eChapters

The successful transformation of agriculture through artificial intelligence and digital technologies requires supportive policies, institutions, infrastructure, and farmer-oriented programmes. This chapter examines the role of government policies and institutional support in promoting smart farming and digital agricultural innovation. Effective policies can facilitate investment in research and development, digital infrastructure, farmer training, technology access, rural connectivity, data governance, and sustainable agricultural practices. Institutional mechanisms are particularly important for overcoming barriers faced by smallholder farmers, including high technology costs, limited digital literacy, and inadequate infrastructure. The chapter emphasizes collaboration among governments, research institutions, universities, private enterprises, and farming communities to promote inclusive technology adoption, strengthen resilience, and achieve sustainable food security.

15.1 INTRODUCTION

Cropping system is defined as a cropping pattern followed on a farm and its interaction with farm resources, other farm enterprises and production technology. In other words, cropping system refers to a combination of crops in time and space. When annual crops are considered, a cropping system usually means the combination of crops within a given year (Willey et al., 1989). This cropping system might provide insurance against crop failure by reducing disease (Fininsa and Yuen, 2002) and insect incidence (Gahukar, 1989) or against unstable market prices by planting two or more crops under intercropping and thus, reducing the risk of unexpected changeable prices. Intercropping in scientific way should be viewed from a theme of competition to one of collaboration with mutually beneficial relation with proper planning to get more return from limited natural resources. Legumes have been the common intercrops in any intercropping system owing to their short duration, N-fixing ability etc. Even though non-leguminous vegetables require longer duration than legumes and are non-N-fixers, they can also be suitable as intercrops because of their high profitability and higher yields.

Accurate crop-yield forecasting supports food-security planning, resource allocation and farm decision-making. Yield is influenced by interacting factors such as weather, soil, irrigation, fertilizer and pesticide use, making reliable prediction challenging. This chapter presents an algorithmic framework using historical agricultural and environmental data. It covers cleaning, missing-value treatment, categorical encoding, normalization and feature extraction. Decision Tree, Gradient Boosting, AdaBoost and XGBoost regression models are evaluated individually and combined through soft voting. Performance is measured using standard prediction-error metrics. The case study demonstrates that ensemble modelling can improve accuracy and robustness, helping farmers and planners optimize inputs, anticipate production and strengthen agricultural productivity.

Farming system approach addresses itself to each of the farmer enterprises; inter relationship among enterprises and between the farm and environment. Thus farming system research has the objective of increasing productivity of various enterprises in the farm. Farming system approach introduces a change in farming technique for high production from a farm as a whole with the integration of all the enterprises. The farm produce other than the economic products for which the crop is grown can be better utilized for productive purposes in the farming system approach. A judicious mix of cropping system with associated enterprises like dairy, poultry, piggery, fishery, sericulture etc. suited to the given agro-climatic conditions and socio economic status of farmers would bring prosperity to the farmer.

Combination of Integrated farming system (IFS) along with organic farming so called integrated organic farming system (IOFS)appear to be the possible solution to the continuous increase of demand for food production, stability of income and improvement of nutrition for the small and marginal farmers with limited resources. Integration of different enterprises with crop activity as base will provide ways to recycle products and waste materials of one component as input through another linked component and reduce the cost of production of the products which will finally raise the total income of the farm. This becomes quite essential as crop cultivation is subjected to a high degree of risk and provides only seasonal, irregular and uncertain income and employment to the farmers. With a view to mitigate the risk and uncertainty in agriculture, IOFS serves as an informal insurance.

Production of agricultural crops, vary in response to changes of the seasons. In the recent period stable income of agricultural crops has become unstable. Redressing these by integrating crops with agro-based industries like livestock farming is essential. An integrated organic farming system applies the concept of “Low External Input Sustainable Agriculture” (LEISA) and this system develops the livestock business and the crop business in one location or area using local resources to optimize inputs. Designing a farming system to tie together principles of sustainability and productivity is complex. Organic farmers must consider how the various components of their system - rotations, pest and weed management, and soil health - will maintain both productivity and profitability. This section outlines the major principles incorporated into organic farming systems.

