfur dioxide (SO2), which forms sulfate aerosols (SO4) in the atmosphere. Although linking specific weather events to global warming is challenging, increased global temperatures can result in broader changes like glacial retreat, Arctic shrinkage, and rising sea levels worldwide. Variations in precipitation patterns could lead to floods and droughts. Other impacts may include shifts in agricultural yields, the creation of new trade routes, reduced summer stream flows, species extinctions, and the spread of disease vectors. Most global climate change models predict a decline in snowpack on many western mountain ranges, adversely affecting fish populations, hydropower, water recreation, and water availability for agricultural, industrial, and residential use. Partial loss of polar ice sheets could lead to significant sea level rise, altering coastlines and inundating low-lying areas, with the most significant effects on river deltas and low-lying islands. These changes are projected over millennial timescales, but rapid sea level rise within centuries cannot be ruled out. Current climate change models predict a rise in sea surface temperatures between 2 °C and 5 °C by 2100 (IPCC Third Assessment Report, 2001; Done et al., 2003). According to the climate profile document of Jammu and Kashmir, the region has seen an increase in average temperature, with the Kashmir valley rising by 1.45°C and the Jammu region

Guava is a highly nutritious fruit with an impressive array of vitamins, minerals, and dietary fiber. It’s nutritional profile makes it an excellent choice for maintaining a healthy diet. The high vitamin C content, in particular, contributes to its antioxidant properties, which can help boost the immune system and protect against various diseases. The fiber content aids digestion and promotes gastrointestinal health. Incorporating guava into your regular diet can be a flavorful and nutritious way to stay healthy. The Indian population adores the tropical delicacy known as guava (Psidium guajava). It thrives in both commercial and wild orchards throughout subtropical and tropical countries, and it comes in a wide variety of sizes, colours, and forms (i.e pomiforms and pyriforms). Guava is valued for its notable therapeutic properties in addition to its delicious taste. It has shown that both the fruit itself and guava leaf extracts have anti-carcinogenic properties. As a result, it has established itself as a strong rival in the world of anti-cancer fruits. In the field of cancer treatment, diet plays a crucial part in improving the wellbeing of patients receiving chemotherapy while also reducing the risk of cancer development. This remarkable plant has been embraced for its multifaceted attributes, including its antimicrobial, emmenagogue, anti-inflammatory, astringent, antispasmodic, and gastrointestinal advantages (Jiménez-Escrig et al., 2001).
In India, guava leaves have a special place in the world of Ayurveda. These leaves are useful for treating a range of medical disorders, including as toothaches, rheumatic diseases, digestive problems, skin wounds, and specific microbiological infections. Guava is used for its ability to treat hypertension (high blood pressure) and influenza infections throughout Southeast Asian countries. The leaves of this plant are used in Malaysia to treat diarrhoea, relieve stomach aches, and aid in placenta discharge after childbirth. Guava is used as an antibacterial, anti-diarrheal, and anti-diabetic agent in China (Daswani et al., 2017).

In India, during the early days, guava plants were generally propagated by seeds from limited varieties available with nurserymen and pomologists. The seedling population obtained by open pollination gave rise to considerable variation in the form and size of fruit, the nature and flavour of pulp, seediness and other morphological characters such as spreading or erect growth habit of trees (Naik, 1949). Cheema et al., (1954) observed all the cultivars of guava to be highly heterozygous. Commercial producers utilized the variation thus obtained for selection of desirable genotypes and propagated them vegetatively. Assessment of genetic diversity and relationship among Psidium spp was carried out by Sharma et al (2007). They observed a high genetic similarity between Chinese guavas grouped with Psidium guajava cultivars. It has been observed that only a few named varieties are under cultivation. Most of these varieties suffer from one defect or the other. Hence, guava improvement by breeding was started mainly with the following objectives for developing new cultivars:
i) dwarf plant habit suitable for high density planting
ii) fruits with uniform shape, size, good colour, firm and thick pulp, good aroma, few and soft seeds, high TSS and high pectin
iii) long shelf life
iv) resistance to Fusarium wilt
15.1 Major breeding methods used
Plant introduction- Most of the guava varieties have evolved as selections from seedling variants. Variability has come about because of open pollination from highly heterozygous parents. Several introductions of promising genotypes have been made in guava growing countries. In India, many introductions made from Hawaii, Brazil, Thailand, etc. are being cultivated and used in breeding programmes. Similarly, introductions of Indian cultivars like Allahabad Safeda and Sardar have given excellent results in other parts of the world (Gonzaga et al, 1999). Although introduction is a potential tool in

Monitoring the microclimate inside protected cultivation systems—such as greenhouses, polyhouses, net houses, and other semi-controlled environments— plays a crucial role in modern agricultural practices that aim to enhance crop productivity, quality, and resource efficiency. As global demand for high-quality and high-yield crops continues to rise, protected agriculture has become a key solution for mitigating the effects of climate variability, pest infestations, and limited available land. However, the effectiveness of these systems largely depends on the ability to continuously monitor and regulate the essential microclimatic factors that directly influence plant health, disease resistance, and overall productivity. Microclimate refers to the localized climate conditions within a specific area— in this case, within the protected structure—that can differ significantly from external environmental conditions. Key parameters typically monitored include temperature, relative humidity, solar radiation or light intensity, carbon dioxide (CO?) concentration, vapor pressure deficit (VPD), and air movement or circulation. These factors are interrelated, and even minor fluctuations can greatly impact plant health, photosynthesis, transpiration, and reproduction. Thus, accurate and continuous monitoring of these variables is essential for effective climate control and optimal crop growth.
Temperature is arguably the most critical variable, as it controls metabolic processes, enzyme function, flowering time, and fruit development. A deviation from the ideal temperature range can either accelerate or stunt plant growth, leading to reduced yields or even crop failure. In tropical or semi-arid climates, temperature spikes inside protected structures can result in heat stress, while in temperate or mountainous regions, low temperatures can hinder growth. To mitigate this, temperature sensors—such as thermistors, RTDs, or thermocouples— are placed at different heights and zones within the structure to ensure uniform monitoring. These sensors typically transmit real-time data to centralized systems that control heating, cooling, and ventilation systems. Along with temperature,

Soil conservation is essential for maintaining agricultural productivity, safeguarding natural resources, and minimizing environmental harm. To achieve effective results, it’s crucial to identify and apply suitable conservation structures based on the characteristics of the terrain. Choosing the right location for these structures is a vital part of ensuring their effectiveness and durability. This involves conducting thorough surveys using a combination of methods such as field observations, remote sensing, and Geographic Information Systems (GIS) to pinpoint the best sites for intervention. Site selection focuses on analyzing land features like slope gradient, precipitation patterns, soil composition, and existing land use. It aligns these factors with the specific conservation objectives—whether aimed at controlling erosion or enhancing soil quality—while also weighing the costs and benefits of various soil conservation techniques.
IMPORTANCE OF SITE SELECTION
The main goal of soil conservation structures—like check dams, contour bunds, percolation tanks, and gully plugs—is to minimize soil erosion, boost water retention, and enhance soil fertility. Their effectiveness largely depends on where they are placed. Poorly chosen sites can result in structural failure, inefficient water control, and negative environmental impacts. Hence, careful and precise site selection is crucial to ensure the success and long-term benefits of soil conservation initiatives.

Ground truth links image data with actual physical features and materials on the Earth’s surface. Gathering this type of data is crucial for calibrating remotesensing systems and enhancing the interpretation of the collected imagery. In artificial intelligence (AI), ground truth refers to data that has been confirmed as accurate and is used to train, validate, and test models. In data science, ground truth serves as the benchmark for accuracy, allowing data scientists to measure how well a model performs by comparing its output to verified real-world data. This ensures that machine learning (ML) models generate reliable, reality-based results. Ground truth is particularly vital in supervised learning, where algorithms rely on labeled data to learn how to classify inputs or make predictions. Proper data labeling or annotation is essential—without it, the data cannot be trusted as a standard for representing the real world.
UNDERSTANDING THE GROUND TRUTH
Ground truthing is the process of gathering on-site digital data about the condition of crops and the overall state of a field. This information is recorded at specific locations and complements the remote sensing data obtained through drones. Collecting ground truth data in the field is crucial for calibrating remote sensing outputs and supports the interpretation and analysis of the imagery. Obtaining reflectance spectra directly from the surface materials in their natural setting—commonly referred to as ground truth data—is vital for identifying unknown materials in multispectral and hyperspectral imagery, and for assessing the accuracy of the sensors. Since removing samples for lab testing can alter or destroy their surface characteristics, and because lab analysis isn’t feasible for large or remote areas, researchers rely on portable field instruments. These tools must deliver lab-quality measurements in the field, with lighting and viewing conditions that closely match those of satellite or aerial sensors.

Check dams are small water control structures designed to slow down water flow and limit erosion, particularly in hilly or mountainous regions where other flow regulation methods may not be feasible. The suitability of a site for check dam construction depends on factors such as terrain gradient, soil characteristics, and the potential for enhancing groundwater recharge. Locations with flat or mildly sloped land and stable soil conditions for a solid foundation are generally ideal. These dams function as multi-purpose solutions, playing a vital role in water regulation and soil preservation. Their importance extends across hydrological, ecological, and social aspects, making them key components in sustainable infrastructure efforts.
WHAT ARE CHECK DAMS?
Check dams are small structures constructed across shallow rivers or streams to harvest water. These barriers help retain excess monsoon water in a small catchment behind them. The pressure buildup in this area pushes water into the ground, aiding groundwater recharge. This stored water, both on the surface and below, is primarily used for irrigation during and after the monsoon but can also serve domestic and livestock needs. They vary in size and are made from materials such as clay, stone, or cement. Earthen check dams can be easily built by farmers, whereas masonry and RCC (Reinforced Cement Concrete) dams require skilled labor and higher costs. Earthen structures typically do not allow overflow, unlike RCC and masonry dams which include spillways for excess water.
Construction of a Check Dam
Used as an engineering solution to prevent soil erosion in vulnerable areas, check dams reduce water speed, trap sediments, and sometimes only consist of an embankment. Initially, a water body forms behind the structure, which gradually fills with silt.

