eChapters

Agriculture has progressed from labour-intensive traditional practices through mechanization and the Green Revolution to precision agriculture and Agriculture 5.0. This chapter traces that historical development and identifies limitations associated with conventional farming, including inefficient resource use, environmental degradation and weak adaptability. It explains how GPS-guided machinery, sensors and precision technologies prepared the foundation for intelligent systems. Artificial neural networks, deep learning and fuzzy logic now process data from IoT devices, UAVs and satellites to support automated irrigation, crop monitoring and soil analysis. The chapter emphasizes that integrating human knowledge with computational power is increasingly essential for global food security, sustainability and climate resilience.

Modern farm planning involves nonlinear, discontinuous and multi-objective problems that conventional optimization methods may not solve effectively. This chapter examines Genetic Algorithms, Particle Swarm Optimization and Differential Evolution for improving agricultural resource allocation. These nature-inspired techniques can simultaneously address crop yield, water use, fertilizer application, environmental effects and financial viability. Their integration with deep-learning forecasts and crop-simulation systems enables more realistic optimization. Multi-objective evolutionary algorithms identify Pareto-optimal alternatives, allowing decision-makers to balance productivity and ecological sustainability. The chapter also emphasizes explainable artificial intelligence, economical implementation and farmer usability as necessary conditions for transferring evolutionary optimization methods from experimental research to practical farm management.

Excretory system of an organism maintains its homeostasis i.e., a constant internal environment. Here in insects, the blood is haemolymph therefore it determines the excretion of an insect’s body. Excretion also eliminates the nitrogenous wastes and maintains the salt- water balance and also regulates the uniformily of haemolymph. The characteristic feature of insects is the presence of malpighian tubules to eliminate the metabolic wastes, whereas rectum walls carry out the function of reabsorption of salt and water. A minimum amount of water is excreted with nitrogen waste in order to conserve the water in body.

Exocrine Glands Types: Exocrine glands are generally of ectodermal origin and are widely scattered over the insect. Exocrine glands release their secreations through ducts into the lumen of various internal organs. Example: Accessory reproductive glands, salivary gland, silk gland. Gland is mainly composed of secretory epithelial cells. These are simple unicellular, bicellular, multicellular, complex multicellular (compound glands). These glands are ectodermal in origin and are secreated over the insect body.

Examples. Wax glands, lac glands, cephalic glands, poison glands.

1. Glands pouring (secreting structural materials). Some insects secrete substances that are used in building their houses (beehive) as protecting them (lac or cocoon).

In the national and International scenario weeds continue to cause major problems in agriculture thereby, reducing yield and quality of crops by competing for the water, nutrients and sunlight essential for vigorous crop growth. Holm et al. (1997) listed about 200 weed species that cause 95% of weed problems for humans. As international travel and global trade increased, more plant species with potentially weedy traits are being moved around the world, giving rise to new, invasive weed problems, particularly in non-agricultural or natural ecosystems (Mack et al., 2000). The importance of weeds is reflected by the rapid growth of the use of chemical herbicides in agriculture throughout the world. The effectiveness of herbicides has dramatically increased yields in many cases and, in turn, stimulated development of new chemical herbicides. However, despite massive efforts, weeds continue to cause significant losses. These losses result from the selection and emergence of species that are not controlled by currently available herbicides, the inability of an herbicide to selectively control certain weedy species without injury to crop species, or the development of resistant strains. Among different management practices plant pathogens have also been suggested as one of several possible means of controlling the weeds that remain problematic or even as an alternative to chemical herbicides. Plant pathogens can be used to control weeds in a similar way to chemical herbicides. The term bio herbicide is coined to refer to herbicides based on any living organism (e.g. fungi, bacteria, viruses, protozoans). When the active ingredient used is a fungus, the product is called a mycoherbicide. Mycoherbicides can be applied in many ways, e.g. as aerial sprays, through ‘cut and paste’ application or in a powder form to be applied to the soil.

The behavior of pesticides is dependent on many factors, so be sure to consider everything from light and temperature to moisture and pH and recognize that all the factors will impact the active ingredient. Here is some information on these topics, and others, which will improve pest management success.

1.Identification: The first step to disease and pest management success is the proper identification of the insect, disease or weed pest. Without identification of the pest, controls may be misused or improperly timed.

2.Time of Application: Time of application of pesticides plays major role in optimizing pesticidal performance. Early morning or late afternoon are the best times to spray. Dust formulations should be apply in early morning hours (6 am).In the case of foliar spray, it should be done in morning hours between 8 am to 11 am. Avoid spraying during the heat of the day.

