eChapters

The emergence of Large Language Models has enabled the development of virtual teaching assistants capable of providing students with continuous, interactive, and personalized academic support. This chapter examines the role of LLM-powered chatbots and intelligent tutors in modern education. Unlike conventional digital resources, AI teaching assistants can engage learners through natural-language dialogue, explain difficult concepts, provide examples, generate practice activities, offer hints, and deliver immediate feedback. They can support individualized learning pathways by adapting explanations and learning materials to student needs, performance, and pace. The chapter explores applications in tutoring, assessment, academic guidance, interactive textbooks, student support, and self-directed learning. AI assistants can also reduce routine teacher workload by supporting activities such as grading, question generation, content recommendation, and classroom analytics. However, challenges remain concerning hallucination, accuracy, privacy, algorithmic transparency, inclusivity, and the appropriate balance between automated assistance and human mentorship. Large-scale and long-term evidence is still needed, particularly in diverse and low-resource educational settings. The chapter therefore emphasizes human–AI collaborative instruction, educator training, ethical integration, and responsible deployment of intelligent teaching assistants.

Importance of virtual water in agriculture
Virtual water is with the meaning of the concept when water embedded in goods and services and is exchangeable from one country to a different. The country is under water-scarce; the water that’s ‘saved’ is often used towards other ends. Water-scarce countries (like Israel) discourage the export of relatively water-intensive crops (like orange, water melon) precisely to stop large quantities of water from being exported to different parts of the earth. In recent years, the concept of virtual water on trade has gained weight both within the scientific also as restricted by the political debate. The notion of the concept is ambiguous. It changes between an analytical, descriptive concept and a political induced strategy. As an analytical concept, virtual water trade represents an instrument that permits the identification and assessment of policy options not only within the scientific but also within the political discourse. As a politically induced strategy, the question of virtual water trade are often implemented during a sustainable way, whether the implementation are often managed during a social, economical, and ecological fashion, and that countries the concept offers a meaningful option. the info that underlie the concept of virtual water can readily be wont to construct water satellite accounts and brought into economic models of international trade like the Computable General Equilibrium of Global Trade Analysis Project such a model are frequently wont to study the economic implications of changes within the water system or water policy, also because the water resource implications of economic development and trade liberalization. The data pertaining to virtual water is product of GTAP.
Keywords: Virtual water; foodstuff and food; water content in different food materials; water deficit areas;

Controlled environment agriculture (CEA) refers to methods of cultivating crops in managed environments to optimize resources and increase productivity. CEA systems regulate both the aerial and root environments, ensuring that plants stay within their ideal growth conditions. One popular method within CEA is indoor hydroponic farming, where crops, including fruits and vegetables, are grown without soil.
CEA includes various levels of technology integration to achieve optimal
plant growth, including:
• Low-level Integration: Basic environmental control in open-field production, such as shading and irrigation systems.
• Passive Environmental Controls: Systems for soil-based crop production, such as covering materials and high tunnel structures. • Integrated Sensors and Active Control Systems: Used in greenhouse systems to regulate environmental factors and enhance sunlight.
• Full Indoor Production: The most advanced method, where technology is used to create an ideal environment for plants independent of external conditions.
HYDROPONIC SYSTEMS
In hydroponic systems, plants are either grown with their roots in direct contact with liquid nutrient solutions (often supported by floating rafts or trays) or placed in containers with other types of soilless media like coconut coir, rockwool, or peat mixes. Irrigation delivers all necessary nutrients in these soilless systems. Advantages and Disadvantages
Hydroponic systems offer several benefits, including:
• Year-Round Production: Crops can be grown continuously, even during winter months.

12.1 Introduction

Volatile Organic Compounds (VOCs) are chemicals that evaporate easily at room temperature. The term “organic” indicates that the compounds contain carbon. VOC exposures are often associated with an odor while other times there is no odor. Both can be harmful. There are thousands of different VOCs produced and used in our daily lives.

8.1. Warehousing

8.1.1. Definitions

Defined as the assumption of responsibility for storage of goods.

Protector of national wealth, for the produce stored in warehouses is preserved and protected against rodents, insects and pests and against the ill effect of moisture and dampness.

Industrial waste can be solid, liquid, or gaseous in type and is generated by industrial activities throughout a manufacturing process. Depending on its nature, it can be hazardous or non-hazardous. It is important to note that hazardous wastes can be ignitable, toxic, reactive, corrosive, or radioactive and can pose a threat to the environment. Industrial waste includes, among other things, paints, concrete, paper goods, sandpaper, metals and chemical solvents. Most industries face a significant problem associated with the disposal of waste. Due to the significant expenses involved, it is not feasible to collect and treat all of the waste due to the sizeable volume of waste produced by numerous businesses. As a result, especially in developing nations, the majority of industrial wastes are illegally deposited on wastelands like deserted fields

5.1 Waste Treatment and Disposal

Source reduction and feeding the hungry are significant considerations for decreasing avoidable food waste. However, non-edible wastes like livestock manure, agricultural wastes, and unusable food wastes are also classified as organic wastes. The environment and general public’s health may be seriously endangered by improper treatment of these wastes. Wastes can contaminate surface and ground waterways by runoff or leaching if they contain pathogens, chemicals, antibiotics, and nutrients. The breakdown of organic waste also results in the production of methane. As is well known, methane is a powerful greenhouse gas that captures more heat into the atmosphere than carbon dioxide. It is possible to remove organic waste and turn it into biogas, a sustainable energy source that can be utilised to reduce greenhouse gas emissions and the likelihood of stream pollution. Further emission reductions are made possible by replacing fossil fuels with biogas, sometimes leading to carbon-negative systems.

