eChapters

Introduction

Diffusion is the process by which an innovation is transmitted to the members of a social system over some time and through channels in a specified manner. According to Rogers (1962), this is a unique form of communication in which the messages are focused on innovative concepts. The concepts can include (i) A new idea, (ii) An idea that is communicated via certain channels (iii) Among the members of a social system (iv) Overtime. On the other hand, the adoption process is the mental process through which an individual passes from first hearing about an innovation to final adoption, as defined by Rogers (1962).

Introduction

Agriculture is one of the most important sectors of the global economy and provides food, fibre, and other crucial commodities to the world’s population. With the increasing global population, there is a need to improve agricultural efficiency and productivity to fulfil the growing demand for food. The use of Information and Communication Technologies (ICTs) has been recognized as a critical factor in the development of agriculture and rural areas. In recent years, e-extension has emerged as a promising ICT tool for agriculture development, enabling farmers to access information and services remotely.

Introduction

Both the technology generation system and the technology transfer system play crucial roles in agriculture. For a very long time, research through the National Agricultural Research Systems (NARS), such as the Department of Agriculture Services (DARS), and other research institutions, such as Universities, has produced a vast body of innovations and technological information (Drechsel et al?, 2004). Despite the many promising improvements that researchers have produced, there is still very little application for them (Doss, 2005). A greater knowledge of the mechanisms underlying the distribution and acceptance of agricultural research output is necessary to know the cause of the low levels of technology uptake (Garforth, 1998).

Introduction

India is an agriculture dominated country. According to the report of the Situation Assessment Survey of Agricultural Households by the NSO, 54.6% of the total workforce is engaged in agriculture and allied sectors which encompasses for 17.8% of India’s total GVA for the year 2019-20. The number of operational holdings in the country is estimated at 14.64 crores (Agriculture Census 2016). As we can see from Figure 1 the operational landholding of Indian farmers is increasing day by day. The average size of operational holdings was 1.15 hectares in 2010-11 which has declined to 1.08 hectares in the year 2015-16 (Agriculture Statistics at a Glance, 2021).

Introduction

India ranks second in global silk production next to China and first in raw silk and silk fabrics consumption, accounting for 70% with a production of 34,923MT in 2021-22. In total silk production traditional crossbreed silkworms contribute 3/4th and 1/4th bivoltine breed (CSB reports). An important strategy for creating jobs and offering a variety of entrepreneurial prospects for rural development is sericulture, which has a solid agricultural foundation. Sericulture is comprised of both agro-based and industry-based activities.

Introduction

Seaweeds are referred to as the wonder plants of the sea, macrophytic marine algae which are a primitive type of plants lacking true roots, stems and leaves. They usually grow in shallow coastal and marine water. Based on the occurrence of pigments, seaweeds are classified into three groups: Green seaweeds (Chlorophyta) having the pigments chlorophyll a and chlorophyll b; Brown seaweeds (Phaeophyta) having the pigment fucoxanthin; and Red seaweeds (Rhodophyta) having the pigment phycoerythrin.

Introduction

A subfield of horticulture known as “urban horticulture” is concerned with the care, maintenance, and use of plants in urban settings. Urban gardening encompasses a broad range of plant life, from ornamental plants to trees, shrubs, flowers, vegetables, and even fruit trees.

Plants, both ornamental and edible, are the specialty of urban horticulture, a subfield of horticulture concerned with their care and production in urban and peri-urban settings. Horticulture is the study and practice of growing plants for their aesthetic and functional value in urban and suburban settings.The practice of urban horticulture includes all aspects of creating and maintaining urban gardens, parks, and other green areas. The practice of urban horticulture entails improving the visual, ecological, and recreational qualities of built environments through the deliberate selection, placement, and ongoing care of plants.

Introduction

A new method of producing food is emerging via sustainable agricultural techniques, which prioritise ecological harmony, resource preservation, and sustainability above short-term gains. In light of the pressing issues of a warming planet, dwindling natural resources, and an ever-increasing human population, these methods are crucial. Soil fertility and health are enhanced by the use of sustainable agricultural practices such as crop rotation, decreased tillage, and organic farming, which minimise chemical inputs. It promotes efficient water management practices, such as collecting rainwater and using drip irrigation, to cut down on waste.