The stability of agriculture all over the planet and the accessibility of food are both signi?cantly affected by Climate change. Thus, it is desperately important to create and execute Climate -resilient farming techniques and advancements that can help farmers in acclimating to the e?ects of Climate change. It should be finished right away. It examines the issues welcomed on by Climate change, fundamentals of sustainable agriculture, and the instruments and strategies that can be utilized to expand farming’s protection from Climate change. This part essentially talks about Climate -friendly creature farming, viable water system frameworks, weather conditions checking and determining, crops that can endure dry spell and flooding, coordinated bug control, and sustainable power sources. To make sustainable more Climate change-safe, this part additionally talks about the need to empower feasible land-use rehearses and to make innovative work ventures. By using these innovation and methods, farmer might add to the maintainability and versatility of the food framework.
As a result of increasing temperatures and diminishing precipitation because of Climate change, farming is enduring enormously all over the planet. This is especially evident in India, where the greater part of the populace is utilized in farming. The effect of Climate change is perhaps of the main issue the world is at present encountering. The impacts of Climate change are felt and found in each part of society, including farming. Utilizing harmless to the ecosystem circular agriculture is critical now like never before as the total populace develops. One of these strategies is farming that is circular agriculture (CRA). Its central goal is to adjust cultivating practices to an evolving environment. Consistently, new people enter the earth. To take care of the growing populace, the land is feeling the squeeze to give more food, fiber, and fuel. Consistently, new people are brought into the world. Thus, the land is feeling the squeeze to create more food, fiber, and fuel to take care of the populace that is extending. As well as expanding crop efficiency, more Climate tough agricultural methods would likewise work on the soundness of the dirt and the biological system

2.1 Present Situation
Agriculture is a way of life, a tradition, which, for centuries, has shaped the thought, the outlook, the culture and the economic life of the people of India. Agriculture, therefore, is and will continue to be central to all strategies for planned socio-economic development of the country. Rapid growth of agriculture is essential not only to achieve self-reliance at national level but also for household food security and to bring about equity in distribution of income and wealth resulting in rapid reduction in poverty levels.
The onset and growth of extension strategy has so far been in a response to the socio-economic milieu across the World. In addition to socio economic dimensions, the other dimensions like temporal, geographical, ecological, managerial, technological and so on are being ascribed towards modeling extension researches.
The North East part of India is not only unique but also solitary examples in these arenas by having a huge score of bio-diversity, geo-morphological variation and ethno cultural diversity. Still the agriculture is running there with low productivity, poor accessibility to market and splashed with traditional rigmaroles. In hunting out the crux of problems, it has been one of the options to deal with the problems of lithospheric barriers or opportunity, if any, on shaping the extension strategy for upgrading and uplifting the agricultural status of hill eco-system of Manipur.
The present study well encompasses the issues of hilly terrain including the slope and runoff directions for deciding on the befitting extension strategy. The entire slice of research has divided the terrain into high, medium and low altitude to elucidate the altitude specific factors impacting on the crop stands, yield behavior, technological options and market responses.
The empirical study has elicited a unique pattern of altitudinal change on crop husbandry, bio-diversity score, livelihood pattern and situation specific need perception to present ultimately a geo-sensible extension perception. This will be applied towards having a sustainable and comprehensive agro-economic

The unique topography and terrain of North East (Manipur, in the study) have provocated the inquisitive minds to set off a study on altitude based extension approach and variability. While there have been changes of biodiversities with the change in altitude, there should have been a change of socio-cultural practices with the change of altitude too. It would critically analyse the unique flow of information, the texture of praxis, the curve of enthnobotanical configuration and the enterprise mixes including crops, animals and birds enterprises.
However, due to hilly terrain, erratic climatic conditions and shortage of trained manpower, the full potential of these resources is underutilized. Also, severe soil erosion, water scarcity during dry season, fragmented land holding and sloppy terrains are some of the major bottlenecks for mechanized farming.
Extension education, by becoming both system and function for technology socialization, can’t go without location specific references. With a change of altitude and slope, the panorama of biology and sociology keeps transforming and hence, the altitude of a hill becomes a major character itself in deciding on strategy of extension for a synergy of geography with extension policies.
What is happening since past and till today is a kind of blanket extension recommendations is being made to cover all geographical variations and social scores, along and across the slope or terrains in a given hill ecosystem. The North East Hill eco system of India is blessed with bounty of nature and is one of the hot spots of the World. Altitude extension, the first of its kind in extension domain, has attempted to study the variations along with the altitude of a hill ecosystem in designing the extension approach with social, technological, and cultural variants. In this research and with this innovative approach, an empirical study has to be conducted to find out the variations with the change of altitude, for ultimately designing a both gross and subtle extension plan for desired changes in the agriculture of hill ecosystem.
Keeping in view all the aforesaid discussed issues the present study entitled “Altitude Extension: The Concept, Approach and Dynamics” was carried out with the following objectives:

INTRODUCTION
In order to turn grains into flour and create a variety of food products, including bread, cakes, pasta, and other baked goods, a flour mill is used to prepare goods. Depending on the type of grain (wheat, corn, etc.) and the intended end product, the process also entails cleaning, milling, and occasionally additional flour refinement.
GRAIN SELECTION AND CLEANING
To get rid of dust, stones, husks, and other foreign objects, the grains must be cleaned before milling:
• Cleaning: To guarantee that only premium grains are fed into the milling process, grains (usually wheat, corn, or other cereals) are cleaned using devices like air separators, sieves, or rotary cleaners.
• Pre-conditioning: In certain situations, moisture is added to the grains to condition them, softening them and increasing milling efficiency.
Wheat Flour Production Process A Step by Step Approach
Grading
Using cutting-edge equipment, the skilled millers evaluate and analyze the wheat when it gets to the flour mill. Wheat samples are prepared for chemical and physical examination. When grading wheat, many factors are taken into account, but the most crucial one is the protein content. Following this procedure, millers keep the same-grade wheat in silos until they need it for milling.
Purifying
To get rid of impurities, such as sticks, stones, and other fine materials, the wheat is meticulously cleaned. The purified wheat is now prepared for conditioning.

The de    e plant growth, biomass composition, and energy potential.
(a) Nitrogen Determination by Kjeldahl Method
Theory
The Kjeldahl method is one of the most reliable and widely accepted procedures for determining organic nitrogen in biomass samples. It involves the conversion of nitrogen compounds into ammonium sulfate through digestion with concentrated sulfuric acid and a catalyst. The resulting ammonia is then distilled and quantified by titration. This method measures total nitrogen, excluding nitrate and nitrite forms, and is used extensively in plant, feed, and biomass analysis.
The process involves three major steps:
Digestion
Organic nitrogen in the sample is converted to ammonium sulfate by boiling with concentrated sulfuric acid and a catalyst mixture (usually potassium sulfate and copper sulfate) Organic-N+H2SO4?(NH4)2SO4+CO2+H2O
Distillation
The digested sample is made alkaline with sodium hydroxide, releasing ammonia gas, which is distilled and absorbed in a known volume of standard acid.

It is important to reflect on the path we have traversed throughout this book. We embarked on a journey tracing the evolution of how weather and climate insights are applied to the intricate world of agriculture. From rudimentary observations to the sophisticated analyses of modern agrometeorology, we‘ve witnessed a growing understanding of the critical interplay between atmospheric conditions and crop production. We‘ve explored the groundbreaking integration of remote sensing technologies, offering an unprecedented bird‘s-eye view of agricultural landscapes, and the power of Geographic Information Systems to contextualize this data within specific spatial boundaries. The emergence of advanced data analytics, including the transformative capabilities of Artificial Intelligence and Machine Learning, has been a recurring theme, demonstrating how vast datasets can be harnessed to extract meaningful patterns and drive predictive insights.
• This progression has culminated in the central concept of precision agrometeorological advisory services – the focus of our in-depth exploration. We‘ve examined how moving beyond generalized recommendations towards tailored guidance, customized to the unique characteristics of individual farms and fields, represents a paradigm shift in agricultural support. This precision approach, underpinned by accurate, localized data and scientifically validated models, holds the key to addressing some of the most pressing challenges faced by today‘s farmers. From navigating the increasing unpredictability of weather patterns and the growing threats posed by climate variability to optimizing the use of increasingly scarce and expensive resources like water and nutrients, precision agrometeorology offers practical and impactful solutions. It empowers farmers to make timely and informed decisions, minimizing risks, maximizing efficiency, and ultimately enhancing the productivity and sustainability of their agricultural endeavors. This empowerment is not just about boosting yields; it‘s about fostering greater economic stability, promoting environmental stewardship, and ensuring food security for a growing global population.
This final chapter, „Next Generation Agrometeorology: Empowering Farmers with Precision,“ is designed to consolidate the wealth of knowledge and insights we‘ve gathered. We will synthesize the key findings and highlight the practical implications of embracing these next-generation approaches. Beyond a simple summary, we aim to provide a clear understanding of how the principles

