eChapters

8.1 Introduction

Amaranth is one of the oldest food crops in the world, with evidence of its cultivation reaching well back to 6700 BC. The genus Amaranthus consists of nearly about 60 species, which includes leafy vegetables, vegetables for grains, ornamental plants as well as weeds. The word amaranth has actually been derived from the Greek word amarantos, which means unwithering and the people who used it symbolize immortality. The Hindi term for amaranth, Ramdana, means God’s own grain. Amaranthus tricolor L. is the most common species grown as leafy vegetable during summer and rainy season in India but it can be grown throughout the year. It fits well in crop rotations because of its very short duration and large yield of edible matter per unit area. The estimation of the extent of its cultivation is not available. Green or leafy types are usually grown in kitchen and market garden. Amaranth is more widely used as a potherb. The grain Amaranthus species are popular in the high lands of tropical and sub-tropical America. It is gaining importance in the Indian plains also, particularly in Gujarat and Maharashtra. Grain types are usually grown as mixed crops along with cereals, pulses and vegetables.

True/False

Q.1.    Qualitative or categorical data are frequently collected in medical investigation.
Q.2.    Qualitative variables may be, e.g. sex, blood type, treatment, groups, classification of exposure or disease and patients survived or not.
Q.3.    Qualitative variables include the grouped quantitative variables such as age groups of mothers, pre term babies, birth weight groups, 
hypertensive or normotensive etc.

Originating in the New World tropics, peppers have become ubiquitous culinary essential now grown not only in warm climates but in temperate areas as well. They include both sweet and hot chilli varieties. Botanically chilli belongs to the genus Capsicum. The North East region has its own unique combination of living species, habitats and ecosystems, which together make up its diversity rich resource. While speaking strictly about plant diversity, two regions of the country are termed as hot spots. These are – Western Ghats and the North Eastern hill regions. The King’s chilli is an inter-specific hybrid cultivated in the Nagaland and Assam region of northeastern India and parts of neighboring Bangladesh. In 2007, Guinness World Records certified the Bhut Jolokia as the world’s hottest chili pepper, 400 times hotter than Tabasco sauce. From time immemorial, traditionally the Bhut jolokia is been cultivated and consumed by the local people in North eastern states like Assam, Nagaland, Manipur and Mizoram. A good amount of genetic variability exists in the landraces of the crop in respect of Pod size, shape, and colour etc.

In recent years, the King’s chilli (Bhut jolokia) is gaining importance in the scientific community as it was reported as the hottest chilli. Though Bhoot jolokia or Naga chilli was cultivated from time immemorial, but nobody really bothered to compare its heat with other record setters. The field of King’s chilli is still in a growing stage and it components and their beneficial uses are still to be exploited fully. Very little research towards the scientific cultivation of this potential crop was accomplished in recent years and until now no standard scientific package of practice is available for the cultivation of the crop.

There is tremendous scope for utilizing the available genetic variability of the crop in a well-planned plant breeding programme for further development of elite genotypes in this crop. Development of proper and efficient post harvest mechanism and also of different value added products of King’s chilli shall generate a great potential for earning revenue in the national as well as international markets.

A. Bacterial Diseases in Shrimp

Bacterial diseases in hatcheries and farms are being increasingly recognised as major hurdles to successful shrimp farming (Plate 6). Among the several bacterial diseases, diseases due to Vibrio sp. (vibriosis) are common. As majority of the Vibrio are secondary opportunistic pathogens, problems related to vibriosis can be traced to stress, poor water quality and bad management. It is widely accepted that the ubiquitous opportunistic vibrios are always responsible for causing mortalities in shrimp which are already stressed by poor water quality, external fouling and primary pathogens like viruses.

Vibrios are gram negative, oxidase positive, motile rods. Most frequently reported species in hatchery situations include Vibrio harveyi, V. vulnificus, V. parahaemolyticus and V. alginolyticus. All species of cultured shrimp are susceptible to vibriosis under stressful condition.

The common clinical signs associated with vibriosis are: 1) high mortalities, particularly in PL and young juveniles shrimp, 2) Moribund shrimp appearing hypoxic and often coming to pond surface and edges, 3) Reddening of shrimp, 4) Shell and appendage necrosis with blackening, 5) Presence of luminiscence in affected shrimp in tanks and ponds.