Introduction

Organic farming is a comprehensive approach to production management that promotes and improves Agro-health, ecosystems including biodiversity, biological cycles, and soil biological activity. It prioritizes management approaches above off-farm inputs, and agronomic, biological, and mechanical farming procedures are used rather than synthetic resources (Ajibade, Ayinde, and Abdoulaye 2020). The term “organic farming” refers to a production technique that excludes the use of artificially formulated fertilizers, pesticides, or growth regulators for agronomic practices or the use of different chemicals for livestock production, i.e., feed additives, growth promoters and antibiotics, etc. (M. Singh 2021).

Introduction

Soil plays a vital role in fulfilling fundamental human requirements, such as the provision of sustenance and water, while also serving as the primary medium for supporting biodiversity. The sustainability of soil in the 21st century is dependent upon not only the implementation of effective management practices by farmers, foresters, and land-planners, but also on government regulations, policies, marketing strategies, and subsidies (Mishra et al., 2017). The increasing influence of human activities on the Earth’s natural environment has led to significant global challenges concerning the interplay of planetary and public health (J. Huang et al., 2018).

Introduction

Soil is a vital, complex, and firm layer of the land surface that provides a source of minerals and organic matter interacting with air and water to harbor life forms. (Lobmann et al., 2022). Versatile micro and macro living organisms, i.e., bacteria, fungi, and actinomycetes, inhabit soil and contribute to its quality, health, and inevitable role in serving the environment (Elsakhawy et al., 2022). Soil roots for a variety of crucial functions which involve ecosystem services or socioeconomic activities, e.g., biomass production, climate gas fluxes of CO2 , N2 O, and CH4 , water cleaning, storage and supply, foundation of construction and provision of construction materials, or provision of habitats etc. The responsibility of soil in sustaining life on earth by providing and conserving resources is not negotiable.

1. Introduction

Horticultural crops have emerged as a cornerstone of India’s agricultural sector, wielding substantial influence over the nation’s economic landscape. Comprising an extensive range of fruits, vegetables, ornamental plants, plantation crops, spices, and medicinal herbs, this sector has witnessed remarkable growth and transformation in recent years. The significance of horticultural crops extends beyond sheer economic value, permeating various facets of Indian agriculture and socio-economic development (Ravichandra & Ravichandra 2014).The unique agro-climatic diversity of India allows for the cultivation of an unparalleled variety of horticultural produce, contributing to its global prominence as a horticultural powerhouse.

Grapevine

One of the fruits that is grown worldwide most commonly, grapes are said to have a longer history of human interaction than either rice or wheat. Apart from their nutritional significance, grapes are today regarded as one of the most lucrative crops. The grapes are farmed for a variety of uses, including the manufacture of raisins, wine, juice, canning, and table grapes. More grapes are produced worldwide than any other fruit crop. Approximately 11 million hectares are devoted to growing grapes, which yield 75 million tonnes yearly. More than half of the world’s supply of grapes was produced in Spain, Italy, and France. Grapes are cultivated in India in both tropical and subtropical climates. In Maharashtra, Karnataka, Andhra Pradesh, and Tamil Nadu, commercial grape production only started in the last 40 years. Grapevine production affect many sever diseases like downy mildew, powdery mildew, Anthracnose, Black rot, Rust, Bacterial canker and abiotic causes.

Introduction

The apple (Malus domestica), a valuable and economically significant crop, is grown in India’s northwestern Himalayan region. After Orange, Banana, and Grape, it is the fourth most widely grown fruit worldwide. The tree is native to Central Asia, where its wild ancestor Malus sieversii is still found today. Apples have been cultivated in Asia and Europe for thousands of years. The world’s largest apple grower is China and in India it is grown in the hills of Uttarakhand, Himachal Pradesh, and Jammu & Kashmir in India. The average summer temperature during the active period is about 21-24°C growing season. Apple does this best in areas where trees are dormant. The color development will be better in winter when plenty of sunlight hits. It is possible even at an altitude of 1500 -2700 meters from sea level. 1000-1250 mm well distributed rainfall during the growing season which is most suitable for optimal growth and fertility of apple trees.

Tea as a Beverage

Tea is the most popular beverage consumed in the world after water. All types of teas including black. green, oolong, white and pu-erh tea are mainly made from the buds and young leaves of tea plants, Camellia sinensis (L.) O. Kuntze belongs to the family Theaceae [1]. Depending on the different processing techniques of tea leaves, tea types are categorized as “Green Tea” (unfermented), “Black Tea” (fully fermented), “Oolong Tea” (partially fermented), “Pu-ErhTea” (post fermented) and white tea (unfermented) [2]. The manufacturing process for these different types of teas mainly differ in the degree of enzymatic oxidation (fermentation) process [1].