3.1 Physical characteristics

There is obviously an association between the amount of rainfall and the amount of soil erosion, i.e. more rain goes with more erosion, and less rain with less erosion, but in statistical terms the correlation between the two is poor. The same total quantity of rain can on different occasions result in widely differing amounts of erosion, and so other more specific measures are required to describe the ability of rainfall to cause erosion. In this chapter we shall establish the known facts about the main physical properties of rainfall, and then in chapter 4 show how these properties are related to the erosive power of rainfall.

3.1.1 Quantity of rainfall

Any measure of rainfall amount is a sample, and so associated with the inevitable problems of sampling, namely, ⁴is the sample representative of the whole?’ and ‘is the sample measured accurately?’ On both counts the data of rainfall which are usually available are of very doubtful reliability. Considering firstly the size of the sample measured, a very intensive network of rain gauges such as that established in an experimental catchment might be as dense as one gauge per 25 hectares, but this corresponds (with a 125 mm diameter gauge) to a sample of about one in 20 million, which would for any other scientific measurement be considered totally inadequate. The density of gauges in a country which considers itself very well provided might be one gauge per 25 square kilometres - a sample of one in 2 000 million, and in an undeveloped country the density of one gauge per 2 500 square kilometres is a sample of 1 in 200 000 000 000! Secondly, the siting of this remarkably small number of gauges is usually arranged primarily on convenience, eg where they can be easily read and contained, with little or no consideration of whether the site is representative of the whole. Thirdly, the accuracy of the measurement is usually unknown and studies have shown that variations in the shape and size of the instrument, and in the height at which it is mounted, and the way it is shielded from the wind, can seriously affect the recorded amount of rainfall. Clearly, even the apparently straightforward question of how much rain falls is not answered as precisely as might be imagined from a survey of rainfall tables and maps.

The muscular system allows movement and necessary functions such as circulation, digestion, and breathing. It is made up of muscles and connective tissue, such as tendons. The muscular system also helps provide support and shape. In the body, muscles have primary functions to provide motion, maintain posture, and generate heat.

1. Introduction

Chrysanthemum is commonly known as ‘Guldaoudi’, “Queen of the East”, “Glory of East” or “Autumn Queen”. It is one of the most beautiful and widely cultivated flowers that can be grown for its aesthetic value as well as for its commercial potential. The word chrysanthemum is derived from two Greek words, viz. “Chrysos” means gold and “Anthemon” means ‘flower’ i.e. golden flower. Chrysanthemum is the only crop that offers a great genetic diversity of flower colour, shape, forms, size, easy to propagate, growing habit, longer flowering duration and excellent vase life. Based on the shape of flower heads and floret arrangement of petals it can be used as pot plants for indoors and outdoors decoration as well as exhibition purpose; as cut flowers for flower arrangements, bouquets making and vase decoration; loose flower for making garlands, worshipping purpose and for bedding and garden decoration. Tall cultivars are suitable for background planting in borders and the dwarf and compact can be planted in front rows. 

1. Introduction

Karonda is widespread throughout India, primarily in arid and semi-arid regions. As a hedge plant, the Karonda tree is frequently grown in residential gardens, farmer’s fields, and orchards. Karonda is widely used as a condiment or ingredient to Indian pickle and spices. It is a commonly growing indigenous shrub in India that may thrive in marginal and wasteland areas where other commercially important crops are unsuited. Karonda fruits are used in processed goods like as jam, jelly, squash, syrup, and chutney, and they are in high demand on the international market. Karonda is a rich source of nutrition and have highest Iron. The karonda fruits also contain vitamin C and it has antiscorbutic properties and helps to cure anaemia (Table 1). The fruits of Karonda are also used in many ayurvedic formulations. Root extract is used to reduce Chest pain.