3.1 Introduction

A Massive increase in population, urbanization and industrialization have led to an increase in the quantity and composition of waste. The waste is increasing day by day and is estimated to reach up to 2.2 billion tonnes by 2025, according to the reports by World Bank. It becomes a necessity for every nation to fore look upon the waste management system for their respective countries. From the collection, segregation, transportation, disposal all have become an important criterion to deal with. Among the available disposal options; the easiest and environment friendly is “Recycling”. 

Introduction

More than 380 million urban population living in town and cities generates 62 million tones of municipal waste every year out of which 75% is recyclable but only 30% is recycled and reused whereas less than 15% of municipal solid waste is treated. Generally municipal authorities of the country dump the waste outside the city to keep the urban area clean. According to World Bank report, by the year 2025, waste generation will reach 377,000 tonnes per day in India (CPCB 2020). The waste generated in industrial and urban area of the country is tangible and concerning. This is the high time to address this issue with a great sensitivity and planning. Ragpickers works as the informal waste collection and recycling sector which plays an important role in waste management and leads to lesser waste to the landfills (Gupta et al., 1998).

Waste management is the process of treatment and disposal of solid, organic and hazardous waste. It can be categorized based on the source sector i) urban waste; ii) electrical waste iii) medical waste; iv) waste produced by disasters; v) agricultural waste vi) industrial waste etc. The type of waste has variable potential harms for human health, social implications, policies and the environment (FICCI, 2011). Agriculture itself is a big source of waste generated at different paths of food supply chain that occurs as follows:

4.1 Biomass Energy Resource

Among the various methods for producing electricity, biomass is one of the most common. This method uses animal waste, wood pellets, etc. to produce electricity. The use of biomass energy has proven beneficial over time and has the potential to be both reliable and consistent as an alternative energy source.

Organic matter is simply referred to as biomass. Or, to put it another way, biomass is anything living or ever living, including animal waste, crop waste, garden trash, etc. As a result, biomass renewable energy is the energy produced during the use of biomass. Biomass derives and stores its energy from the sun, which is absorbed by plants through a process known as photosynthesis. Plants contain chemical energy that is passed to animals and then eaten by people. Various plant and animal products, including sugarcane, corn crops, wood chips, and even dung, can be utilised. These substances, also referred to as feedstocks, are converted into a biomass fuel.

2.1. Definition

Land which is presently lying unused or which is not being used to its optimum potential due to some constraints

Background and Technology Intervention

Andhra Pradesh is India’s fourth largest state in terms of area and fifth in terms of population. Its capital Hyderabad is one of the largest and fastest growing cities in Southern India occupying 650 square kilometers along the bank of Musi River. History says that, the fifth sultan, Muhammad Quli Qutab Shah established Hyderabad on the banks of Musi River in 1591 to avoid the acute water shortages experienced at Golconda during his rule. Today, due to rapid urbanization and increased economic activities, the river has become a receptacle of untreated domestic and industrial waste dumping out of Hyderabad. It is estimated that nearly 350 MLD (Million Liters a Day) of polluted water and sewage originating from the twin cities of Hyderabad and Secunderabad flow into the river. Though this river water which is at the downstream of the city remains highly polluted and considered a major disaster in Hyderabad, it is a significant resource for semi-arid and peri-urban population where the cultivation of fodder grass, paddy and vegetables have contributed largely to the household food security.

Plants and any from of living organisms cannot live without water, since water is the most important constituent about 80 to 90% of most plant cell.

2.1 Role of water in crop and crop production

(A) Physiological importance

•The plant system itself contains about 90% of water

•Amount of water varies in different parts of plant as follows

•Apical portion of root and shoot >90%

•Stem, leaves and fruits - 70 - 90%

•Woods - 50 - 60%

•Matured parts - 15 - 20%

•Freshly harvested grains - 15 - 20%

Abstract

Pulses being nutritionally vital, is an important constituent of diet for a very large number of peoples. A part from being a relatively cheaper source of dietary protein, it is also an important source of calories, certain essential amino acid, minerals and vitamins. Post harvest scenario of pulse shows that 75 per cent of production was milled in pulses with as dehusked split i.e. dal. Traditionally green gram and black gram dal is dehulled manually after soaking in water. Present investigation was carried out to develop the wet type dehuller and study was carried out on water absorption characteristics of green gram and black gram. The result reveals that the dehulling efficiency of abrasion type mechanism was about 95 per cent and 92 per cent in case of shearing type mechanism. It has been observed that rate of water absorption was initially high and then gradually decreases i.e. 0.54 to 0.18 and 0.48 to 0.18 for black and green gram, respectively. 