Introduction

Germination is a critical stage for the establishment of plant species, especially those that grow naturally in arid and semi-arid environments (Alouani and Bani Aameur, 2004). Several factors may influence germination percentages in natural environments. Among these factors, seed dormancy contributes in part to germination failure of many species under adverse environmental conditions (Bewley, 1997). There are two categories of dormancy: coat- enhanced dormancy (seed coat dormancy), where the embryos isolated from these seeds are not dormant and embryo dormancy (internal dormancy), where the embryos themselves are dormant (Bewley, 1997;

Livelihood connotes the means, activities, entitlements and assets by which people make a living, attempt to meet their various consumption and economic necessities, cope with uncertainties and respond to new opportunities (De Haan and Zoomers, 2003).

Livelihood is a set of economic activities, involving self-employment and/ or wage- employment by using one’s endowments (human and material) to generate adequate resources (cash and non-cash) for meeting the requirements of self and the household.

Ideally, a livelihood should keep a person meaningfully and gainfully occupied in a sustainable manner with dignity

Livelihood, therefore, goes far beyond generating income. A livelihood is much more than employment.

Centesis is a surgical puncture or perforation into body cavity or structure usually done to aspirate fluid, air or tissue. The medical purpose of puncturing body cavities is not only to obtain fluid sample for diagnostic purpose but also to remove excessive fluid for therapeutic purpose for alleviating the respiratory distress owing to excessive fluid accumulation in peritoneal cavity, pleural cavity or pericardial sac. This procedure is usually done to get fluid from abdominal cavity, thoracic cavity, pericardial sac or joint capsule and is aptly known as abdominocentesis, thoracentesis, pericardiocentesis or arthrocentesis respectively.

Almost all imaging techniques employed in human medicine are being followed in canine medicine but radiography and ultrasonography ( abdominal and cardiac) are the most commonly used clinical diagnostic techniques. Computed tomography, magnetic resonance imaging, and nuclear techniques are also being used in the teaching establishments.

Radiography

Use of radiography (Figure 42) as a diagnostic technique is wide spread in canine and feline medicine across the world. It is considered the first step in evaluating the skeleton, thorax and abdomen. For evaluating the abdomen, radiography is considered as complimentary to sonography. Canine practice is more like pediatrics requiring assistant to control the patients (dog sand cats). No anesthesia or sedation is generally required for radiography. But if the patient has painful lesion such as fracture or luxation, suitable anesthesia / sedation should be used for making the animal cooperative during radiography for better visualization of the lesions.

Eye is a very sensitive, delicate and unique organ. Its function may be affected with wide range of etiologies ranging from trauma, local and systemic infections, metabolic diseases to vision defects warranting an early and accurate diagnosis employing complete history, detailed ocular examination and or specialized diagnostic techniques such as Schirmer Tear Test (STT), Fluorescence Test, Ophthalmoscopy, Tonometry, Pachymetry, Retinoscopy and Gonioscopy etc.

Instruments for Ophthalmic Examination

•             Finn off Transilluminator

 •            Pen torch

 •            Direct Ophthalmoscope

 •            Indirect fundoscopic lens (2.2 diopter lens)

 •            Schirmer tear test strips

 •            Fluorescein strips

 •            Tonometer

10.1 Introduction

The incredible technology usage in e-commerce over the last several years has resulted in the fast growth of e-business enterprises. Technological innovation has created new opportunities for online businesses looking to provide value added services. Technology adoption, enhanced customer support, and creative product development have given businesses the necessary competitiveness. Consumers are more demanding than ever and more aware of their rights. E-commerce businesses are pressured to develop and provide value for their customers in novel ways.

13.1 Introduction

13.1.1 Bridging the Gap: Towards a More Equitable Digital Landscape

In an age dominated by digital technologies, the concept of a more equitable digital landscape is paramount to ensuring that the benefits of technology are accessible to all segments of society. The term "digital landscape" encompasses not only the physical infrastructure, such as internet connectivity and hardware, but also the socio-economic and educational factors that influence individuals' ability to participate in the digital realm. The digital divide, often exacerbated by disparities in access to technology, internet connectivity, and digital literacy, presents a significant challenge. This paper, titled "Bridging the Gap: Towards a More Equitable Digital Landscape," seeks to explore the multifaceted nature of the digital divide and propose strategies to overcome these challenges.