A disaster is sudden event that causes significant damage to the people, environment and the economy. Disasters are serious disruptions to the functioning of a community that exceed its capacity to cope up using its own resources. The disasters that result either due to excess water or severe water deficit are floods and droughts.
12.1. Floods
The flood is an overflowing of water onto land that is normally dry. Floods may occur due to
• Heavy rainfall
• Ocean waves
• Snow melting
The economic losses due to floods will be very high and nearly 68 per cent of the economic losses are attributed to floods only. During the year 2018, India suffered a loss of nearly 90,000 crores due to floods alone. There are several causes for occurrence of floods in India. The major causes are
• Severe cyclonic storms in coastal areas which produce continuous heavy rainfall for 3 to 4 days in succession
• Encroachment of flood plains with residential structures
• Inadequate strength of river banks when there is high flows of water in the rivers
• Unplanned growth of urban areas
• Silting of water storage structures due to increased soil erosion thereby decreasing the storage capacity of reservoirs
• Simultaneous flooding of rivers and tributaries due to excessive water flows

Introduction
The science of epigenomics has emerged as a key area of research across numerous biological disciplines. Epigenomics is the analysis of epigenetic changes occuring across many genes in a cell or entire organism, whereas the concept of epigenetics focuses on processes that regulate how and when certain genes are turned on and turned off. Understanding on the science of epigenetics can be traced back to the early hypothesis proposed by Aristotle to disprove the theory of preformation. Waddington’s initial conceptualization of epigenetics as a “conceptual tool” to integrate genetics and embryology established a foundational framework for subsequent research. Over time, advancements in molecular biology, developmental biology and evolutionary biology have since profoundly expanded and refined our understanding of epigenetics. Waddington further progressed in the 20th century with his introduction of the “Epigenetic Landscape” model (Baedke, 2013), marking a crucial milestone in the evolution of epigenetic theory.
In modern times, epigenetics refers to the study of heritable changes in gene expression or cellular phenotype that do not involve alterations to the underlying DNA sequence. Recent genetic and biochemical research has improved the understanding of various epigenetic regulation by three mechanisms including DNA methylation, histone modifications and non-coding RNA regulations. These mechanisms induce changes in chromatin conformation (active-open or repressiveclosed), which influences the gene expression that results in gene activation or gene silencing (Fig.1).
The transition between open and closed chromatin states, along with interactions among various epigenetic mechanisms, is essential to maintain optimal cellular function in diverse cell types, tissues and in response to varying developmental or environmental stimuli (Allis and Jenuwein, 2016).
Extensive studies in Arabidopsis led to a profound understanding of epigenetic mechanisms in plant growth and development. Later, intensive investigations was

Routine paraffin wax embedding technique can be conveniently discussed under the following five headings:
Stages of tissue processing
1. Fixation: Stabilizes and hardens tissue with minimal distortions of cells
2. Dehydration: Removal of water and fixative from the tissue.
3. Clearing: Removal of dehydrating solutions, making the tissue components receptive to the infiltration medium.
4. Infiltrating: Permeating the tissue with a support medium.
5. Embedding: Orienting the tissue sample in a support medium and allowing it to solidify.
Fixation-A
It is essential that tissues be fixed as soon as possible after death or removal from the body, and for this reason screw-capped specimen jars containing appropriate fixatives should be permanently kept wherever tissues for histological examination are taken regularly, for example in the operating theatre, the post- mortem room, or the animal house. The amount of fluid in the jars should be 15-20 times the bulk of the tissue to be fixed. Care should be taken to ensure early despatch of the specimens to the histology laboratory in order to avoid over-fixation in intolerant fixatives.
Tissues selected for sectioning should be sufficiently thin to be adequately fixed throughout in a reasonable time. The overall bulk of the tissue determines the volume of fixative required; the thickness will determine the speed of fixation.

Lipids are naturally occurring fat like substances insoluble in water but are soluble in organic solvents like alcohol, ether, and chloroform etc. Some of the phospholipids are even soluble in water. All the lipids do not resemble fats.
Lipids are an important component of living cells. Together with carbohydrates and proteins, lipids are the main constituents of animal cells. Lipids include fatty acids, neutral fats, waxes and steroids (like cortisone). Compound lipids (lipids complexed with another type of chemical compound) comprise the lipoproteins, glycolipids and phospholipids.
Properties of lipids
Lipids are non-polar molecules a family of organic compounds, composed of fats and oils yield high energy and are responsible for different functions within the body. It is stored in the adipose tissue of the body. Lipids are a heterogeneous group of compounds, mainly composed of hydrocarbon chains. Lipids are energy-rich organic molecules, which provide energy for different life processes. Lipids are a class of compounds distinguished by their insolubility in water and solubility in nonpolar solvents. It is important constituent of cell membrane in biological systems, a mechanical barrier that divides a cell from the external environment.
Most of the lipids or fats are demonstrated by using fat soluble dyes. The lipid soluble dyes have greater affinity for fats, lipids, lipoproteins and triglycerides. The fat soluble dyes are:

May-Grunwald-Giemsa Stain (MGG)
Fix slide in absolute methanol
Protocol
1) Fix the slides with May-Grunwald reagent (15 drops) for three minutes.
2) Without removing the reagent, the same amount of distilled water is poured on the slide and allowed to stand for three more minutes.
3) The dilute May-Grunwald reagent is poured off and the slide is immersed for 8-12 minutes in a watch glass containing Giemsa reagent (15 drops of concentrated reagent are used for each 10 ml. distilled water). The slides should be immersed upside down in the solution to prevent the precipitate formed in the staining mixture from adhering to the preparation.
4) The slides are washed with tap water and dried in air or with filter paper. The distilled water must be neutral or otherwise buffered. With bone marrow or lymph node aspirates a longer staining time is recommended on account of the greater cell concentration. We recommend controlling the staining time with the microscope.

Stains are inevitable in histology to impart variable colours to different tissue components. In this domain, hematoxylin (H) and eosin (E) dyes are the dominant stains. According to an estimate nearly 2.5 million slides are stained with H & E each day, reflecting its enormous use in histology laboratories. Hematoxylin is a natural dye, extracted from bark of logwood (Haematoxylon campechianum), whereas eosin is a synthetic dye. The journey of using natural dyes in histology began with A. Leeuwenhoek (1673) who used “saffron”, an extract of saffron crocus. It continued until the systematic studies of C Weigert, J Gerlach, P Ehrlich and H Gierke to the second half of the 19th century and then this filed became subdued by the emerging era of synthetic dyes for their effective tinct. Today most of the stains used in histology are the synthetic dyes. Often, these dyes need further treatment with chemicals to formulate the final working solutions. Synthetic dyes are efficient, but may pose serious health hazards. The awareness on such hazards even has gone to an extent of withdrawal of some of the dyes from histological techniques. Frequent exposure to these chemicals constantly affects the health of the laboratory technicians, pathologist and mainly those working in the laboratory.
Therefore, an era has triggered on the current day, to seek for use of the natural herbal dyes in histology. Despite various shortcomings with use of natural herbal stains, they can still be sought as an analogous to the conventional stains. The concern for safety, cost-effective, eco-friendly, biodegradability and local availability is driving the quest to explore the abundant local plant resources for this purpose. The precise research on various parts of the plants such as stems, leaves, flowers, fruits, roots and seeds used for dye extraction in our laboratory to stain the cell cytoplasm replacing the conventional eosin stain are chronicled in this documentation.

“A Message of Wisdom from Dead to Living”
Postmortem examination is systematic exposure and scientific examination of tissue and organs of an animal carcass or cadaver or dead body to determine the nature, extent and cause of death. It is an important diagnostic procedure which supports the diagnosis of a disease in an animal flock or herd. Several times the clinical diagnosis alone may not be sufficient to determine the process of disease occurrence. In such cases gross and histopathological investigations may give a valuable outlook to understand the mechanism of the disease process.
Role of necropsy examination
1) Critical necropsy examination complements the clinical medicine by providing a sure short supplement to the clinicians and students.
2) Necropsy examination pave a path for rational diagnosis of cause of death.
3) Necropsy examination helps to assess the line of treatment and diagnostic protocols followed during the illness.
4) Systemic necropsy examination helps to understand the pathogenesis of disease condition in a better manner.
5) Necropsy examination of animals died in a particular region helps to prevent the life of several animals in future.
6) Thorough necropsy examination in animals is an important tool to provide an expert advice to issue Insurance Certificate.
7) Post-mortem examination is often helpful to investigate the death of the animals counted under vetro-legal or forensic aspects.

The constitution of different solutions plays a significant role in successful demonstration of anatomical techniques especially the special stains. The sincerety begins at the time of fixation of the tissues and deviation at any step may lead to failure of procedure. The chemical reagents required for a particular method have been enlisted at their sites however; the commonly used chemicals are comprehended at one place for convenience of the users.