Tremendous genetic diversity occur within different crops of this family with respect to their adaptability. Some cucurbits are grown in tropical, subtropical or arid deserts whereas other prefer to grow in temperate conditions. Harvested fruits and vegetables can be potentially exposed to numerous abiotic stresses during production, handling, storage and distribution (Hodges, 2003). However, when the abiotic stress is moderate or severe, quality losses almost always are incurred at market (Toivonen, 2003). Annually about 42% of the crop productivity is lost owing to various abiotic stress factors (Oerke et al., 1994). One of the key factors for abiotic stress in crop plants is the ill effect of global warming which may cause reduced precipitation, less snow pack, and earlier snow melt, leading to drought conditions. In addition about 20% of the world’s irrigated lands are affected by salinity (Zhu, 2001), a situation worsened by climate changes.

True/False

Q.1.    The most fundamental assumption for “Parametric inference” is that the random sample drawn is from “Normal” population.
Q.2.    The most fundamental assumption of “Non-parametric” test is that the random sample drawn is from “Continuous distribution”
Q.3.    The standard parametric methods are applicable for “Estimating the parameter” as well as for “Testing the hypothesis” about the parameters.
Q.4.    Non-parametric methods, are applicable only for testing the hypothesis about  distribution but not applicable for estimation purpose of parameter.

Abstract

Meat is considered to be a highly perishable food commodity because of its biological composition. Thus, to extend its shelf life and maintain its nutritive value, there is an urgent need to find out alternatives for synthetic anti-microbial and anti-oxidants. This will not only serve the purpose of meat product manufacturer’s but will also satisfy the consumers’ demand for minimally processed meat products devoid of synthetic preservatives. This review discusses the natural antimicrobial and anti- oxidants sources viz., various essential oils, their composition and application in different meat and meat products. Essential oils from basil, rosemary, thyme, oregano, ginger, basilica, balm, coriander, rosemary and clove have exhibited a better potential to be used as an antimicrobial agent in meat and meat products. They owe their anti-microbial properties to the phenolic compounds present in them. They dislocate cell membrane and disrupt functionality of bacterial cell membrane and eventually leading to the release of intracellular components. However, essential oils are not widely used due to the pungent and intense aroma imparted to the food, thus there is still need to work out on the novel technologies which can not only increase food shelf life but at the same time, are sensorially acceptable to the consumers.

Technically, seed is the sexually produced matured ovule consisting of an intact embryo, endosperm and or cotyledon with protective covering (seed coat). A true seed consist of an embryonic plant, a store of food which consists of cotyledons and endosperm and a protective seed coat. Seed can also be considered as any material that is used for planting or regeneration purpose. Rather than seed, propagating materials like healthy seedlings, tuber, bulbs, rhizome, roots, cuttings, setts, slips, all types of grafts and vegetatively propagating materials used for production purpose is also referred to as seed. Thus, seeds are of two types namely sexual or botanical seed and asexual seed. Both can be used for raising the crops thus forms the agricultural seeds.

Based on the moisture content present, seeds are of two types, orthodox seeds and recalcitrant seeds. Orthodox seeds are the botanical seeds which contain moisture content less than 20%. Such seeds do not germinate even if the moisture content is more than 20% unless artificially forced to germinate. Recalcitrant seeds contain moisture content more than 20% and such seeds will not germinate if moisture content is less than 20%. These seeds cannot be stored for long and for long storage, special structures or conditions are required. Mostly perennial plant species produce this type of seeds.

Viruses are submicroscopic particles made up of nucleic acid covered with a protein coat. The nucleic acid is either RNA or DNA and not both. Protein coat is often covered with an envelope and depending on the presence or absence of an envelope, virus can be an enveloped or non enveloped virus. Size of the virus vary from 20-200 nm. Shape of the virus varies from a simple icosahedra to bullet shape to complex brick shape.

Virus are classified based on their nucleic acid (DNAor RNA) and protein profile. However, additional details on type of disease, host range, and geographic distribution of the virus are also used in classification. The classification of the virus is decided by the International committee on taxonomy of virus (ICTV).