Introduction

The drying of fruits and vegetables during the season of abundance in order to preserve them for consumption during season of shortage is an ancient practice. Thus, drying is one of the oldest methods of preservation of the food commodities. It is practiced from ancient times and is a very common method of preservation in the tropical countries like India where conditions are much more favorable for sun drying. All micro-organisms need moisture to grow. So the removal of water in the food is brought down below a certain level at which they are unable to grow. Moisture content from food can be removed by different methods like sun drying (very oldest method and most popular), solar drying, cabinet drying, mechanical drying, tunnel drying, poly tunnel drying, adiabatic drying, spray drying, osmotic drying, fluidized bed drying etc. Grains are mostly dried in the sun. The moisture content of the grains can be reduced to a limit that is safer for their storage by sun drying. Many fruits and vegetables can also be dried by using sun energy. Some coastal areas of the countries fishes are also dried by exposing to the sun. After drying, sometimes the dried products are converted into powder. However, these powders are very hygroscopic and should be packed in airtight. Mango powder is prepared by this technique, but expensive and not popular in India. Nowadays many artificial methods have been developed for removal of the moisture. The relationship between the moisture content and temperature of air during process is referred as Psychrometric relation. An instrument used to measure the humidity (Relative humidity) of the atmosphere is known as Psychrometer (Hygrometer). The residual moisture in vegetable should not be more than 6-8% and in fruits it should be in the range of 10-20%. The dried fruit can be used as such or after soaking while dried vegetable are usually soaked in water overnight and then cooked. Vegetable are considered to be dry when they become brittle. There are generally two drying methods for foods like 1) Natural drying and 2) Artificial drying. The preservation / stability of the dehydrated products is conferred by the abstraction of water, so that the product is unable to support the microbial growth, its chemical forms of deterioration is inhibited and the drastic reduction in the weight / volume facilitate easier handling and marketing. Among dehydrated products, dehydrated onions have largest share of 45%. India is the third largest exporter of the onions in the world next to the Netherland and Spain. Besides this, India exports dehydrated bell pepper, garlic and mushrooms.

Introduction

Increased awareness about the food safety and various adulterations or crises reported in food industries, the food quality and its safety has emerged as the most important features of the modern food processing and preservation. The important historical dynamics which raised the concerns of food safety were motivated by accidents related to food borne pathogens and chemical contamination during the food processing and distributions. Many times, the terms food quality and safety are interchanged however, there is a difference in terms of their perception by the consumers and manufactures. In past few years, the food safety has become the characteristic of food quality and has been regulated by various national and international agencies. The increased concerns about the safe, nutritious and high quality food has over the time forced the public authorities to engage the food industries to construct the quality management systems in order to improve the food safety and build the consumers believe and trust towards processed foods. Food quality is a broader concept which includes food health quality attributes along with parameters like sensory characteristics like taste, smell and convenience like food preparation (Röhr et al., 2005). The food qualities like nutritional, convenience and sensory are not requested by the public laws but are desired by the consumers. The management systems for the quality assurance have evolved over the time and now we have systems like HACCP. ISO 9000 and ISO 14000 in place which are well known quality management modules to ensure the elimination of food hazards. On a broader scale of trading food several technical agreements under WTO (world trade organization) have been made which provide equal opportunities to all countries to trade the goods however, it imposes the similar food quality standards across all the participatory members. The responsibility of food safety is directly connected with all the stakeholders of the food chain which include manufactures, processors, farmers, food handlers and finally the consumers. Food contaminations may be a result of poor manufacturing practices and poor storage and handling practices at any stage in the food chain. To ensure the safety compliances, national food regulatory models plays a significant role. The guidelines issued by FAO/WHO, 2003 are focused on the public organizations, as well as food control authority self-assessment to ensure highest food quality and its safety from farm to fork. The base of the assessment includes 6 factors viz. food inspection, food quality management, food safety, official food control laboratories, food legislation food and quality information, education and communication (Shukla et al., 2014).For effective implementation of the food safety and quality module the countries have developed various food laws and legal norms which states the principles to be followed for raw materials, their processing and distribution in order to achieve the consumer expectations as well as the hidden food safety concerns.