Agricultural sciences stand at the forefront of human progress, addressing some of the world’s most pressing challenges - from ensuring global food security to mitigating the effects of climate change. This multidisciplinary field encompasses the study of crop production, animal husbandry, soil science, agrometeorology, biotechnology, and agricultural economics, all working collectively to improve farming systems and resource management. With the global population projected to surpass 9 billion by 2050, agricultural sciences hold the key to producing more food sustainably while minimizing the environmental footprint of agriculture. However, the effectiveness of agricultural sciences in meeting these challenges depends not only on the quality of research produced but also on the systems that govern how this research is evaluated, disseminated, and applied.
One of the most significant drivers of academic and professional success in agricultural sciences is the journal rating system. These systems serve as benchmarks for evaluating the quality and impact of scholarly publications, influencing funding decisions, academic promotions, and research collaborations. A Research Evaluation System is a structured framework or methodology used to assess and measure the quality, impact, and relevance of research activities, outputs, and outcomes. These systems are crucial in academia, industry, and research institutions to ensure that resources are used effectively and that research aligns with organizational or societal goals. The evaluation of performance in scientific research at any level - whether at the individual, institutional, research council or country level – is not easy. Traditionally, research evaluation at the individual and institutional levels has depended largely on peer opinion, but with the rapid growth of science over the last century and the availability of databases and scientometric techniques, quantitative indicators have gained importance. Yet, the methodologies underlying these rating systems are often opaque, biased, and narrowly focused on quantitative metrics such as citation counts and impact factors. Such limitations create barriers for researchers from underrepresented regions and disciplines, perpetuating global disparities in scientific research and its application. Both peer review and metrics are subject to flaws, more so in India because of the way they are used. Government agencies, funding bodies and academic and research institutions in India suffer from the impact factor and h-index syndrome. The uninformed use of indicators such as average and cumulative impact factors and the arbitrary criteria stipulated by some agencies

Scientific leadership is a cornerstone of progress in agricultural sciences, playing a pivotal role in driving innovation, fostering collaboration, and addressing global challenges such as food security, climate change, and sustainable resource management. Effective scientific leadership ensures that research efforts are strategically aligned with pressing societal needs and that knowledge generated in laboratories and fields translates into tangible benefits for farmers, policymakers, and communities. This chapter delves into the qualities of effective leaders in agricultural sciences, the challenges they face, and strategies to nurture and support scientific leadership in this critical domain. The G20 Chief Science Advisers Roundtable (G20-CSAR), initiated under India’s G20 Presidency, is a flagship program aimed at fostering collaboration and enhancing access to scholarly scientific knowledge. This effort emphasizes the synergy of scientific expertise, ensuring that innovations and advancements are not only accessible but also utilized effectively to address pressing global concerns, such as climate change, public health, sustainable development, and digital transformation. Through this platform, India seeks to promote open science, equitable knowledge-sharing, and stronger international cooperation in research and development.
7.1. Qualities of Effective Leaders in Agricultural Sciences
To excel in agricultural sciences, leaders must embody a diverse range of qualities that enable them to inspire teams, foster innovation, and drive impactful research. These qualities include:
7.1.1. Strong Communication Skills
Effective leaders in agricultural sciences must be adept at communicating complex scientific concepts to diverse audiences. Whether engaging with fellow researchers, policymakers, farmers, or the general public, they must tailor their messages to ensure clarity and relevance. Strong communication skills are also essential for securing research funding, building partnerships, and advocating for science-based policies.

The concept of value, expressible in the metric units by which the character is measured. The value observed when the character is measured on an individual is the phenotypic value of that individual. All observations of means, variance, or covariances, must clearly be based on measurements of phenotypic values. In order to analyse the genetic properties of the population we have to divide the phenotypic value into two componants.
The first division of phenotypic value is into components attributable to the influence of genotypic and environment. The genotype is the particular assemblage of genes possessed by the individual, and the environment is all the non-genetic circumstances under the term ‘environment’ means that the genotype and the environment are by definition the only determinants of phenotypic value. The two components of value associated with genotypic value and the environmental deviation.
The mean environmental deviation in the population as a whole is taken to be zero. So that the mean phenotypic value is equal to the mean genotypic value. The term population mean than refers equally to phenotypic or to genotypic values. When dealing with successive generations we shall assume for simplicity that environment remains constant from generation to generation so that the population mean is constant in the absence of genetic change. If we replicate thea particular genotype in a number of individuals and measure them under environment conditions normal for the population, their mean environmental deviations would be zero and their mean phenotypic value would congiguently be equal to the genotypic value of that particular genotype.
In principle it is measurable, but in practice it is not, except when we are concerned with a single locus where the genotypes are phenotypically distinguishable or with the genotypes represented in highly inbred lines for example, considering a single locus with two alleles. A1 and A2, we call the genotypic value of one homozygote + a, that of the other homozygote – a and that of the heterozygote d (we shall adopt

Closed Nucleus Breeding Scheme (CNBS)
In the CNBS the germplasm flows in only one direction. That is from the nucleus to the cooperating herds or flocks. In the traditional pyramid there is only one way of flow of genes with in the pyramid, downwards from top to bottom. This means that the only some of cumulative genetic progress in commercial production is improvement that occurs at the top of the pyramid. If the nucleus tier makes no genetic improvement then no improvement will be noticed in the root of the tiers. However even if the nucleus tier thus make improvement progress is not seen immediately at lower levels in the pyramid. It takes time for the genetic progress in one tier to be transmitted to the next tier. The resultant difference in performance between any two adjacent tiers is called IMPROVEMENT LAG.
It is usually expressed in terms of no. of years of genetic improvement that are represented by the difference in performance between adjacent tiers. There are two factors that affect the size of the improvement. Age structure in the lower tiers. Source and merit of dams used in the lower tiers, e.g. Lag can be reduced by keeping the sires and dams in lower tiers for shorter periods of time before replacing them with younger stock. Lag can be reduced by transferring females downwards tiers. Even greater reduction result if some nucleus parent can be transferred directly to commercial tier. Only downward flow of genes from nucleus to lower tiers. No gene flow into nucleus tier, e.g. Most traditional breed of livestock modern pig and poultry breeding programme have CNBS structure.

Introduction
India has vast animal genetic resources with a wide variety of indigenous farm animals including cattle. The cattle breeds have evolved over generations to adapt to the agro-climatic and socio-economic needs of the people. Domestic animal diversity is defined as the spectrum of genetic differences within each breed and across all breeds within each domestic animal species, together with the species differences; all of which are available for the sustainable intensification of food and agriculture production . The domestic animal diversity has evolved over millions of years through the processes of natural selection forming and stabilizing each of the species used in food and agriculture. Over the more recent millennia the interaction between environmental and human selection has led to the development of genetically distinct breeds. Selection processes, directed by both humans and the environment, together with the random sampling processes causing genetic populations to drift over generations, have accelerated the development of the diversity within species leading to the creation of distinct genetic differences amongst breeds.
India is the seventh largest country in the world and it is recognized as one of the 12-mega biodiversity centres of the world. It is well marked off from the rest of Asia by mountains and the sea, which gives the country a distinct geographical entity. Due to diverse agro-ecological regions and topographic conditions, India has rich repository of both flora and fauna. India has vast animal genetic resources with a wide variety of indigenous farm animals. Indigenous animal breeds are now 53 for cattle, 20 for buffalo, 39 for goat, 45 for sheep, 8 for horses & ponies, 9 for camel, 14 for pig, 3 for donkey, 3 for dog, 1 for yak, 20 for chicken, 3 for duck, and 1 for geese, besides many other non-descript and mixed populations. Livestock husbandry is an age-old important occupation for Indian farmers. The unique and rich animal biodiversity is extensively referred to in Indian scriptures.

Introduction 
In the constantly changing field of environmental science and technology, researchers are increasingly adopting eco-friendly and sustainable approaches to address the widespread problems of contamination and pollution. A potential perspective that demonstrates a harmonic fusion of nature and nanotechnology is the creation of nanoparticles (NPs) utilizing secondary metabolites derived from plants. Due to their low toxicity, catalytic effectiveness, and biocompatibility, iron oxide nanoparticles (IO NPs) and silver oxide nanoparticles (Ag2O NPs) have become essential materials for environmental remediation. The production of these NPs depends heavily on secondary metabolites found in plants, including flavonoids, polyphenols, and tannins. These bioactive substances function as reducing, stabilizing, and capping agents during the creation of NPs, essentially serving as natural biofactories (Mittal et al., 2013) (Figure 1). The reduction of metal ions to NPs is driven by organic reaction mechanisms, such as redox reactions mediated by these metabolites, guaranteeing an environmentally benign and effective fabrication method. (Jadoun et al., 2021) Additionally, the incorporation of organic groups to the NPs’ surface, these metabolites greatly increases their catalytic activity and selectivity. IO NPs synthesized from plant extracts, particularly in forms like magnetite (Fe2O4) or hematite (Fe2O3), which exhibit special surface characteristics and remarkable magnetic behavior (Logeswari et al., 2015). These qualities guarantee a low environmental effect by making it easy to recover and recycle them after application. The organic functional groups obtained from plant metabolites give them increased stability and dispersibility, which increases their efficacy in remediation methods. Similarly, Ag2O NPs generated from plants display exceptional catalytic and antibacterial capabilities, expanding their use in combating environmental contaminants (Ettadili et al., 2022). It is essential to develop materials that meet stringent performance and sustainability criteria. By following green chemistry principles and guaranteeing non-toxicity, biodegradability, cost-effectiveness, recyclability, and ease of recovery, plant-derived NPs meet this requirement (Bao et al., 2021). These qualities maximize its usefulness while reducing ecological problems. Optimizing nanomaterials for practical uses is still difficult, though surface engineering and creative synthesis methods are required to address problems such as aggregation, instability, possible toxicity, and high recovery costs. Organic functional groups derived from secondary metabolites play a crucial role in this context, stabilizing NPs and enhancing their selectivity and activity for specific remediation tasks (Jebali et al., 2011) from plant extracts are examined in this chapter. It highlights the organic reaction processes involved, the critical role of secondary metabolites which play in the synthesis process and, on the other hand, the surface functionalization plays in boosting their catalytic activity for environmentally friendly remediation (Jeevanandam et al., 2022).