Water is an important element for life on the earth. It is an essential recurrent natural resource for environmental sustenance, agricultural productivity, industrial growth, power production, enrichment and renewal of land and air. For easy assess to the water, the first human settlements occurred along the banks of rivers and ensuing civilizations flourished in river valleys. For example, the Indian civilization of Mohanjodaro and Harappa developed in the Indus valley, the Egyptian civilization in the Nile valley, the Chinese civilization in the Yangtze valley, the Babylonian civilization between the Tigris and the Euphrates rivers, Aztec, Maya and Incas civilization in the basin of Amazon river.

The industrial revolution, which, began in the early 18th century in some European and Asian countries, set in the motion for new forces in the society and greatly changed the pattern of social life on the earth. Rapid industrialization and urbanization subsequently brought many changes in the environment and ecosystems in the world. India also witnessed a phenomenon of industrial development in the post independent era. The last four to five decades have witnessed population explosion and increase in the per capita consumption of food, consumer goods and utilization of natural resources. These have lead to the proportionate increase in the domestic and industrial effluent generation in India. The water pollution is continuously increasing at an alarming rate in Europe and Asia. By the end of this century. India's Population is projected to double itself from its present level. Similarly the per capita consumption of food has been estimated to increase by 40% resulting in 50 % production of industrial and domestic effluents in near future.

Apart from the quantity, there will be qualitative changes in the effluent generation which are likely to contain greater amount of oil, toxic chemicals, detergents and dyes. A large number of these compounds are non-biodegradable and are cumulative, thus rendering toxic product. Certain group of animals and plants are selective in their functions and can executive certain toxic chemicals and heavy metals. These biomes are helping more effectively on recycling of industrial effluent as well as domestic effluent management system.

In nature, there exists a balance between abiotic and biotic communities like animals and plants population, raw materials and total biomass present at any time. This balance ensures natural recycling and optimum production in naturally balanced ecosystems. The plant growth is slow, but it ensures optimum utilization of waste products and a healthy environment. The increased population and its human desire to possess all comforts and pleasures had lead to over exploitation of natural resources. The high demand of natural resources lead to the beginning of waste accumulation due to the creation of man made imbalances in the environment. The environment is to provide up to date information about important concepts in surrounding. Information is presented from an analytical, observational and multidisciplinary perspective from which we must view environmental issues in order to the study successfully.

Indian Major Carps (IMC)—namely Catla (Catla catla), Rohu (Labeo rohita), and Mrigal (Cirrhinus mrigala)—form the foundation of freshwater fish farming in India. These species contribute heavily to national fish production and are vital for supporting food security, rural livelihoods, and income generation. The nursery phase is a key transitional stage where hatchlings (spawn) are nurtured into fry in a controlled environment. Proper management during this stage is essential to ensure high survival rates, healthy growth, and the production of disease-free seed for stocking in grow-out ponds. Nursery rearing serves as a vital link between hatchery output and commercial fish farming. Adopting scientific nursery practices enhances the quality of fry, minimizes mortality, and boosts overall aquaculture efficiency. As India pushes for greater sustainable aquaculture yields, well-managed nursery systems play a central role in strengthening the fish seed supply chain.

B horizon: i) A soil horizon that formed below an A horizon, E horizon, or O horizon, dominated by obliteration of all or much of the original rock structure and showing one or more of the following: a) illuvial concentration of silicate clay, iron, aluminium, humus, carbonates, gypsum, or silica, alone or in combination; b) evidence of removal of carbonates; c) residual concentration of sesquioxides; d) coatings of sesquioxides that make the horizon conspicuously lower in value, higher in chroma, or redder in hue than the overlying or underlying horizons without apparent illuviation of iron; e) alteration that forms silicate clay or liberates oxides, or both, that forms granular, blocky, or prismatic structure if volume changes accompany changes in moisture content; or f) brittleness. ii) A soil horizon usually beneath the a horizon that is characterized by one or more of the following: a) A concentration of silicate clays, iron and aluminium oxides, and humus, alone or in combination; b) a blocky or prismatic structure, and  c) coatings of iron and aluminium oxides that give darker, stronger or redder colour.