Introduction

It is the process of retaining food over a period of time without being contaminated by pathogenic organisms or chemicals and without losing its colour, texture, flavour and nutritious value. It involves preventing the growth of bacteria, fungi and other microorganisms, as well as retarding the oxidation of fats which causes rancidity

Objective

• To increase its shelf life, retaining original nutritional values, colour, texture, and favour.

HACCP: The Hazard Analysis and Critical Control Points (HACCP) is a scientific, rational and systematic approach to identify, assess and control hazards during production, processing, manufacturing and use of food. It ensures safety of the food. HACCP presents a good opportunity for the food industry for upgrading quality and bringing uniformity and consistency in their supplies to international market. or It is a systematic preventive approach to food safety that addresses physical, chemical and biological hazards as a mean of prevention rather than finished product inspection. It involves identification, evaluation and control of hazards which are significant for food safety.

HACCP plan: A document prepared in accordance with the principles of HACCP to ensure control of hazards which are significant for food safety throughout the food chain under consideration.

Haemagglutinins: A group of proteins of plants that are not antibodies and do not originate in an immune system but bind specifically to carbohydrate containing receptors on cell surfaces (red blood cells). It is also known as Phytoagglutins / lectins.

4.1 Introduction

It is an annual crop cultivated all over India, Bangladesh, Pakistan, China, Japan, South East Asia and Philippines. The fruits are available practically throughout the year. Brinjal fruits are a good source of calcium, phosphorus, iron and vitamins particularly ‘B’ group. A 100 g of edible fruit contains 91.5g of water, 6.4 g of carbohydrates, 1.3g of protein, 0.3g of fat and 0.5g of mineral matters. Its green leaves are the main source of vitamin C (38-104.7mg/100g). Dark purple brinjal has more vitamin C than those with white skin. Bitterness in brinjal is due to presence of glycoalkaloid solasodine. Generally, high amount of glycoalkaloids (20mg/100g) in the fruits produce a bitter taste and off flavour. Brinjal is reported to stimulate the intrapeptic metabolism of blood cholesterol and has marked drop in blood cholesterol level. The de-cholestrolising action is attributed due to the presence of poly-unsaturated fatty acids, PUFA (linoleic and linolenic) which are present in flesh and seeds of fruit in higher amount (65.1%). The presence of Mg and K salts also helps in de-cholestrolising action. Dry fruit is reported to contain goitrogenic principles. Aqueous extracts of fruit inhibit choline esterase activity of human plasma. Brinjal has got much potential as raw material in pickle making and dehydration industries. It is supposed to contain certain medicinal properties and white brinjal is said to be good for diabetic patients. The fruits are regarded as a cure for toothache. It is also an excellent remedy for those who are suffering from liver complaints. Cu content and polyphenol oxidase activity are highest in purple colour fruits and lowest in white fruit. Fe and catalase activity are highest in green fruited cultivars and lowest in white fruited cultivars. White fruited cultivars contain twice as much crude fibre as the purple and green fruited cultivars. Solanum ferox is yellow fruited type and is very popular in southern Europe, France and Italy and USA. Vitamin C content of brinjal is affected by canning. Toasting of fruits raises the nicotinic acid at the expense of trigonellin which is present in it and 66-69% of it is converted into nicotinic acid during toasting.

7.1 Introduction

Okra is a remunerative vegetable crop for the tropical and subtropical regions of the world. Its fresh fruits are important vegetable in India, Brazil, West Africa and many other countries. For year-round consumption sun dried (Africa, India), and frozen and sterilized (USA) fruits are processed from fresh fruits. Tender green fruits are cooked in curry and also used in soups. The root and stem are useful for clearing cane juice in preparation of jaggery. Its ripe seeds are roasted, ground and used as a substitute for coffee in Turkey. Matured fruits and stems containing crude fibre are used in the paper industry. Okra is rich in vitamins, calcium, potassium and other minerals. A 100g consumable unripe okra fruits contain 10.4g dry matter, 3,100 calorie energy, 1.8g protein, 90mg calcium, 1.0mg iron, 0.1mg carotene, 0.07mg thiamin, 0.08mg riboflavin, 0.08mg niacin and 18 mg vitamin C. The dry seeds contain 13-22% edible oil and 20-24% protein. The seed cake is also used as an animal feed. Okra has high iodine content and it has ability to control goiter. Ratoon cropping can also be done in okra.

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.