Meteorology is not merely the study of weather patterns; it is a critical science that intersects agriculture and allied sectors in numerous ways. In a world where food security is intimately tied to climatic variability, understanding the basic principles of meteorology is essential for both traditional farming practices and modern integrated food production systems. This chapter explores the foundational concepts of weather and climate, examines the atmospheric dynamics that directly impact agricultural systems, and contrasts historical meteorological practices with modern forecasting approaches. By delving into these topics, we can better appreciate how the environment influences agricultural productivity and how innovative meteorological tools can improve decision-making in the food production chain. Weather describes the state of the atmosphere at a specific time and place. It is the sum of short-term atmospheric conditions such as temperature, humidity, precipitation, wind, and visibility. In contrast, climate refers to the long-term average of weather patterns over a period of decades or more. Understanding this distinction is crucial for agriculture, as farmers and allied sector professionals must respond to immediate weather events (such as sudden frost or heavy rainfall) while also adapting to long-term climatic trends (like gradual temperature increases or shifting precipitation patterns).

The rapid pace of technological innovation, coupled with mounting environmental challenges and shifting societal expectations, is fundamentally reshaping the landscape of sustainable food production. In this chapter, we explore the future outlook of this dynamic field by examining emerging trends in weather intelligence, the transformative potential of innovations in artificial intelligence (AI), the Internet of Things (IoT), and data integration, as well as the evolving policy and ethical considerations that underpin sustainable agriculture. The integration of advanced technologies with traditional agronomic practices has led to the development of data-driven systems that not only forecast weather with greater accuracy but also optimize crop management, resource utilization, and risk mitigation. As we look toward the future, the convergence of these disciplines promises to usher in a new era of resilient, efficient, and environmentally conscious food production systems. We begin by outlining the current landscape and identifying key trends that are driving change. The discussion then transitions into an exploration of cuttingedge innovations in AI, IoT, and data integration that are revolutionizing weather intelligence. Subsequent sections address the policy frameworks and ethical dilemmas accompanying rapid technological adoption in agriculture, before concluding with a vision for future research directions and strategic planning. Finally, the chapter suggests additional topics—such as blockchain for supply chain transparency and urban vertical farming—to ensure a holistic view of sustainable food production in a rapidly changing world.
12.1 Emerging Trends in Weather Intelligence and Food Production
Over the past decade, advancements in sensor technologies, communication networks, and computational algorithms have revolutionized weather forecasting and climate monitoring. These breakthroughs are not only critical for predicting weather events but also serve as the foundation for proactive decision-making in agricultural management. High-resolution satellite imagery and remote sensing techniques now provide granular data about atmospheric conditions, soil moisture levels, and crop health (Fig.12.1).

1. Introduction
Hydrogenation plays a vital role in the transformation of organic compounds, making it essential for synthesizing fine chemicals and pharmaceuticals. This process is widely utilized in both laboratories and for industrial applications (Andersson et al., 2008). Typically, two approaches are used for hydrogenation: traditional one involves direct hydrogenation using pressurized hydrogen gas, and the other relies on transfer hydrogenation (TH), which involves addition of hydrogen into a molecule from a non-H2 sources (Johnstone et al., 1985). The use of high-pressure hydrogen gas, however, demands significant investment in infrastructure, making it less economically feasible for developing a sustainable hydrogenation industry. In contrast, TH has gained increasing attention due to its sustainability, particularly when employing hydrogen donors derived from biomass, such as alcohols and organic acids, which are abundant, cost-effective, and easy to handle instead of using non-renewable H2 gas for reduction of CO2 (Becattini et al., 2021) (Figure 1).
2. Historical Background and Classification
The hydrogen transfer process has a rich history spanning over a century. In 1903, Knoevenagel first demonstrated that palladium black effectively promoted the disproportionation of dimethyl 1,4-dihydroterephthalate into dimethyl terephthalate and cis-hexahydroterephthalate, in which hydrogen transfer was occurred between identical molecules (identical donor and acceptor) (Knoevenagel et al., 1905). This pioneering work established the foundation for hydrogen transfer reactions. Braude and Linstead later categorized these reactions into three distinct types (Braude et al., 1954):

As we stand at the threshold of this final chapter, “Harvest For Future,” we reflect on the journey that has brought us to this moment. Throughout the preceding chapters, we’ve explored the intricate relationships between rural households, agricultural practices, and the ever-changing climate. We’ve examined the critical role that operational agricultural meteorology plays in empowering rural communities to adapt, innovate, and thrive in the face of uncertainty. From understanding local weather patterns to leveraging climate-resilient agricultural practices, we’ve traversed the complexities of sustainable rural development. Our exploration has taken us through the nuances of climate variability and its impact on agricultural productivity, water management, and soil health. We’ve discussed the importance of effective early warning systems, drought management strategies, and crop insurance programs in mitigating the risks associated with climate-related shocks. We’ve also highlighted the critical role that information and communication technologies can play in disseminating climate information, agricultural advisories, and market intelligence to rural households. Moreover, we’ve examined the human side of sustainable rural development, including the social, economic, and cultural factors that influence decision-making processes within rural households. We’ve looked at the ways in which agricultural meteorology can be used to support climate-resilient agriculture, enhance food security, and promote sustainable livelihoods. Through case studies and examples, we’ve seen how operational agricultural meteorology has been successfully implemented in various parts of the world, leading to improved agricultural productivity, increased incomes, and enhanced resilience among rural households. Now, as we look to the horizon, it’s time to distill the insights, strategies, and lessons learned into a cohesive vision for the future. What does a sustainable rural household look like in the context of a rapidly evolving climate? How can operational agricultural meteorology continue to support and uplift these communities, fostering resilience, equity, and prosperity? In this final chapter, we’ll synthesize the key takeaways from our exploration and chart a course for harnessing the full potential of agricultural meteorology to create a more sustainable, food-secure, and climate-resilient future for rural households worldwide. We’ll explore the opportunities and challenges associated with emerging technologies, such as artificial intelligence, big data analytics, and the Internet of Things, and how they can be leveraged to enhance the delivery of climate services to rural households. We’ll also examine the policy and institutional frameworks that are needed to support the widespread adoption of operational agricultural

The climate crisis is one of the most pressing issues of our time, with farreaching consequences for global agriculture, ecosystems, economies, and societies as extreme weather events, shifting rainfall patterns, and rising temperatures threaten crop yields and food security. However, the climate crisis is not a new phenomenon. Its roots can be traced back to the Industrial Revolution, when human activities such as8 burning fossil fuels, deforestation, and land-use changes began to release large amounts of greenhouse gases into the atmosphere. In the 1960s and 1970s, scientists began to sound the alarm about the potential consequences of human-induced climate change. The first climate models were developed, and researchers such as Roger Revelle and Charles David Keeling began to track the rising levels of carbon dioxide in the atmosphere. The 1980s saw the establishment of the Intergovernmental Panel on Climate Change (IPCC), which has since become the leading international body for assessing climate change science.
1.1 Climate Crisis
Despite these early warnings, the climate crisis has continued to worsen. The past decade has seen a proliferation of extreme weather events, from heat waves and droughts to floods and storms. The year 2024 was the hottest on record, with global temperatures averaging 1.55°C above pre-industrial levels (Fig. 1.1). The consequences of climate change are already being felt, from melting glaciers and sea-level rise to devastating wildfires and water scarcity.

Application of computers in Hospital Pharmacy Practice
Computers have significantly transformed hospital pharmacy practices, enhancing various aspects of patient care, medication safety, and operational efficiency. Below are the key applications of computers in this field
1. Electronic Health Records (EHRs): EHRs are comprehensive digital records that replace traditional paper charts, encompassing a patient’s entire medical history. These records include data on diagnoses, lab results, medications, immunization records, treatment plans, and demographic information. EHRs offer real-time, patient-centered records accessible to authorized healthcare providers, enabling seamless sharing of information across different departments and facilities. This enhances collaboration, leading to more accurate diagnoses, coordinated care, and effective treatment plans. Additionally, EHRs support clinical decision-making through integrated alerts and reminders, ensuring critical data is communicated promptly for better patient outcomes.
2. Clinical Decision Support Systems (CDSS): Clinical Decision Support Systems (CDSS) are advanced tools integrated within healthcare IT systems to aid healthcare professionals in decision-making processes. CDSSs analyze patient-specific data and match it with extensive medical knowledge bases to provide tailored recommendations for diagnosis and treatment options. By flagging potential issues such as drug interactions, allergies, and contraindications, these systems reduce the risk of errors and enhance patient safety. CDSS can also offer reminders for preventive measures, suggest evidence-based protocols, and guide adherence to clinical guidelines, thus streamlining the clinical workflow and improving quality of care.

Irrigation: definition and objectives; Importance: Function of water for plant growth, water resources and irrigation development for different crops in India.
Introduction
The effect of supplemental water application as irrigation for crop production at its needs during rainless period is well established throughout the world. The plant has life, so it requires water for growth and development to give us proper quality and good yield. Water is required for metabolic activities including solubilization, absorption and translocation on the way of biochemical processes in photosynthesis, transpiration and respiration. India with 2.4% of the world’s total area has 16% of the world’s population; but has only 4% of the total available fresh water. This clearly indicates the need for water resource development, conservation, and optimum use.
Importance of irrigation water management
The importance of irrigation in the world is well stated “Irrigation in many countries including India is an age-old art–as old as civilization – but for the whole world it is a modern science–science of survival”. The pressure of survival and the need for additional food supplies are necessitating a rapid expansion of irrigation throughout the world including India. Production and productivity of agricultural lands is primarily dependent upon the availability of irrigation water to crops. Expansion of irrigation has paid rich dividends in India. fter independence, production registered nearly 4.52 times increase from around 50.8 million tons in 1950-51 to about 230 million tons in 2007-08. This has been mainly attributed to three factors viz., high yielding cereals, expansion of area under irrigation and fertilizer use. Irrigation may be considered as the major factor of modern intensive agriculture as it aids in efficient use of costly fertilizers and other inputs besides meeting crop water needs.