3.Water Quality and pH: Primary factors important in water quality are pH and alkalinity (bicarbonates). Most of the pesticides show high efficiency in slightly acidic to slightly basic water pH (i.e. 6.5 to 7.5). Many water sources in alkaline pH (<7.0). Alkali pH (7.5>) is always harmful for pesticides. High pH levels are responsible for alkaline hydrolysis, a process that breaks down the active ingredient in many insecticides, fungicides and herbicides.Add a buffer agent to lower spray solution to a pH of 5.5-6.5. This will give better initial knockdown and longer residual action.

At times a pesticide application fails to reduce the levels of a pest. Usually, the farmer blames either the pesticide for this or he thinks that the pests have developed resistance. Though, the usual causes of poor results with an application of a genuine pesticide from a reputable source are:

Introduction
Farm mechanization represents a pivotal shift in agricultural practices, marking the transition from traditional, labor-intensive methods to modern, technologydriven farming systems. This chapter explores the various dimensions of farm mechanization, highlighting its critical role in enhancing agricultural productivity, ensuring food security, and addressing the challenges of global warming. The chapter begins by examinin65g the different types of agricultural machinery and equipment used in modern farming. This includes tractors, plows, harvesters, seeders, and other essential tools that have revolutionized the way crops are cultivated, harvested, and processed. The mechanization of these processes has significantly increased efficiency, reduced labor costs, and improved the overall productivity of agricultural systems. Precision farming and remote sensing are discussed as integral components of modern farm mechanization. These technologies enable farmers to optimize the use of resources such as water, fertilizers, and pesticides, thereby increasing yields while minimizing environmental impacts. Key components of precision farming, such as GPS-guided machinery, soil sensors, and aerial imaging, are explored in detail, along with their applications and benefits. The chapter also delves into machinery management and maintenance, emphasizing the importance of regular upkeep and proper management of farm equipment. Effective machinery management ensures the longevity and reliability of agricultural machinery, reduces downtime, and lowers operating costs, all of which contribute to more sustainable and profitable farming practices. Farm mechanization is highlighted as a crucial factor in enhancing food security. By increasing the efficiency and scalability of food production, mechanization plays a vital role in meeting the growing global demand for food. The chapter discusses how mechanization extends growing seasons, improves crop quality, and diversifies crop choices, thereby contributing to a more stable and resilient food supply. The impact of farm mechanization on global warming is also a key focus of this chapter. While mechanization has led to increased productivity, it has also contributed to greenhouse gas emissions and other environmental challenges. The chapter explores strategies for mitigating these impacts, including the adoption

Fig, Ficus carica grows in both mild temperate climates and in the tropics. In India, it is a minor fruit crop and the commercial cultivation is mainly confined to Maharashtra, Gujarat, Uttar Pradesh, and Tamil Nadu though is slowly spreading to warmer areas of Northern parts of the country. Very few insect pests come under the major category, the description of which is provided below:

Stem borer, Batocera rufomaculata (Cerambycidae: Coleoptera)

It is commonly known as mango and fig borer. The adults of this pest bear long serrated antennae and are also called as longicorn beetles. The adults get attracted to light. The female cuts the tree bark and lays eggs singly into these cuts, laying a total of up to 200 eggs. On hatching the larvae start to tunnel into the sapwood of the trunk or branches. The larvae pupate inside the tunnel and the adult comes out of pupae by cutting a circular hole. Frass comes out

A series of efforts have been made to initiate the work on post harvest grain technology in India. The history of post harvest grain technology in India goes back as early as 1888 when COATS published several papers from Calcutta related to biology of stored grain pests. The first professional was appointed in the year 1905, known as Imperial Entomologist, Harold Maxwell Lefroy adorned with this post. Lefroy (1906) for the first time gave a tentative list of storage insects, which was further supplemented by Fletcher (1914). The problems of grain storage were discussed at the entomological meetings held at Pusa, Bihar in the years 1917, 1919 and 1923. The first step towards establishing an Institute in India was in the year 1950 when Central Food Technology Research Institute (CFTRI) was established at Mysore (Karnataka) with a mandate to train personnel and evolve technology related to food processing and preservation. The Central Warehousing Corporation was set up on 2^nd March 1957 under the Agricultural Produce (Warehousing and Development) Act 1956. The Food Corporation of India was established on 1^st January 1965.

In India, the farmers in traditional bulk and bag storage for food, feed and seed stored about 65-70 per cent of the total food grains and seed purposes till next harvest. Rest 30-35 per cent are procured and stored by food grain organizations, like Food Corporation of India (FCI), Central Warehousing Corporation (CWC), State Warehousing Corporations (SWCs), cooperatives, rural godowns and other state government agencies. In 1958, the Department of Food established a centre at Hapur known as Grain Storage Research and Training Centre (GSRTC) with the main objective to train the personnel of state government engaged in food procurement, storage and distribution. This centre was upgraded during 1968-1973 with the technical and financial assistance of UNDP and GSRTC and redesigned as Indian Grain Storage Institute (IGSI). The field stations at Ludhiana and Bapatla (later shifted to Hyderabad in March, 1979) were established in 1968-69. Subsequently, three stations were also established at Jabalpur (1980), Udaipur (1981) and Jorhat (1981).