Abstract

There is a consensus amongst the geoscientists that overall there has been progradation along the east and west coasts of peninsular India. However, the present day configuration of the coasts and some of the geomorphologic features such as absence of spit and delta along west coast and absence of major estuaries and petroliferous structures along east coast still remain controversial. The present study, based on the appreciation of certain geomorphological and tectonic features on Landsat imagery and aerial photographs of southern part of Indian Peninsula, suggests that the evolution of the coastline has been mainly controlled by tectonism.

The tapering nature of the coastline is attributed to the Precambrian orographic axis. The serrated nature of the post Precambrian coast line is due to the Precambrian transverse faults, whereas the serrated margin of the post Gondwana, Post cretaceous and post Tertiary coast lines are attributed once again to the Precambrian faults reactivated time and again. During the Quaternary period the coast line has undergone many modifications. The coast line attained sinuosity due to Pleistocene folding which is well manifested by river migration. The coast line was subsequently faulted and shifted with en echelon pattern due to N-S regional compression which is referable to the collision of Indian Plate with Tibetan plate.

6.1 Introduction

The state of India’s forests is important in many ways, whether it be as a source of fuel and fodder for rural citizens, of industrial inputs for a growing economy, as a habitat for thousands of plant and animal species, a sink for carbon dioxide emissions, or as a protective cover for its soils.

The forest resources forms an ecological system consisting of tree dominated vegetative associations. Forests not only provide timber, fuel wood, pulpwood fodder and fiber grasses, and non wood forest produce and support industrial and commercial activities but also maintain the ecological balance and life support systems essential for food production, health, and all round human development. The innate complexity and inherent diversity of forest ecosystems make it difficult to establish clear cause-and effect relationship or to predict the outcomes of a given intervention accurately. Figure 6.1 shows that the percentage of land mass with forest covered and non forest area in India

The male reproductive system consists of a pair of testes that produce sperm (or spermatozoa), ducts that transport the sperm to the penis and glands that add secretions to the sperm to make semen. The adult mammalian testis performs two important functions, spermatogenesis and male sex hormone production. It is an organ structurally designed to produce the haploid male gametes from diploid postnatal germ-line stem cells, i.e. type A spermatogonia.

E horizon: A mineral soil horizon in which the main feature is loss of silicate clay, iron, aluminum, or some combination of these, leaving a concentration of sand and silt particles of quartz or other resistant materials. 

Earth Summit: International conference held in Rio de Janeiro in 1992 to discuss issues concerning climate change, world poverty, environment and development, the worlds forest and biodiversity.

Ecocentric value: The value of ecological entities irrespective of their usefulness to humans. 

Growth is a correlated increase in the mass of the body in definite intervals of time, in a way characteristic of the species i.e. increase in size and weight. This means growth includes the protein, fat and mineral deposition in the body. Growth is an irreversible increase in the metabolically active protoplasm. There is a characteristic rate of growth for each species and a characteristic adult size and development. Maximum size and development are fixed by heredity and nutrition is an essential factor determining whether this maximum will be reached. An optimum nutritional regime is the one which enables the organism to take full advantage of its heredity.

1. Introduction

The word ‘PLASTIC’ is a Greek word which involves two words ‘PLASSIEN’ and ‘PLASTIKOS’. Denotation of word is to mould or shape into a soft substance which can be permanent or temporary. The use of plastics in agriculture as well as in horticulture has made substantial progress during the last decade. We all know that plastics contribute not only in planting but also in post-harvest handling and processing of many agri-horticulture crops. At every stage of horticultural crop life cycle plastics are used i.e. in seeds and fruits packaging, planting and propagation, mulching, irrigation, harvesting and preservation etc.