Viruses are obligatory intracellular parasites requiring a living cell to replicate. As the virion is lacking its own metabolic machinery, it depends fully on the living host cell for machinery and raw materials for its metabolism and replication. This complex biology of the virus has made it difficult to clearly identify a viral process to design drugs for selective killing without damaging the host cell. Any attempt to kill the intracellular virus affects the host cell.

Replication of Virus in a Cell

There are two kinds of entry into and exit of virus from a cell: a) receptor mediated endocytosis (RME), b) direct entry by fusion. Non-enveloped virus enter the cell by RME (Fig. 1). RME of virus is similar to regular entry of other macromolecules into the cell. With this receptor mediated specified process, virus enter a cell in a vesicle which later fuses with lysosome. Inside the lysosome, viral particles undergo partial changes in protein coat due to digestion by lysosomal enzymes and move to cytoplasm. Finally, this uncoated nucleic acid replicates followed by synthesis of proteins and assembly of viral capsid proteins and genome to full blown virus particles. The site of assembly of the virus may be in the cytoplasm or nucleus of a cell which is referred to as inclusion body. Inclusion bodies which varies in size, shape, location and staining reaction can be used as a diagnostic feature for some viruses. Non- enveloped virus exit from a cell by damaging plasma membrane and hence clearly show cytopathic effect(CPE) in cell culture.

Introduction

The Poultry industry stands as one of the most advanced sectors globally. The impact of diseases on poultry can be profoundly detrimental, affecting productivity, trade of live birds, meat and related products. Vulnerabilities in biosecurity within production sites, as well as weaknesses in disease diagnosis, pave the way for emerging pathogens to establish as persistent threats. In numerous tropical and developing nations poultry infections like viscerotropic velogenic New castle disease have become endemic, leading to disastrous losses. Many developing countries contend with a prevalence of vertically transmitted diseases among village-level flocks, including ailments like pullorum disease and mycoplasmosis. The combination of hot, humid climates fosters mycotoxicosis, compounded by prevalent immunosuppressive diseases, which in turn hinder the effectiveness of vaccination efforts. In the absence of robust quarantine measures and government – mandated control programs, disease can persist within both commercial and local flocks. The introduction of new infections further compounds the vulnerability of susceptible poultry populations.

Agriculture has long been intertwined with weather, where accurate forecasts are essential for planning everything from planting schedules to irrigation management, harvesting, and market timing. Over the decades, statistical methods have evolved from simple empirical models to sophisticated tools that integrate vast amounts of historical data, real-time observations, and remote sensing information (Fig. 4.1).
This chapter provides an in-depth exploration of the statistical techniques that underpin modern agricultural forecasting. In doing so, it examines their applications across various agricultural domains—including staple crops, fisheries, livestock, and horticulture/plantation systems—while also addressing the challenges and uncertainties inherent in weather prediction. Furthermore, the chapter discusses how the rise of big data and artificial intelligence (AI) is reshaping traditional approaches, particularly in the context of food production and agricultural resilience.
In the following sections, we explore
• Statistical Techniques: An overview of regression models, time-series analysis, and probabilistic methods used in weather forecasting.
• Applications in Agriculture: Tailoring forecasting models for crops, fisheries, livestock, and horticultural/plantation systems.

True/False

Q.1.    Two independent random variables (X,Y) are always uncorrelated but reverse may not be true

Introduction

After introduction  of Green Revolution and White  Revolution in our country, India had high growth in food and milk production but farmers of our country had  applying more chemical fertilizers, insecticides  pesticides, weedicides and various medicines  in injudicious way  to increase grain, vegetable, fruit, flower, milk, meat and egg production . Due to this reason soil fertilely and soil health is deteriorating continuously. The soil  of food bowl states of our country viz. Punjab, Haryana, Western Uttar Pradesh and plain area of Uttarakhand deficient in organic matter, macro and micro and trace elements. Now soil became non living due to death of earthworms and beneficial micro organism. Farmers are using mainly nitrogen, phosphorus and potash in crop production. However there are 15 essential plant nutrition’s for growing of crops. Due to more application of chemical fertilizers in crop production these days’ farmers are not properly using organic, green and compost manures in crop husbandry. Soil fertility and ground water level has been declined very fast by adopting intensive farming.