Short Transmission Line

A short transmission line is defined as a transmission line with an effective length less than 80 km (50 miles), or with a voltage less than 69 kV. Unlike medium transmission lines and long transmission lines, the line charging current is negligible, and hence the shunt capacitance can be ignored.

For short length, the shunt capacitance of this type of line is neglected and other parameters like electrical resistance and inductor of these short lines are lumped, hence the equivalent circuit is represented as given below. Let’s draw the vector diagram for this equivalent circuit, taking receiving end current Ir as reference. The sending end and receiving end voltages make angle with that reference receiving end current, of φs and φr , respectively.

Introduction to strategy implementation involves translating strategic plans into actions and achieving desired outcomes. While many organizations focus on the technical aspects of implementation, it is crucial to consider the behavioral dimensions as well. Behavioral dimensions encompass the attitudes, behaviors, and actions of individuals within an organization that impact the success of strategy implementation. Here are some key points to consider regarding the behavioral dimensions of strategy implementation:

Organizational culture: The culture of an organization plays a significant role in strategy implementation. It comprises shared values, norms, beliefs, and practices that influence employee behavior. An accommodating and flexible culture fosters employee engagement, commitment, and alignment with strategic goals.

Leadership and Communication: Effective leadership is essential for successful strategy implementation. Leaders must articulate the strategy clearly, provide guidance, and motivate employees towards the desired outcomes. Communication channels ought to be open, transparent, and promote a culture of collaboration and feedback.

Employee Involvement and Empowerment: Involving employees in the strategy implementation process increases their commitment and ownership. Empowering employees through delegation of authority and decision-making cultivates a sense of responsibility and accountability, leading to enhanced performance and innovation.

A. Rectangular Canals

5.1 Design of Best Rectangular Canals

After the Mehboob and Trapezoidal canals, next best section is rectangle. This section is also generally adopted for small discharges say upto 10 cumecs (350 cusecs). This section ranks at No. 4. Yet, this is the only section most commonly adopted for flumes of discharges upto140 cumecs (5000 cusecs). Typical example is Orsang acqueduct, 1 km. long for 1140 cumecs (40000 cusecs) in ractangular sections on Narmada Canal Project, Gujrat, India, built in the years from 1990 – 2000. Such sections are common in power house canals due to limitation of space and very sharp curves. It is free from the effect of change of side slopes as in the trapezoidal canals (see para 3.3) Still some small side slope (batter) is adopted in thick masonry / concrete lining. It adds to structural stability with economy in thickness of wall and as well as hydraulic efficiency. It may still be called as rectangular section.

Details of its hydraulic efficiency in comparison to semi circle, Mehboob and trapeziodal sections are discussed in chapter 1, para 1.8

Introduction

Agriculture is backbone of India’s economy and is largely dependent on the monsoon. Rainfall plays a dominant role in agricultural production and productivity, despite advancement in many technological fronts. Forecast of rainfall is essential for planning and management of water resources especially in an agriculture-based country like India. About 65 per cent of the total cultivated land in India is under the influence of the rainfed agriculture system. Especially, monthly and seasonal rainfall forecasts provide useful information for water resource management, agricultural planning and its associated crop insurance application (Garbrecht et al., 2010).

The early prediction of rainfall is essential which help farmers to make decisions on crop production and harvesting, as well as help prevent flooding, protect human lives and resources. Rainfall forecasting is very challenging due to its uncertain nature and dynamically changing climate. It is an application of science and technology to predict precipitation in advance. It’s always been a challenging task for meteorologists. Prediction of precipitation is categorized into short-range prediction and long-range prediction. Forecasting is done through the collection and analysis of weather and climate data. Avinash et al. (2022) studied temporal variation of land use pattern in Karnataka through indices and concluded that due to fluctuations in the rainfall the forest land is degrading year by year.

