eChapters

Unsupervised classification is the technique of classification of raster data in which no prior information is provided by the user. Raster data is classified based on their spectral characteristics such that the pixels having similar spectral properties in the multispectral feature space are grouped together in one class. Unsupervised classification is mainly performed by clustering algorithms. The purpose of these algorithms is to minimize within cluster variability and maximize between clusters variability. The user must interpret and label the classes after performing unsupervised classification. This method of classification requires minimum data which makes it easy and quick, but user has toput efforts in identification of the classes. This method could be useful when user doesn’t have any prior knowledge about the study area. This method removes subjectivity and enables us to get the unique classes which might be unrecognized by the user. K-means is the most commonly used method for performing unsupervised classification. In this chapter, we have discussed K- means, CLARA and unsupervised random forest method for classification of raster data in R.

The term probiotic means “for life” and it is currently used to refer bacteria that are associated with beneficial effects for humans and animals. The credit for first observation made on the positive role of some selected bacteria was attributed to Eli Metchnikoff, the Russian born Nobel Prize recipient, worked at the Pasteur Institute in the beginning of the last century. Metchnikoff suggested that - “the dependence of the intestinal microbes on the food makes it possible to adopt measures to modify the microflora in our bodies and to replace the harmful microbes by useful microbes”. Interim Henry Tissier, a French paediatrician, observed that children with diarrhea in their stools had a low number of bacteria which are characterized by a peculiar Y shaped morphology. On the contrary, these “bifid” bacteria were abundant in healthy children. Based on these observations, Tissier suggested that “bifid” bacteria could be administered to patients with diarrhoea to help restore a healthy gut microflora. These two scientists were the first to give scientific intimation for the use of probiotics when even the term probiotics was not coined. Later in 1965, the term probiotics is coined by Lilly and Stillwell to describe substances produced by one microorganism, that stimulate the growth of another. Subsequently, Parker defined probiotics as organisms and substances that contribute to intestinal balance. Further, Fuller (1989) improved the Parker’s definition of probiotics as “live microbial feed supplements which beneficially affect the host animal by improving its intestinal microbial balance”. Havenaar and Huis in’t Veld (1992) extended the probiotic definition with the description: “A viable mono or mixed culture of microorganisms which, applied to animal or man, beneficially affects the host by improving the properties of the indigenous microflora”. At the end of the millennium, Salminen and his coworkers (1999) proposed the following definition: “probiotics are microbial cell preparations or components of microbial cells that have a beneficial effect on the health & well- being of host”. Whereas FAO/WHO (2001) defined probiotics as “living bacteria that, when administered in adequate amounts, confer a health benefit on the host”. This definition for probiotics is widely accepted.

Basic concepts of plant stress, acclimation and adaptation
Energy is the absolute requirement for the maintenance of structural organization over the lifetime of the organism. Maintenance of such complex structural organization over time requires a constant flow of energy through all biological organisms, which provides the dynamic driving force for the performance of important maintenance processes (the processes which are essential for an organism to remain alive and continue as the species) such as respiration, assimilation, nutrition, cellular biosyntheses and transport to maintain its characteristic structure and organization as well as the capacity to replicate and grow. Maintenance of such steady-state results in a meta-stable condition called homeostasis. Thus, “Homeostasis” is defined as a selfregulating process by which a living organism can maintain internal stability while adjusting to changing external conditions. It is the state of balance among all the living systems needed for the organism to survive and function properly.
Plant stress
Any change in the surrounding environment may disrupt homeostasis. Environmental modulation of homeostasis may be defined as biological stress. Thus, plant stress implies some adverse effect on the physiology of a plant induced upon a sudden transition from some optimal environmental condition where homeostasis is maintained to some suboptimal condition which disrupts this initial homeostatic state.

Introduction

Hydrological data visualization plays a crucial role in analyzing and understanding the behavior and characteristics of water resources. By visualizing hydrological data, we can gain insight into the distribution, variability, and trends of different hydrological variables such as river flow, precipitation, groundwater levels, and water quality parameters. This information can help decision-making in areas such as water resources management, flood forecasting, and climate adaptation.