Introduction

It is obvious beyond doubt that the climate is changing. Climate has also been changing in the past, but its rate of change has been unprecedented in recent past years. It is true that no one could stop the climate from changing, but could do a lot for mitigating some of its effects and formulate adaptation mechanisms to it. Agriculture, especially the small holder producers have been at the receiving end of the climate change effects, resulting into not only in the fluctuating and unstable productivity, loss of natural resources and consequent livelihoods, but also to their survival.

Climate change and food insecurity are two most pressing challenges human beings are facing today and has emerged as the biggest twin challenge of this century. There are evidences that the increase in greenhouse gases caused by human activities is responsible for global warming and consequent climate change (FAO, 2007). Under the six emissions scenarios the global average surface temperatures are expected to increase by 1.1°C - 6.4°C this century [IPCC, 2007]. Climate change has its impact on almost everything on the earth and so on the food production. The agriculture plays a very important role in the economy of most of the nations of the developing world. For India, agriculture is the base of nation’s economy, largely rainfed and dominated by smallholders (Singh 2008 and 2010). As per reports from a number of governments, non-government and intergovernmental organizations, the countries and agriculture especially practiced by smallholders are particularly vulnerable to climatic changes and they have least capacity to adapt to these changes. In most of the developing countries of the world, the agriculture is not merely a matter of cultural practice but it is the source of livelihoods of millions of smallholders and their dependents. Changing climate as predicted will not only affect the agricultural productivity but also heavily hit the lives and livelihoods of the smallholder families and ultimately lead to food insecurity to the concerned nation and the world (Singh et al. 2012). Business-as-usual scenarios of population growth and food consumption patterns indicate that agricultural production will need to increase by 70 percent by 2050 to meet global demand for food. South-Asian countries made tremendous progress in food production in 1960s, 1970s and 1980s. with an impressive growth of food production, India, Pakistan, Bangladesh and Nepal transformed themselves from countries with a chronic food deficit to countries that were almost self sufficient in early 1990s. Except Afghanistan, all these countries had exported some quantities of food grain in late 1990s. The dynamic growth in the agriculture sector has, however, recently been lost. Productivity of major food grains has slowed and has been decline for some crops (Kumar et al. 2008) with food production failing to keep pace with population growth (G. Rasul and A. Schild 2009). As a result, South-Asian countries are now finding it difficult to meet their population most basic food and nutritional needs and remain vulnerable to food insecurity (Tab.1).

Introduction

Pearl millet (Pennisetum glaucum L.) is the most widely grown type of millet and it is an important staple food grain crop for millions of people in arid and semi arid regions of the world. Pearl millet is very well adapted crop to growing areas characterized by drought, low soil fertility, and high temperature. It is also performs well in soils with high salinity or low pH. Because of its tolerance to difficult growing conditions, it can be grown in areas where other cereal crops, such as wheat or maize, would not survive. Physiologically, it is a C₄ plant which imparts it potential to grow under hot and dry climatic conditions. Among cereals, it is highly responsive to fertilizers and has highest water use efficiency. Pearl millet is being grown as dual purpose crop for both grain and fodder in dry areas like Rajasthan where animal production is complimentary with crop production. Pearl millet is also a good source of important essential minerals for human health like Fe and Zn hence it is useful to alleviating malnutrition.

Introduction

There is a widespread degradation of natural resource, e.g., soil erosion, nutrient loss, water-logging, salinity, alkalinity, acidity, decline in soil organic carbon (SOC) content, ground water depletion and micronutrient depletion. The major causes are washing away of topsoil and organic matter due to water erosion, intensive deep tillage and inversion tillage, dismally low levels of fertilizer application, mining and other commercial activities, faulty agricultural practices, no or low use of organics, indiscriminate use of herbicides, pesticides, fungicides etc. Other cause is loss of organic matter with higher temperatures, which increase rate of microbial decomposition of organic matter due to adverse effect of climate change. Climate change due to global warming as a result of increased concentration of GHGs in the atmosphere is a well-established fact. Impacts of climate change are experienced throughout the world. Increases in global mean temperature, rise in sea-level, and occurrence of extreme events are the consequences of climate change. These changes may deplete the SOC pool and soil structural stability, increase soil’s susceptibility to water runoff and erosion, disrupt cycles of water, carbon, nitrogen, phosphorus, sulphur and other elements, and cause adverse impacts on biomass productivity, biodiversity and the environment. Climate change is likely to have a variety of impacts on soil quality. In order to restore soil quality, enhance productivity, it is of utmost importance to focus on conservation agriculture practices on long-term basis. Conservation Agriculture (CA) is gaining importance as an alternative to conventional agriculture.