1.1. Meteorology and Climatology
Atmospheric science encompasses the main subfields of meteorology and climatology that are similar in the scientific principles and phenomena being examined, but usually differ by approach, time scale, and application. Meteorology is the scientific study of the atmosphere and weather including weather forecasting. It is an interdisciplinary science that involves observing, understanding and predicting weather conditions likely to prevail well in advance (Fig.1.1). The study of meteorology has been around thousands of years, but significant progress did not begin until the 18th century. Climatology is an atmospheric science that focuses on the processes that create weather patterns and variability. Climatology was developed as a science that is based on weather data recorded at multiple locations for comparatively longer periods, usually for 30 years or more. The study of climatology based on the physical processes is influenced by the geographical features, topography and interaction between land and oceans.
1.2. Agricultural Production
Life demands food. The production of food depends upon 4 major factors that are soil, genetic material, management practices and weather. Over a period of time, formers have evolved the cropping strategies based on their local knowledge and experience on the changes in weather within a cropping season. With rapid advances in agricultural sciences, several new varieties of crops were developed, appropriate soil and water management practices were evolved and suitable measures for reducing abiotic and biotic stresses on crops were identified. However, the recent threats of climate change due to increased atmospheric

The atmosphere near Earth’s surface, often referred to as the boundary layer, exhibits unique properties influenced by the interaction between the surface and the atmosphere. These properties are crucial for understanding weather patterns, climate, and various environmental processes. Ancient Indians use to worship five natural elements i.e. earth, water, air, energy and the sky. Perhaps they were aware of the interactive effects and processes between these 5 elements that govern life on earth. In a sense, meteorology itself is a science based on interactive effects of these natural elements. Microclimatology is all about the effect of the interactions between these 5 elements on life over the earth. For a beginner of microclimatology, it is important to understand the properties of the atmosphere near the earth’s surface and get familiar with the concept and terminology used to describe/quantify the physical processes taking place between the lower layers of the atmosphere and the earth’s surface.
2.1. Energy
The major source of energy in the earth atmosphere system is solar energy (Fig.2.1). The outer surface of the sun is very hot and its temperature is estimated to be around 6000°Kelvin (symbol K).
The Kelvin is the base unit of temperature in the international system of units (SI). The Kelvin scale is the absolute temperature scale that begins at the lowest possible temperature that can be attained (absolute zero) taken as 0 degree K. The magnitude or value of each degree of temperature in the Centigrade scale and Kelvin scale is same. The temperature measured in centigrade scale can be converted to Kelvin scale by adding 273.15. The sun emits heat energy in the form of solar radiation. As the solar radiation passes through the atmosphere, it gets partly depleted before reaching the earth’s surface. The processes through which the solar radiation gets depleted in the

energy plants need to convert carbon dioxide and water into carbohydrates and oxygen. The carbohydrates produced by photosynthesis are used for vegetative and reproductive growth and to increase crop biomass. The solar energy required for photosynthesis is available during day time. In crop canopies radiation is transmitted through leaves and between leaves resulting in changes of spectral composition rapidly with depth. In the absence of vegetation, solar radiation reaches the earth surface after it gets depleted in the atmosphere due to:
• Reflection of incoming radiation by the cloud tops
• Absorption of ultraviolet radiation by the ozone present in the atmosphere and infrared radiation by the greenhouse gases and water vapour
• Scattering of radiation by the solid particles suspended in the atmosphere
The remaining parts of solar radiation called insolation i.e. incoming solar radiation reach the earth surface. After it is incident on the earth surface, a fraction of the solar radiation gets reflected back into the atmosphere. The difference between the incoming solar radiation and outgoing solar radiation is called net radiation. The net radiation can be calculated using radiation balance which takes into consideration both incoming solar radiation and outgoing solar radiation. The equation for radiation balance can be written as:

During most of the years, there will be loss of agricultural production by at least 15 to 20 per cent per annum due to unfavourable weather situations. The farmers practicing agriculture expect uniform returns every year as the investment costs are much higher and cannot afford loss in production. Of late, the inter-seasonal and intra seasonal variations in weather are very frequent. The weather conditions observed were found to exceed even beyond known limits. Exceptional deviation from any one single weather parameter like air temperature, rainfall and wind can trigger considerable loss in production or sometimes even crop failure (Fig.12.1). Fig. 12.1: Components of a microclimate and its interlinkages Large scale weather modification is not practicable to a greater extent as uniform results cannot be expected under these conditions. There is need to explore cost effective management options that may significantly alter some weather parameter that is detrimental to crop production at field level by the farmers themselves. Therefore, microclimatic modification is an emerging technology to alter or change the unfavourable weather conditions detrimental to crop growth using cost effective and easily manageable techniques for minimizing the loss in crop production. The options for microclimatic modification have to be decided based on whether and the nature of weather aberrations. For example, dry spells are most common during rainy season in most of the arid and semi-arid regions. The farmers growing crops under rainfed conditions suffer considerable loss in production due to occurrence of dry spells as the crop experiences moisture stress. These dry spells may occur any time during the growing season. In such situations, the farmer needs to adopt a management option even before sowing a crop. Sometimes, the occurrence of weather aberration cannot be anticipated and the farmer has to prepare for adopting a management option based on weather forecast. Such measures are temporary and needs to be adopted to ward off the unfavourable weather conditions to a certain extent. Microclimatic modification can be a permanent, seasonal or temporary option depending upon the climate of the region. The crop microclimate refers to the climate just above and within the crop canopy and in the soil root zone that can be influenced by the day-today management practices. Microclimate modification is a measure to change or regulate the weather parameter at farm level. The microclimate management option also depends upon the nature and type of the soil as well.

Remote sensing is a technology that enables us to acquire information about one object or phenomenon without making physical contact with the object. Generally, we are used to take observations in site or at the site. Development of remote sensing technology is now making it possible to quickly and almost simultaneously to collect information from the earth surface and other planets as well. Remote sensing is used to measure the thermal complexity and structural complexity of microclimates and how organisms respond to environmental changes. The thermal complexity is a result of the response and behaviour of different characteristics of the earth surface including vegetation, soils, structures, water bodies etc. Optical remote sensing makes use of visible, near infrared and short-wave infrared sensors to form images of the earth’s surface by detecting the solar radiation refl ected from targets on the ground. Different materials refl ect and absorb differently at different wavelengths. Thus, the targets can be differentiated by their spectral refl ectance signatures in the remotely sensed images (Fig.18.1). Satellite Refelcted Solar Radiation Forest Water Grass Bare Soil Paved Road Built-up Area Atmosphere Incident Solar Radiation Sun
Structural complexity is defi ned as minimum number of numerical specifi cations required to describe an object in physical space. Structural complexity is a key ecological factor that describes the three-dimensional physical structure of the ecosystem. It is often linked with biodiversity.

Introduction
The Directorate of Extension Education, came into existence during 1967 under Odisha University of Agriculture and Technology. This directorate is engaged with various projects viz: University Extension Block Programme, Distance Education, Digital Extension, Information wing, Gender resource center, Educational Museum besides managing 31 KVKs in 28 districts of Odisha except Cuttack and Khordha district in which University Extension Block Programme and Farmers FIRST program is in operational. This directorate adopted several innovative extension approaches which made the OUAT KVKs unique in operational modalities and effective in delivering for the development of farming community in Odisha, some of the innovative approaches are: Development of KVK Action Plan, CoE on FPOs, R-E Linkage and Krushi Samrudhi helpline.
Development Process of Action Plan
Krishi Vigyan Kendras work as a knowledge resource center in agriculture and allied field for the district (Singh et al., 2012) where in, production and supply of critical technological products, both tangible and intangible is the major component other than having scientifically maintained demonstration units, crop cafeteria etc. Development of complete feasible action plan of KVKs requires sincere efforts in identifying the real problems on one hand and sourcing the frontline technologies on the other. The logical fitment of suitable technological options for testing, in addressing situation specific problems are also an important activity requiring our understanding of the major farming systems in the AES, micro-farming situations of different crops & commodities and our scientific orientation. For this OUAT adopts a uniform action planning process since last few years which involves different activities.
1. Identifying the problems
2. Prioritizing the problems
3. Analyzing the problems and finding root cause(s) of the prioritized problems.
4. Sourcing alternative technologies and listing possible solutions nearer to hit the root cause and address the problems.
5. Taking into consideration the follow up activities require to be undertaken for previous year OFTs and FLDs
6. Planning interventions including those for other extension activities, production of critical inputs etc.
7. Consolidation of interventions and finalization of action plan with respect to OFT, FLD, Capacity building, other extension activities or combination of these.