R Language is a popular and versatile tool for hydrological data visualization, offering several powerful packages for data analysis and visualization. Each of these packages has its own strengths and limitations, which can be leveraged depending on the specific needs of a given analysis. For example, ggplot2 is an extensively used package for creating publication-quality static plots that are customizable and visually appealing. This package is based on the grammar of graphics, which provides a new plotting system that combines the benefits of both base and lattice graphics. ggplot2 can be used to create a wide range of plot types, including time-series plots, spatial maps, and scatterplots. It provides several options for customizing plot elements such as axis labels, legends, and plot themes. On the other hand plotly offers interactive and dynamic plots that can be easily shared and embedded in web applications. With plotly, we can create plots that allow for zooming, panning, and hovering over data points to display additional information. This package is mainly useful for exploring relationships between hydrological variables. In addition to these packages, hydroTSM provides functions for reading, manipulating, and plotting time-series data. hydroTSM can help us create time-series plots of variables such as river f low, precipitation, and temperature, with options for adding trend lines error bars, and annotations.

Definition

• If a communication source decodes the message that he encodes, if the message is put back to his system, we have a feedback - Berlo (1960)

• Feedback is defined as the action reaction interdependence in communication.

• The return to the input of a part of the output is the feedback.

• Feedback is the reaction on the part of the receiver to a sender's communication.

Feedback or response of the audience is the ultimate objective of any communication process or function. Response of an audience to message received may be in the form of some kind of physical or mental action. Until the desired action results, extension communication does not achieve its most essential objectives. The response of the audience (whether in the form of action or reaction) can be used by a communicator as a check of his own effectiveness and a guide to his own future action. When a source receives feedback, that is rewarding, he continues to produce the same kind of message. When he gets non-rewarding feedback, he eventually will change his message. Schramn (1955) points out that each person in the communication process is both an encoder and decoder. He receive and transmits. However, a person will decode a message and interpret it in accordance with his own experience.• Feedback means carrying out significant responses of the audience back to the communicator.

HOUSING OF LABORATORY ANIMALS

Objectives

The important criteria to be kept in mind for the construction of animal house are:

• Got to satisfy the requirements of animal care takers and animal technician whose place of work it is.
• Got to satisfy animals which are house in animal house.
• Research workers who conduct research on animal in the laboratory should be satisfied.

Materials required- Small animal house, Animal colonies, type of cages and equipments.

Growing population has increased the demand on food supply. Providing safe and hygienic food to the population is an essential consideration. Food safety systems and tools need to be in place to assure safe food, until which the food businesses would not flourish or be able to build their reputation. Food safety systems and management tools are important as they assist food business organizations to build confidence in people regarding food safety.

Introduction

Problem soils are those that impede agricultural productivity owing to mineral stress, dryness, acidity, sodicity, waterlogging, etc. Vertisol, acid sulphate soils, saline-sodic soils, peat soil, and fine textured alluvial soils were the categories Beek et al., (1980) used to group the problematic soils. In addition to vast areas where deficiencies of zinc, phosphate, and iron, or excesses of iron, aluminium, and manganese limit rice yields, Ikehashi and Ponnamperuma (1978) observed that approximately 100 million hectares of land that are physiographical and climatically suitable for rice lie idle due to the soil toxicities caused by salt, alkali, acid, or organic matter. Problem soils can be broadly defined as those that have unfavourable conditions whether natural or artificially created that severely restrict the successful development of crops. Soil profiles with high groundwater levels and a less permeable argillic layer, degraded soils, sandy soils with low fertility, coastal soils that frequently flood, and laterites could all be categorised as problem soils. Without taking into account related soil functions, soil health is evaluated independently. It is also based on the f indings from a few soil tests for different criteria. 2015 has been recognized the International Year of Soils by the 68th UN General Assembly in recognition of the importance of soil health in all dimensions.