2.1 Introduction

Food Pipeline refers to a post harvest system which deals with ensuring the delivery of a crop from the time and place of harvest to the time and place of consumption, with minimum loss, maximum efficiency and returns to all concerned including grower, processors and consumer. The term system represents a dynamic, complex aggregate of locally interconnected functions or operations within a particular sphere of activity. While, the term pipeline refers to the functional succession of various operations but tends to ignore their complex interactions.

2.2 Stages of postharvest system

The food commodities broadly undergo different stages/operations of post harvest systems right from harvest till consumption.

1. Harvesting

2. Threshing (food grains, pulses and oilseeds)

3. Drying (food grains, pulses and oilseeds)

This chapter integrates case studies, scientific examples, and policy perspectives to illustrate how AI and ML can transform agricultural weather intelligence. The discussion spans from advanced predictive models in developed nations to emerging applications in technology-limited regions, while also addressing the urgent need for resilient crisis management systems in the face of natural and human-caused conditions. Advanced scientific techniques can not only optimize food production and resource management but also play a critical role in recovery efforts during times of crisis. Agriculture is intrinsically linked to the natural world—a domain defined by fluctuating weather patterns, seasonal shifts, and unpredictable environmental factors. Today, Artificial Intelligence (AI) and Machine Learning (ML) are revolutionizing how we analyze and predict weather patterns, and their applications in agriculture are far-reaching (Fig. 5.1). From forecasting crop yields and fishery conditions to managing plantations and monitoring livestock health, these technologies are creating a paradigm shift in agricultural weather intelligence. Scientific organizations worldwide are leveraging AI and ML to refine predictive models, enable multi-variate analysis, and provide advanced warning systems for extreme events such as droughts, tsunamis, earthquakes, and even crises caused by human-made conflicts. Emerging nations with rapidly growing technological capabilities stand to benefit immensely from these innovations, tailoring solutions to local challenges while contributing to global food security and crisis resilience.

Introduction
 
Arid western part of Rajasthan which contains the Indian segment of the Thar Desert, accounts for ~62% of the country’s hot arid area and is a region of low rainfall. Under such physico-climatic situation, fluvial processes function much less frequently and more episodically than the aeolian processes, but their impacts on landforms and society are large, as noticed on several occasions in arid regions. There is a distinct east-west gradient of rainfall and temperature in the region. Along the eastern margin bordering Aravallies, the mean annual rainfall is 500 mm while in the westernmost part at Jaisalmer, it is less than 150 mm. The rainfall is largely monsoon driven which brings 80 - 90 per cent of total rainfall received during the year. There is large inter-annual rainfall variability of rainfall which leads to climatic extremes of drought and floods of different magnitudes. For example on an average, the Thar Desert in India experiences flood-causing rainfall in 2-3 years in a decade, but a maximum of 5 flood causing rainfall years in a decade was recorded during the 1950s, 1970s and the 1990s (Rao et al. 2006).

Introduction

In livestock production system, it is traditional to feed cereals, cakes and meals in the ration. With increase in human population and urbanization the area under fodder or cereal production cannot be increased. There is a huge gap between demand and supply of all kinds of feeds and fodders. Also, rise in global temperature is threatening food and fodder security as a whole. Climate change affects natural resources (such as water sources, land and pastures), biodiversity and livestock health. This has a direct effect on livestock production and livestock systems and as such it is not desirable for the livelihood of the people especially those residing in hilly region. The situation is acute in developing countries where annual feed deficits and increasing animal populations are major problems.