Introduction
Globally, the agricultural sector plays an important role in poverty reduction, food security and promotion of nutritious food (Jones & Ejeta, 2016). Although agricultural crop production is essential, there are challenges associated with plants due to pests and diseases infestation in the value chain of crop production. Plant health problems can be resolved through appropriate diagnosis and identification of plant pests affecting agricultural (Ausher et al., 1996). However, Oerke (2006) reported that 40 per cent of crop yield losses are caused by plant pests and diseases of economic importance. The majority of smallholder farmers are faced with risks associated with pests and diseases in plant production. To address challenges faced by smallholder farmers, plant health clinics are important for plant pests and disease diagnosis. The plant health clinics can be defined as a system in which farmers obtain advisory services on the plant pest problem affecting agricultural crops and provide management control strategy for pest management (Alokit et al., 2014). There are many plant health clinics initiatives within the Indian region that provides plant pests and diseases advisory services to all categories of the farmers (Boa et al., 2016). Many plant clinics in developing countries which are run by international research institutions are more efficient and effective as compared to those not run by the research institutions. This review seeks to investigate and assess the state of global plant clinics with the aim of obtaining the efficient and effective plant health clinic model for South Africa. The knowledge, awareness, availability and accessibility of basic plant healthcare to smallholder farmers for plant pests and diseases diagnosis to ensure early detection, pest management and pest reporting remain a challenge. Furthermore, there is limited literature and research on plant health clinics’ establishment and its importance to smallholder farmers in the Indian developing country.
Background of the Plant Health Clinics
To date, there are about 34 countries operating plant health clinics globally and it is estimated that there are 4,500 plant clinics across the globe Centre for Agriculture and Biosciences International (CABI), 2020; Tambo et al., 2020). These include plant clinics in Africa, South America and Asia respectively (Boa, 2009; CABI 2020). The first plant health clinics were established in 2003 in Bolivia (Bentley et al., 2009; Boa, 2009). In Africa alone, plant clinics were established with the help of CABI to assist smallholders and household to respond effectively and efficiently towards plant pests and diseases. According to Boa et al. (2016), there are two types of plant health clinics in terms of service provisions, namely (1) Fixed structure with appropriate laboratory equipment

Introduction 
Food is the prime necessity of the life without which the existence of the human being may be perhaps dubious. India is agriculture predominant country where majority of its population depends on agriculture directly or indirectly. Agriculture plays a vital role in India’s economy. About 54.60 per cent of the total workforce is engaged in agriculture and allied sector activities (Census, 2011). Agriculture and Allied sector accounts for about 18.4 per cent of India’s GVA at current prices during 2022-23. Given the importance of the agriculture sector, Government of India has taken several steps for its development in a sustainable manner (Agriwelfare.gov.in/en/Dept). India with massive network of about 63 State Agricultural Universities (SAUs), three Central Agricultural Universities (CAUs), four deemed universities and four central universities with agricultural faculty along with Indian Council of Agricultural Research accords due priority to the agricultural education, research and extension (ICAR Annual report, 2023-24). The role of these universities & ICAR in addressing the farm related problems cannot be overlooked. As per the All India report on Agriculture Census, 2015-16, India is a country with majority of the farmers being small (17.60 %) and marginal (68.50 %). Agriculture is very diversified with varied agro-climatic conditions which require different practices and strategies to perform. The role of agricultural research and extension in achieving food self-sufficiency is immense. Agriculture is a state subject and various players make agriculture profitable and farming a viable option. But the data indicates that, there is scarcity of extension officers at various levels in India. As per the report of the Committee on Doubling Farmers’ Income, 2017 (Volume XI “Empowering the Farmers 214 Innovations of University Extension in Indian Agriculture through Extension and Knowledge Dissemination”) reported that, the ratio of Extension Service Provider (ESP) to operational farm holdings is around 1: 1156. Coupled with this, the system has mainly focused on the input supply chain and crop cultivation activities. In the era of 21st century, innovation is the buzz word, and pervading in all spheres of life. It is astonishing to know that, todays discoveries are outdated tomorrow. In today’s rapidly changing world, innovation is crucial for organizations and societies to adapt, grow, and maintain a competitive edge. It drives economic development, addresses complex challenges, and improves the quality of life. Over the years, agriculture sector has also seen rapid changes in all aspects, and India’s efforts in this development pursuit are quite inspiring. Starting from food deficit nation to the nation with surplus food production, the role of agricultural research and extension viz a viz., innovation cannot be overlooked. As a result of bifurcation of Andhra Pradesh in the year 2014, the Professor Jayashankar Telangana Agricultural University was established on 03-09-2014 by an act of legislature. Professor Jayashankar Telangana State Agricultural University (PJTSAU) named in honour and memory of Professor Jayashankar, an eminent educationist and an ardent Telangana ideologue is the only Farm University of Telangana State. PJTAU has eleven constituent colleges with eight of those devoted to faculty of Agriculture, two to faculty of Agricultural Engineering and Technology and one to faculty of Community Science. In addition, there are twelve constituent polytechnics (eleven in Agriculture and Agricultural Engineering). The research component in the agriculture is addressed by Sixteen Agricultural Research Stations, including three Regional Agricultural Research Stations. As part of front-line extension support to reach the unreached, the University has established about nine District Agricultural Advisory and Transfer of Technology Centres (DAATTCs), eight Krishi Vigyan Kendras (KVKs), one each of Extension Education Institute (EEI), Agricultural Information and Communication Centre (AI&CC), Agricultural Technology Information Centre (ATIC) and Electronic Media Wing spread across the State to cater to various needs of the farming community. To address the farm problems and make agriculture profitable, the Agricultural University not only strives in research but also a pioneer in the institutional Innovations of University Extension system to cater to the emerging needs of the farming community by means of various innovations such as., Flag method of Extension, Interactive Information Dissemination System, Innovative farmers’ networking, Developing Farmer – Master trainers, Interactive

Introduction
Antimicrobial resistance (AMR) poses an escalating threat to global health, eroding the efficacy of antibiotics and complicating the management of bacterial infections. The proliferation of resistant pathogens, such as methicillin-resistant Staphylococcus aureus (MRSA), extended-spectrum betalactamase (ESBL)-producing Enterobacteriaceae, and multidrug-resistant Mycobacterium tuberculosis, has driven significant increases in morbidity, mortality, and healthcare costs. The ability to detect AMR accurately and promptly is paramount for guiding clinicians in selecting effective therapies, implementing targeted infection control measures, and informing public health strategies to curb the spread of resistant organisms. Conventional methods, rooted in phenotypic assessments, have served as the cornerstone of AMR detection in clinical microbiology laboratories for decades. These techniques evaluate bacterial growth under controlled exposure to antibiotics, offering direct evidence of resistance or susceptibility that molecular approaches, which focus on genetic markers, may miss due to silent mutations, complex regulatory mechanisms, or novel resistance pathways. This chapter provides an exhaustive examination of conventional AMR detection methods, encompassing disk diffusion, broth and agar dilution, gradient diffusion, and automated susceptibility testing systems. These approaches, refined through decades of clinical and research application, remain indispensable for their reliability, cost-effectiveness, and adaptability across diverse settings, from well-resourced tertiary hospitals to laboratories in low-income regions. By exploring their principles, procedures, applications, and limitations, we aim to underscore their enduring significance amidst the rise of rapid molecular diagnostics. The discussion also addresses specialized tests for detecting specific resistance mechanisms, such as beta-lactamase production, inducible clindamycin resistance, and carbapenem’s activity, which are critical for tailoring antimicrobial therapy. Through a critical lens, this chapter evaluates the strengths and challenges of these methods, offering insights into their role in addressing the global AMR crisis, their integration with emerging technologies, and their continued relevance in both routine diagnostics and epidemiological surveillance. The value of conventional methods lies in their ability to translate laboratory findings into actionable clinical decisions. Unlike genotypic methods, which detect resistance genes but may not predict phenotypic behaviour, these techniques assess how bacteria respond to antibiotics under conditions mimicking in vivo environments, aligning closely with therapeutic outcomes. As resistance patterns grow increasingly complex, driven by mechanisms like carbapenem’s and efflux pumps, conventional methods provide a practical foundation for diagnostics, particularly in resource-limited settings where advanced molecular tools are often inaccessible. Their role in global AMR surveillance, such as through the World Health Organization’s Global Antimicrobial Resistance Surveillance System (GLASS), further underscores their importance in tracking resistance trends and informing policy.

Introduction
Antibiotic-resistant E. coli develops as a result of the heavy use of antibiotics in the production of food animals, which is then found in the meat from those animals. There have been reports of a number of antimicrobial resistant E. coli infections linked to the ingestion of tainted milk and chevon. As a result, the existence of antibiotic resistant E. coli is a significant and expanding global public health risk. Escherichia coli of animal origin has also been seen to colonise humans, and because it is resistant to many conventional antibiotics, it can cause serious illnesses for which there are few effective treatment choices. Due to its ubiquitous presence in the environment, E. coli has traditionally been recognised as the main vehicle for the transmission of various antibiotic resistance genes and vectors.Extended-spectrum beta-lactamases (ESBLs), which can make the bacteria resistant to some frequently used antimicrobial treatments, are tiny proteins (enzymes) that some strains of E. coli have been shown to manufacture under favourable conditions. A major issue around the world is the emergence of different E. coli strains that produce ESBL in foods that come from animals that are raised for food. The ESBL enzymes TEM, SHV, and CTX-M from Group A have been widely reported to be generated by E. coli and have been shown to hydrolyze ampicillin, carbenicillin, oxacillin, and an extended spectrum of cephalosporins, including ceftazidime and cefotaxime.
Extended beta spectrum lactamase producing E. coli
The occurrence of antimicrobial resistance and the presence of corresponding resistance genes in the environment is an ancient phenomenon. This is largely due to the fact that many of today’s antimicrobial agents are derived from natural precursors produced by soil bacteria such as Streptomyces. These natural compounds likely evolved to mediate microbial competition for