Rearing post-larvae (PL) shrimp involves transitioning them from the larval stage to juveniles, typically done in specialized tanks or ponds. PL are stocked at densities of 75–100 per liter in indoor tanks, while outdoor tanks can accommodate higher densities. They are fed with live zooplankton, such as Artemia nauplii. Proper water quality, including dissolved oxygen and low ammonia, is crucial, with regular water changes and removal of waste. The tiger shrimp, Penaeus monodon, is one of the fastest growing species among cultured shrimps. The species is euryhaline and can even tolerate near freshwater conditions. In India, shrimp culture has been followed as a traditional activity since ages. However, it made a phenomenal growth during the 1990s due to the adoption of scientific practices. Farming of tiger shrimp is generally practiced in the tidal flats and other areas adjacent to the coastal waters. The steady demand in the global market and high economic return has attracted farmers to adopt tiger shrimp culture. India is endowed with a long coastline and hence offers scope for large exploitation of marine wealth. Till a few years back, fishermen in India were involving themselves in traditional marine fishing. In the seventies, fishermen started concentrating on catching prawns, more commonly known as ‘shrimps’, due to high profitable return on the same on account of their export value. Brackish water prawn farming started in a big way during 1991–94, especially in the coastal districts of Andhra Pradesh and Tamil Nadu. The estimated brackish water area suitable for undertaking shrimp cultivation in India is around 11.91 lakh hectares, spread over 10 states and union territories— West Bengal, Orissa, Andhra Pradesh, Tamil Nadu, Pondicherry, Kerala, Karnataka, Goa, Maharashtra, and Gujarat. Of this, only around 1.2 lakh hectares are under shrimp farming now, and hence a lot of scope exists for entrepreneurs to venture into this field of activity. The following table gives the state-wise potential and present level of development.

Abstract
Grain legumes, also known as pulses, are vital to sustainable agriculture due to their roles in enhancing soil fertility, providing essential nutrition, and supporting environmental sustainability. By establishing symbiotic relationships with nitrogen fixing bacteria, legumes naturally enrich soil with nitrogen, reducing reliance on synthetic fertilizers and fostering sustainable farming practices. Their inclusion in crop rotations not only boosts soil health but also supports food security, especially in developing countries where they are a key source of plant based protein and nutrients. The impact of climate change, including rising temperatures, altered precipitation patterns, and increased frequency of extreme weather events, presents significant challenges to agriculture. In this context, grain legumes demonstrate considerable climate resilience. Their drought tolerance, heat resistance, and ability to fix atmospheric nitrogen make them well-suited to withstand climate stress. Legumes exhibit mechanisms such as deep root systems, efficient water use, and adaptability to diverse environmental conditions, contributing to their robustness in the face of climate variability. To bolster the role of grain legumes in climate-resilient agriculture, climate-smart practices and technological advancements are essential. These include optimizing planting strategies, adopting water-efficient methods, and breeding for improved resilience traits. Addressing challenges such as climate variability, pest pressures, and resource limitations is crucial for maintaining the benefits of legumes. Future efforts should focus on developing robust management
practices and improved varieties to ensure the continued contribution of grain legumes to food security and environmental sustainability.
Keywords: Climate Resilience, Drought Tolerance, Grain Legumes, Heat Resistance, Sustainable Agriculture, Water Use Efficiency

1.       Introduction

2.    Lipid Storage in Fish
    
3.      Factors Influencing Nature of Lipids in Fish
    
4.    Composition of Fish Oils
    4.1    Nature and composition of fatty acids
    4.2     Triacyl glycerols
    4.3     Phospholipids
    4.4     Diacyl glycerol ethers
    4.5     Wax esters
    4.6     Hydrocarbons
    4.7     Sterols
    
5.    Autoxidation of Fish Lipids
        
    5.1    Mechanism of autoxidation
        
    5.2     Factors influencing lipid autoxidation
        
    5.3     Control and prevention of autoxidation
    
6.    Lipid Autolysis
    
7.    Rancidity Problem in Fish
    7.1     Indices of oxidative rancidity
    
References