Introduction
Chapter 11 delves into the intricate relationship between food sciences, human nutrition, and their collective impact on food security and global sustainability. The science of sustenance, encompassing food processing, preservation, quality, safety, and nutrition, is crucial for understanding how to feed a growing global population while minimizing environmental impact. The chapter begins by exploring food processing and preservation techniques, which are essential for extending the shelf life of food products and preventing food wastage. Traditional and modern food processing methods are discussed, highlighting their role in maintaining food quality and safety. The importance of food preservation is emphasized, along with emerging trends in food technology that address current and future challenges. Food quality and safety are vital components of the food sciences, ensuring that the food consumed by populations is not only nutritious but also free from harmful contaminants. The chapter examines the factors influencing food quality, including environmental conditions, handling practices, and storage methods. The principles of food safety are outlined, addressing the critical need for stringent measures to prevent foodborne illnesses. The challenges in maintaining food safety in the face of global trade and climate change are also discussed. Nutritional requirements and their role in human health are covered in the next section. This part of the chapter introduces fundamental concepts of nutrition, such as macronutrients, micronutrients, and dietary guidelines that promote health and well-being. The importance of balanced diets is underscored, with an emphasis on the need for proper dietary assessment methods to ensure adequate nutrient intake. The concept of food security is then explored, considering the various factors that influence the availability, accessibility, and affordability of food. The chapter discusses strategies for enhancing food security, including improving agricultural practices, reducing food waste, and addressing socio-economic inequalities. The integration of food sciences and human nutrition is presented as a critical approach to achieving sustainable food security. The chapter also examines the impact of food sciences and human nutrition on global warming. Food production, as a significant source of greenhouse gas emissions, is analyzed with respect to its environmental footprint. Strategies for efficient resource utilization, policy advocacy, and research innovation are

When two or more chemicals can be used in combination or mixed safely, they are said to be compatible. These combinations can be a pesticide mixed with another non-pesticide chemical, or can be two or more pesticides that are combined in the same tank mix. The reasons for combining pesticides are:

1.To control different types of pests with a single application. Often, several types of pests need to be controlled at the same time. It is generally more economical to combine the pesticides needed and make a single application.

2.To provide superior control than that obtained from one pesticide. Applicators at times combine active pesticides to kill a pest that has not been effectively controlled by either chemical alone. Many combinations are quite effective, but in most cases it is not known if the improved control is a result of an additive effect or a synergistic action of the combined chemicals on different segments of the pest population. One should always check the label prior to verify the safety and legality of mixing pesticides.

3.To increase the effectiveness of one of the chemicals. As mentioned above, this is called synergism. The material added to increase the effectiveness of the primary chemical is called a synergist. The synergist may not necessarily be pesticidal by itself, but increases the effectiveness of the pesticide with which it is combined.

Introduction

The increase in agricultural production, particularly food grain is one of the major problems of national planners to achieve the target in the food production. Our farmers have been utilized more and more the modern methods of agriculture including the use of chemicals for protection of crop and stored products against the pests. A successful farmer knows that what pests to expect on his crops and stored products, when and under what conditions their attack will be possible. But due to insufficient knowledge of chemicals and their application, our farmers use them without care and injudicious manner, therefore, these chemicals not only give poor kill of insects but also cause the hazards to man and domestic animals. Success in pest control operations depends on many factors such as correct identification of pest, proper timing of insecticidal application, right choice of chemicals and their formulations, doses and method of application.

Fumigants are still widely used for the control of insects and other pest organisms. Because of their unique characteristics and the great adaptability of fumigation technique, fumigants can often provide effective and economical control where other forms of pest control are not feasible. The development of light weight plastic sheets to enclose spaces or materials requiring fumigation has extended its use and made control procedures easier and much more adaptable. Among the fumigants, aluminum phosphide, ethylene dibromide (EDB), Ethylene dibromide- carbon tetrachloride (EDCT) etc. are most common in tropical and sub-tropical while methyl bromide is prevalent in temperate regions. Modern technology and research have also brought to notice certain problems with fumigants that are previously unknown. Among these, adverse effects on seed quality are most important. Thus, fumigants used in seed stores should not affect the viability of the seeds, should not be persistent, non-corrosive and highly diffusible.

Gaseous poisons use to kill insects are called as fumigants. Fumigants are pesticides that form poisonous gases when applied. Some active ingredients are liquids when packaged under high pressure but change to gases when they are released. Other active ingredients are volatile liquids when enclosed in an ordinary container and so are not formulated under pressure. Still others are solids that release gases when applied under conditions of high humidity or in the presence of water vapor.