Introduction
Antimicrobial resistance (AMR) is a global concern that poses a significant threat to contemporary healthcare systems, potentially hindering the management and treatment of various diseases. Microorganisms can act as reservoirs for AMR across various ecological niches; thus, a “one health” proposal is essential for coordinating a multisectoral strategy aimed at investigating and tackling this alarming issue. This method seems to be an effective strategy for addressing and alleviating the challenges posed by AMR; however, it demands the collaborative efforts and assets that are consistently and efficiently executed by health practitioners. Horses have been pivotal in human history; they have served in wars, provided transportation, and even aided in mining operations. In contemporary society, horses are significant as sport animals and in therapeutic settings involving animals. Given these close interactions between humans and equines, it becomes essential to effectively identify infectious diseases and antimicrobial resistance (AMR) impacting both species, particularly in instances of highly contagious diseases. Resistant bacteria represent a significant threat to the health of both equines and humans. Horses may obtain resistant bacteria through several avenues, such as interaction with other animals, exposure to contaminated materials, or to antibiotic uses. The responsible utilization of antibiotics and the implementation of antimicrobial stewardship programs are essential in reducing the transmission of antimicrobial resistance (AMR) within equine populations. A variety of zoonotic pathogens that exhibit resistance to antibiotics has been identified in equines. This includes Extended-Spectrum Beta-Lactamases (ESBL) which produces E. coli, Methicillin-Resistant Staphylococcus Aureus (MRSA), and Multidrug-Resistant (MDR) Salmonella. Horses can develop AMR through various channels like:

Introduction 
The discovery and introduction of antimicrobial agents to clinical medicine was one of the greatest medical triumphs of the 20th century that revolutionized the treatment of bacterial infections. However, the gradual emergence of populations of antimicrobial resistant pathogenic bacteria, resulting from use, misuse and abuse of antimicrobials has today become a major global health concern. Antibacterial drugs have revolutionized our ability to control bacterial disease, and their clinical availability has led to dramatic decreases in morbidity and mortality. (Walsh and Wright, 2005). As such, these therapeutics underpin modern medicine. Despite the integral role of antibiotics in sustaining our modern lifestyle, they are undervalued in both cost and significance by society. Over the past century, their use has provided strong selective pressure on microorganisms, leading to preferential survival and spread of those harbouring antibiotic resistance mechanisms. Multidrug resistance is now commonplace amongst bacterial pathogens with antibiotic resistance now affecting all antibiotic classes. (Coates et al, 2011). This is particularly worrisome in the case of Gram-negative bacteria (e.g. Pseudomonas aeruginosa and Acinetobacter baumannii) for which treatment options are already limited. The ‘broken’ economics of antibacterial research and development is often quoted as the main reason for the lack of new therapies but the truth is that it is hard to discover new antibacterial drugs, and the science is not sufficiently advanced to allow discovery of efficient and effective drugs. This has led to fears of a ‘post-antibiotic era’ as it has been estimated that 5–20 novel antibacterial drugs need to enter clinical development in order to effectively contend with the current resistance problem. However, given the attrition rate within the existing drug discovery model, at least 200 discovery programmes would be needed in order to achieve this outcome. Hence, new approaches to antibiotic discovery are needed. The antibiotic pipeline The antibiotic pipeline is not what it once was.4 Pharmaceutical companies were once the main provider of novel antibiotic molecules but they largely withdrew in the late 1990s because of the lack of success and low financial returns in bringing new antibacterial drugs to the market.5 The environment of discovering and developing new antibiotics was quite different during the so-called ‘golden era’ of drug discovery. Antibiotics worked remarkably well because resistance was low and physicians had access to a variety of efficacious antibiotics. Antibiotic research and development programmes were inclined to focus on improved pharmacology to achieve less frequent dosing e.g. once a day, rather than innovative new antibiotics. Natural product screening strategies tended to result in rediscovery of compounds rather than finding new ones. There was also no need to consider those natural products with undesirable properties such as toxicity. Today, only a few large companies such as GlaxoSmithKline, Novartis, Merck and Roche are still actively engaged in antibiotic R&D, with many of the original antibiotic provide.The natural world remains the largest source of novel drug scaffolds making this a viable option in the search for new antibiotic compounds. Advances in bacterial culture techniques, molecular biology and metagenomics will make natural product drug discovery easier and more costeffective, obviating these limiting factors. Screening procedures must include whole-bacterial cell assays, addressing the issue of bacterial permeability and efflux early in the discovery process (Shore and Coukell, 2016). Additionally, the generation of training schemes by, and with, pharmaceutical companies that cover all aspects of the pipeline and include natural product drug discovery, are essential and will ensure that expertise is passed on to future researchers. Investment should also be made into the study of previously characterized lead compounds that did not reach the clinic, so called old leads. The reasons that led to these compounds being dropped from further development vary, ranging from financial issues to trial design, dosing problems and toxicity. It may be that there is now sufficiently improved technology and expertise to develop these as safe and efficacious antibacterials. The revival of interest in old leads could also provide an additional source of novel antimicrobials. A freely accessible database of antibiotics that were never developed has recently been launched, Antibiotic with the aim to reduce unnecessary duplication of Pharmaceutical agents such as nanospheres, liposomes, and immunoglobulins for example have been developed which can alter the pharmacodynamics of a compound, act as carriers for sustained or controlled drug release, and for immunization therapy.

Introduction
Antimicrobial resistance (AMR) is a mounting global crisis that threatens public health, food security, and development. The rapid spread of resistant pathogens has rendered many conventional antibiotics ineffective, leading to longer illnesses, increased mortality, and escalating healthcare costs(1)(2). The World Health Organization characterizes AMR as a top-ten global health threat, driven by overuse, misuse, and inadequate dosing of antibiotics. It already kills 700,000 people a year and is expected to kill 10 million people a year by 2050 if nothing is done about it(3). After penicillin was introduced to the market in 1941, the first signs of resistance appeared in staphylococci, streptococci, and gonococci. By 1942, Staphylococcus aureus, which was penicillin-resistant, emerged(4). Drug resistance must be effectively addressed for a few reasons, including public health, economic considerations, and the long-term viability of medicine. Maintaining the effectiveness of existing treatments for infectious diseases is an important objective(5). NDDS technologies have emerged as powerful tools to enhance the delivery, bioavailability, and targeting of antimicrobial agents, potentially reviving older antibiotics, and maximizing the efficacy of novel compounds(6). Parallelly, AI has found impactful applications in biomedical data analysis, drug discovery, and the rational design of therapies by processing complex datasets, predicting resistance patterns, and guiding the creation of new molecules. The integration of AI with NDDS marks a paradigm shift to optimizes delivery systems, guides individualized treatment plans, and advances the field towards precision medicine for infectious diseases (7). This chapter surveys the convergence of these technologies, exploring how AIenhanced NDDS platforms are reshaping the response to AMR. Additionally, it examines diverse AI models and algorithms employed in the prediction, optimisation, and management of drug resistance, enhanced by real-time case studies for thorough comprehension(fig1.).

Introduction
The discovery of antibiotics and their subsequent use in combating infectious diseaseswas amedical breakthroughin the 20th century, as it completely changed the treatment approach to infections in general and bacterial infections in particular. In 1928, Alexander Fleming discovered Penicillin that started the started the so-called “golden age of antibiotic”. However, later in course of time the underuse, overuse and misuse of antibiotics in medical and veterinary practice led toemergence of drug-resistant pathogens resulting in phenomenon called antimicrobial resistance (AMR). In last few decades AMR has evolved silently and now threatening the human and animal health and has acquired the potential to be a next pandemic. AMR develops in a microorganism (e.g., bacteria, viruses, fungi, parasites) when it accumulates genetic changes over time and fails to respond to antibiotic(s) leading to severe illness and mortality due to infection. Although, AMR is an evolutionary event occurring naturally in microbes, but inappropriate use of antibiotics in humans and animal medicine act as key driver to its spread. Global antibiotic consumption increased between 2016 and 2023, with total consumption rising by 16.3% to 34.3 billion defined daily doses (DDDs) in reporting countries and a projected 20.9% increase when extrapolated to nonreporting countries. World Health Organization (WHO) and other authorities have called for coordinated action to address antimicrobial resistance, a threat looming large on horizon. In 2021, there were an estimated 1.14 million deaths attributed directly to Antimicrobial Resistance (AMR), with globally another 4.71 million deaths associated with AMR infections. This dataindicates a significant global health burden, with prophecy that AMR deaths could increase dangerously by 2050 if current trends continue. Global Action Plan (GAP) of the WHO highlights the importance of “One Health approach” calling for the joint action in human health, food production, animals and environmental sectors, to achieve better results. In the year 2015, the WHO initiated the Global Antimicrobial Resistance and Use Surveillance System (GLASS)to collect, analyze and share AMR data received from all countries. The Global Action Plan on AMR lists five strategic objectives to contain AMR viz., 1. optimizing the use of antimicrobials, 2. preventing infections (including the use of vaccines), 3. strengthening surveillance and research, 4. improving awareness and understanding of AMR, and 5. investing in new medical products. Vaccines stimulate the body’s immune system to recognize and attack specific pathogens and thus can prevent AMR through several ways viz., 1. reduce the incidence of infections leading to reduction in morbidity and mortality, 2. vaccines can prevent secondary bacterial infections e.g. Streptococcus pneumoniae after an initial infection with influenza, 3. produce herd immunity, 4. Prevention of infections resulting in decrease in use of antibiotics that reduces development of AMR. Immunotherapeutics can both combat and be complicated by Antimicrobial Resistance (AMR). Other immunotherapies antibodies, and immune-boosting agents can directly fight AMR by preventing infections and reducing the need for antibiotics.