    1.    Water activity (a_w) affects food chemistry and can be controlled by removal (dehydration or drying) or by chemically binding the water, reducing its activity. Water activity in foods ranges from 0.95 to 1.00 in fresh meats and vegetables to 0.20 in dried milk.

    2.    Water activity (a_w) may be defined in a number of ways, qualitatively, aw is a measure of unbound, free water in a system available to support biological and chemical reactions.

    3.    Water activity, not absolute water content, is what bacteria, enzymes, and chemical reactants encounter and is affected by at the micro environmental level in food materials.

    4.    Two foods with the same water content can have very different aw values depending upon the degree to which the water is free or otherwise bound to food constituents.

    5.    The term “water activity” is related to relative humidity. Relative humidity is defined as the ratio of the partial pressure of water vapour in the air to the vapour pressure of pure water at the same temperature.

    6.    Water activity or aw is a property of solutions and is the ratio of vapour pressure of the solution compared with the vapour pressure of pure water at the same temperature. Under equilibrium conditions water activity equals:

A water budget quantitatively accounts for water entering, leaving and remaining within a defined agricultural or hydrological system. Comparable to a financial budget, it considers precipitation, irrigation, runoff, evapotranspiration, percolation and changes in storage. This chapter explains the climatic and soil-water budget, potential and actual evapotranspiration, water surplus, water deficit and moisture adequacy. It discusses how water-balance analysis supports irrigation scheduling, crop planning, drought assessment, rainwater harvesting and watershed management. Understanding the timing and magnitude of water availability helps farmers and planners select crops and management practices suited to local conditions. Water budgeting therefore provides a fundamental tool for climate-resilient and resource-efficient agriculture.

Water budgeting and its importance, methods of soil moisture estimation, evapo-transpiration and crop water requirement and effective rainfall Water budgeting and its importance, irrigation scheduling approaches
Water budgeting
Allocation of the water receipt including anticipated within the crop period and its detailed account of expenditure for efficient and profitable farm management is called as water budgeting.
Water budgeting may be for an irrigation system planned by irrigation engineers; may be for a canal or for an area (block) or may be for a farm according to the need and plan by responsible persons who plan the irrigation efficiency.
Importance of water budgeting
Efficient utilization of available recourse (water) for bringing more area under irrigation:
1. To increase the productivity of a region / farm.
2. To increase cropping intensity of a region / farm
3. To tide over some dry-spells
4. To reduce excess irrigation and losses caused thereby
5. To avoid run off losses
Irrigation scheduling
Irrigation scheduling is defined as frequency with which water is to be applied based on needs of the crop and nature of the soil.
Irrigation scheduling is nothing but number of irrigations & their frequency required to meet the crop water requirement.

Allocation of the water receipt including anticipated within the crop period and its detailed account of expenditure for efficient and profitable farm management is called as water budgeting.

Water budgeting may be for an irrigation system planned by irrigation engineers; may be for a canal or for an area (block) or may be for a farm according to the need and plan by responsible persons who plan the irrigation efficiency.

5.1 Introduction

A farm pond that collects and harvests in-situ rainfall as well as runoff from the catchment area can be used for many purposes: the most important of which is the supply of water to crops as supplemental irrigation. It is no doubt a viable source for integrated farming system. In addition, the water of the pond can be used for domestic and to some extent for the industrial uses. It is also a good source for recreational use. Total water demand of the pond including irrigation to different crops in different seasons, domestic and other non agricultural uses are to be assessed. While estimating the crop water requirement and irrigation requirement, various crops to be grown in the service area of the pond, their water requirements, crop duration, extent of coverage and water management practices followed are to be taken into consideration. Multiplying the irrigation requirement with crop coverage area, volumetric irrigation water requirement of crop can be found out. Summation of irrigation requirement of all crops grown in service area of the pond, gives total irrigation demand of the pond.

Farm ponds are normally used for irrigation to crops as well as to meet the live stock water demand. Normally the large live stocks like horse, cattle require 20 thousand litres of water per head per year whereas the small live stocks like sheep, goat, pigs require 2 thousand litres of water per head per year. Adding the irrigation demand to the livestock demand, total water requirement of the pond is calculated. In addition to this, if the pond water is used for industrial, domestic and other sectoral purposes, then water used in all such sectors are to be added to irrigation and livestock demand to estimate the total water demand of the pond.

10.1. Introduction

Irrigation facilities are created by the Government at huge cost for supplying water to the farmers for raising crops to increase agricultural production. The major and medium irrigation projects are planned, constructed, managed, operated and maintained by the Irrigation Departments, wherein certain procedures and rules are evolved and followed to the delivery schedule of canals, frequency of supply and distribution of water to the farmers, and closing of canals. The creation of such facilities resulted in ushering the green revolution in the sixties and seventies in the production of food grains and also employment generation in the country, thereby improving the socio-economic condition of Indian farmers. However, optimized management of irrigation water is the key to the sustainable development of agriculture and livestock. Since management of water for irrigation is highly location-specific, depending upon agro-ecological and socio-economic conditions, type of irrigation project and land use pattern, it differs from project to project and region to region in the country.