Concept of Ideotype breeding
In the breeding programme, elite crop varieties are developed through combination of relatively low-frequency alleles which are of known agronomic / horticultural importance (Lyu et al., 2013). During breeding programme, these elite varieties are developed targeting different main objectives, such as yield, product quality, resistance to abiotic and biotic stresses and agronomic suitability.
A crop ideotype is defined as an idealised structural model, combining both morphological and physiological traits, with the potential to maximise yield and quality within a defined environment (Donald, 1968). Ideotype generally include factors that increase the survivability of the plant such as drought resistance, resource use efficiency, root architecture and disease resistance (Arraiano et al., 2006; Rezzouk et al., 2022). Definition of “Ideotype” may be broadened through combination of morphological and physiological traits (or their genetic bases) conferring to satisfying adaptation of a crop to a particular biophysical environment, crop management and end use.

The Convention on Biotechnology has defined biotechnology as “any technological application that uses biological systems, living organisms or derivatives thereof, to make or modify products or process for specific use”. The global food requirement is increasing with growing population, so the productivity gap could be filled by improving genetic health. Animal breeding focuses on genetic improvement through biotechnological and genomic approaches. Genetic progress is influenced by the type of biotechnology such as selection accuracy, genetic interval, intensity of selection, genetic variance. It helps to improve animal production, treatment of genetic disorders, production of transgenic animals resistant to diseases, vaccine production and also to maintain genetic diversity for endangered species. Genomic selection is a type of marker assisted selection. It improves the genetic gain by decreasing genetic interval and improving reliability. These novel approaches have high potential in animal breeding, if executed judiciously may provide practical benefits to mankind. The magnitude of genetic improvement of livestock species

TQM is an integrative philosophy of management for continuously improving the quality of products and processes. It is used around the world.

TQM functions on the premise that the quality of products and processes is the responsibility of everyone who is involved with the creation or consumption of the products or services offered by an organization. In other words, TQM capitalizes on the involvement of management, workforce, suppliers, and even customers, in order to meet or exceed customer expectations. Considering the practices of TQM as discussed in six empirical studies, Cua, McKone, and Schroeder (2001) identified the nine common TQM practices as cross-functional product design, process management, supplier quality management, customer involvement, information and feedback, committed leadership, strategic planning, cross-functional training, and employee involvement.

TQM and Six Sigma

The Six Sigma management strategy originated in 1986 from Motorola’s drive towards reducing defects by minimizing variation in processes. The main difference between TQM and Six Sigma is the approach Six Sigma is a business management strategy originally developed by Motorola, USA in 1986. As of 2010, it is widely used in many sectors of industry, although its use is not without controversy.

Introduction

In India the economy is based on rural and agrarian and decline with land holding area poses a serious challenge to the sustainability and profitability of farming. In view of the decline in per capita availability of land from 0.5 ha in 1950-51 to 0.15 ha by the turn of the century and a projected further decline to less than 0.1 ha by 2020, it is imperative to develop strategies and innovate new agricultural technologies that enable adequate employment and income generation, especially for small and marginal farmers who constitute more than 80% of the farming community. The crop and cropping system based perspective of research needs to make way for farming systems based research conducted in a holistic manner for the sound management of available resources by small farmers (Jha, 2003). Under the gradual shrinking of land holdings, it is necessary to integrate land based enterprises like fishery, poultry, duckery, apiary, field and horticultural crops, etc. within the bio-physical and socio-economic environment of the farmers to make farming more profitable and dependable (Behera et al., 2004). No single farm enterprise is likely to be able to sustain the small and marginal farmers without resorting to integrated farming systems (IFS) for the generation of adequate income and gainful employment year-round (Mahapatra, 1992; 1994). Farming systems approach, therefore, is a valuable approach to address the problems of sustainable economic growth for the farming communities in India.

Communication is the fundamental process of conveying information between two or more individuals or within a group. Communication process involves distinct components: a sender, a recipient, a message, and a medium through which the message is transmitted. Importantly, the exchange of a message frequently carries emotional and cultural connotations. Variations in perception and interpretation among recipients may result in disparities between the intended message of the sender and its actual understanding by the receiver, thereby underscoring the nuanced nature of communication dynamics

Intra-personal Communication

Intra-personal communication involves an individual engaging in self-talk or internal dialogue. This process is an unconscious act inherent to all human beings, wherein individuals contemplate various plans and problems of daily life within their minds. People often discuss matters internally before sharing them with others or documenting them. Intra-personal communication is so ingrained in our everyday lives that it often goes unnoticed, yet it is the fundamental form of communication. All communication originates in the human mind before being expressed in interpersonal, group, or mass communication.