Artificial intelligence and machine learning provide the technological foundation for intelligent agricultural applications. This chapter introduces supervised, unsupervised and reinforcement learning, model-development pipelines, feature engineering and evaluation metrics. It explains how algorithms can be selected and implemented for agricultural datasets that may be noisy, incomplete, variable or weakly labelled. Advanced topics include deep-learning architectures, transfer learning and model optimization. Practical considerations involving preprocessing, interpretability and deployment constraints are also discussed. Agricultural case studies illustrate AI applications in crop-yield prediction, plant-disease detection and environmental modelling. The chapter provides the technical foundation needed to design, evaluate and responsibly implement AI-driven agricultural solutions.

26.1 Introduction

The green revolution brought dramatic changes in productivity of rice and wheat and the production increased tremendously using high yielding wheat and rice varieties coupled with fertilizers and pesticide use to meet urgent demands of food. The world population is growing rapidly at an alarming rate. It has crossed 7 billion mark and is expected to become between 8.3 and 10.9 billion by 2050 (United States Census Bureau (USCB). India is second largest populous country of the world with 17.4 % of world population. Such an enormous overpopulation will result in extreme pressure on environment, global food supplies and energy resources. The less arable land and fewer renewable and non-renewable resources, the food production has to come from increases in production rather than expansion of cultivable areas.

Introduction

The contribution of agrochemicals in improving food security and human health cannot be undermined. They are, however, like a double-edged weapon; their indiscriminate use could result in a serious threat to the sustainability of the agricultural production system and human health. Though their long-term effects on environment and human health are yet to be fully understood, the short-term adverse effects of their indiscriminate use became apparent soon after their invention during the World War II. Many insect pests have developed resistance to chemical pesticides, and a number of beneficial insects that are natural enemies of the pests have disappeared. Realizing these threats, the scientific community has been proactive and developed safer alternatives using flora and fauna as substitutes for chemical pesticides. These alternatives are claimed to be as effective as chemical pesticides. Experimental evidences indicate that these provide effective protection against pests when used in conjunction with other methods of pest control, including chemical pesticides. The strategy is often referred to as Integrated Pest Management (IPM). Since the adoption of IPM as a cardinal principle of plant protection in 1985, India has devised and implemented many IPM programmes encompassing research, extension and education with the objective to reduce the use of chemical pesticides, improve farm profitability, conserve environment and reduce adverse effect of pesticides on human health. Their effect is revealed in considerable reduction in pesticide-use, particularly during 1990s. The purpose of this paper is to provide a perspective on the IPM with emphasis on food security and safety.

Agricultural decisions are frequently made under uncertainty caused by variable weather, soil conditions, crop responses and market behaviour. Conventional binary logic may not adequately represent such imprecision. This chapter explains how fuzzy sets, membership functions, linguistic variables and rule-based reasoning model conditions such as soil moisture, crop health and yield potential. Applications include irrigation scheduling, fertilizer management, disease diagnosis and greenhouse climate control. Fuzzy logic can connect deterministic mathematical models with real-world variability and complement simulations of crop growth, pests and water dynamics. Its integration with artificial intelligence, machine learning and IoT systems can support adaptive, resource-efficient and climate-resilient agricultural decision-making.

Chromatography was first employed by Ramsay (1905) to separate mixtures of gases and vapours. The first scientist to recognize chromatography as an efficient method of separation was the Russian botanist Tswett (1906), who used a simple form of liquid-solid chromatography to separate a number of plant pigments. The colored bands he produced on the adsorbent bed evoked the term chromatography for this type of separation (color writing).Althoughcolor haslittletodo with modern chromatography, the name has persisted and, despite its irrelevance, is still used for all separation techniques that employs the essential requisites for a chromatographic separation,viz. a mobile phase and a stationary phase.

Gas-liquid chromatography (GC) was invented by James and Martin (1952) and is a separation technique in which the mobile phase is a gas (usually helium or nitrogen) and the stationary phase is a liquid. In the original columns used by James and Martin, the liquid stationary phase was adsorbed on the surface of an inert support such as Celite (a diatomateous earth) or calcined Celite (a form of brick dust). The support was usually deactivated before use by acid treatment and subsequent reaction with hexamethyldisilazane. The technique was extensively used for the separation of a wide range of volatile substances. Thus, chromatography has been defined as a separation process that is achieved by distributing the components of a mixture between two phases, a stationary phase and a mobile phase. Those components held preferentially in the stationary phase are retained longer in the system than those that are distributed selectively in the mobile phase. As a consequence, solutes are eluted from the system as local concentrations in the mobile phase in the order of their increasing distribution coefficients with respect to the stationary phase.By separating the sample into individual components, it is easier to identify (qualitate) and measure the amount (quantitate) of the various sample components.