Inter-personal Communication

Inter-personal communication occurs between two individuals, involving one person talking, discussing, or arguing with another. This one-to-one interaction can take many forms, such as casual conversations between friends, information exchange, persuasion, problem-solving, counseling, or simple chatting. This method is widely used in extension work, particularly with poor farmers who are often illiterate and have limited access to other modes of communication. Despite being time-consuming, inter-personal communication allows for meaningful interaction between farmers and extension workers, facilitating mutual understanding and ensuring the accurate transmission of information through feedback.

Introduction Care and management of calf • Begins before its birth. • Good dairy herds are raised rather than purchased. • Dam should be dried 6-8 weeks before expected calving and should be fed well. • Underfed dam will give weak and small calves. Steps of calf management 1.  Removal of mucous • Immediately after birth:  removal of mucous or phlegm from nostril, mouth, eyes & ears for normal breathing. • Rub and dry the calf with a dry cloth or gunny bag • If cow not licking: sprinkle a little common salt on calf’s body. • If calf does not start breathing: Provide artificial respiration by: • Compressing and relaxing the chest with hands • Swinging • Inserting twig in nostril 2.  Ligation of naval cord • Cutting of naval cord: ligate-2.5cm & cutting-1cm below.

Introduction

Food is the most basic necessity for man. Plants are primary producers of food. Plants are the very pivot of our existence on earth and without plants the earth would be without life. The success or failure of crop production relies on interaction among varieties/genotypes, inputs used, environment and management factors. Plant diseases caused by fungi, bacteria, viruses, phytoplasmas and nematodes reduce crop yields (Khoury and Makkouk, 2010). Arid fruit crops like ber, aonla, date palm, pomegranate and vegetables like watermelon/mateera, kachri, snapmelon, muskmelon, ridge gourd and sponge gourd are mostly grown in Central and Western India. Horticultural crops can be infected by wilt, leaf spots (due to excessive moisture), mosaic and post harvest fruit rots. These diseases are major challenges in the cultivation of horticultural crops in India. Disease incidence in a crop is governed with the seed materials used and environment surrounding seed/plant.

Indian Agriculture is facing a wide spectrum of constraints such as burgeoning population, shrinking farm land, restricted water availability, imbalanced fertilization, low soil organic carbon, besides experiencing the fatigue of green revolution and vagaries of climate change. To address all the challenges ahead, we should think of an alternate technology such as “nanotechnology” to precisely detect and deliver the correct quantity of nutrients or other inputs required by crops that promote productivity while ensuring environmental safety. The word “nano” refers to the size of one-billionth of a metre or one-millionth of a millimeter in any one of the dimension. We are aware that all materials are made up of atoms which are the smallest units and for example, ten hydrogen atoms put together will measure one nanometer. As the size gets reduced, the surface area gets increased by several folds.

One of the most important aspects of describing distribution is the central value around which the observations are distributed. A statistical measure used for representing the centre of central value of a set of observations is known as “Measure of Central Tendency”. This central value is also called as ‘Average’. The commonly used measures of central tendency are as follows;

8.1. Terms and definitions

8.1.1. Extension program

A written statement of situation, objectives, problems and solutions which has been prepared on the basis of an adequate and systematic planning effort and which forms the basis of extension teaching activities in a specific area for a given period.

4.1 Research Setting

In any social science research, it is hardly possible to conceptualize and perceive the data and interpret the data more accurately until and unless a clear understanding of the characteristics in the area and attitude or the behavior of people is at commending by the interpreter who intends to unveil an understanding of the implication and behavioral complexes of the individual who lives in the area under reference and form a representative part of the larger community. The socio-demographic background of the local people in a rural setting has been critically administered in this section. A research setting is a surrounding in which input and elements of research are contextually imbibed, interactive, and mutually contributive to the system performance. The research setting is immensely important in the sense because it is characterizing and influencing the interplays of different factors and components.