Introduction

The study of spatiotemporal time series forecasting has gained significant attention in recent years, as it involves analyzing records of events that occur over both space and time. Spatiotemporal models group time- and location-specific discrete variables and are used in various sectors, including agriculture, transportation, meteorology, economics, disease mapping, sociology, environmental sciences, and ecology. However, the popular Autoregressive Integrated Moving Average (ARIMA) (Box and Jenkins, 1970) model has two major flaws: it assumes linearity, which is not always the case in time series data that may exhibit nonlinear interactions, and it is a univariate model that cannot capture spatial linkages. Hence, when investigating time series data that are not perfectly linear and involve spatial correlation, the ARIMA model should not be used. Other multivariate time series models like VARMA have also been used to represent spatiotemporal data. However, VARMA models require more parameters, and the STARMA model introduced by Cliff and Ord has fewer parameters (Cliff and Ord, 1975). In previous literatures, the STARMA model was commonly used for modeling different spatiotemporal time series data (Kamarianakis, 2003). The STARMA model was previously employed to forecast the spatiotemporal data in different fields such as economics, disease mapping, climate modeling, agriculture, etc. (Pfeifer and Bodily, 1990; Lee, 2005; Rathod et al., 2018; Saha et al., 2020 and Rathod et al., 2021).

Introduction

Agricultural residues encompass the byproducts that arise from the cultivation and processing of unprocessed agricultural commodities, such as fruits, vegetables, meat, poultry, dairy products, and crops. These residues are the leftover outputs that do not function as main products and may contain substances that have potential benefits for human use. However, their economic value is lower than the cost incurred for their collection, transportation, and processing for beneficial purposes. The composition of agricultural wastes varies depending on the specific agricultural activities and systems utilized, and they can exist in various forms, including liquids, slurries, or solids. Agro waste, which is another term for agricultural waste, encompasses a range of materials such as animal waste (including manure and animal carcasses), waste from food processing (where only 20% of maize is preserved and the remaining 80% is discarded), crop waste (including corn stalks, sugarcane bagasse, and discarded or imperfect fruits and vegetables), as well as hazardous and toxic agricultural waste (such as pesticides, insecticides, and herbicides). Although there is a scarcity of estimates regarding agricultural waste generation, it is widely recognized that they make a significant contribution to the overall waste volume in developed countries. The proliferation of agricultural production has inevitably caused a surge in the volumes of livestock waste, agricultural crop residues, and by-products from agro-industries. If developing countries persist in intensifying their agricultural systems, a substantial increase in global agricultural waste is foreseen. It is estimated that about 998 million tonnes of agricultural waste is produced yearly (Agamuthu, 2009). In any agricultural setting, the accumulation of organic wastes can constitute a significant portion, reaching up to 80 percent, of the overall solid waste generated. Specifically, the production of manure can contribute up to 5.27 kg per day for every 1000 kg of live weight, considering the wet weight basis.

Introduction

Agriculture is the backbone of many economies worldwide, providing food, f ibre, and other essential resources. However, production of these goods generates a significant amount of agricultural waste that must be properly managed.According to United Nations, agricultural waste often consists of silt and salt which get drained from fields, fertilizer runoff from fields, pesticides that end up in the water, air, or soil, harvest waste, and other wastes from farms, poultry houses,slaughterhouses and spoiled food waste too. Different agricultural activities generate agricultural waste, including materials like vegetable waste, sugarcane bagasse, rice and wheat straw and husks, food byproducts, jute fibers, crop stalks, and similar items.The generation of agricultural waste in large quantities pollutes the environment which causes many issues in the environment and is also hazardous to humans.Agricultural wastes like crop residues that are retained after harvesting get burned by the farmers leading to significant environmental consequences by emitting 141.15 million tons (Mt) of carbon dioxide (CO2 ), 8.77 Mt of carbon monoxide (CO), 0.23 Mt of nitric oxide (NO), and 0.12 Mt of ammonia (NH3 ).It contributes to air pollution and loses itshigh organic content. So the proper management of these wastes is of utmost importance for mankind and the environment. The basic principle of managing agricultural waste based on the concept of reuse, reduce, and recycle by adopting sustainable practices to minimize waste generation and promote environmental conservation. Agricultural wastes like Crop residues undergo physical, chemical, and biological decompositions, breaking down lignocellulosic linkages and enriching soil nutrient content, in which the most efficient decomposition process is biological, facilitated by bacterial and fungal spores (microbes) accelerating the waste breakdown aerobically and anaerobically. Microbes are ubiquitous and have played a very crucial role in addressing various environmental challenges faced by humanity. Decomposition with the help of microbes enhances soil nutrition through nitrogen fixation, phosphorus solubilization, and cellulose degradation in the decomposed end product.Microbes, such as bacteria, fungi, and actinomycetes, are the driving force behind the natural decomposition of agri-waste.

Introduction

Groundwater resources are under stress globally due to various reasons including increasing water demand, impending climate change, industrialization, land use/land cover changes, etc. Adequate sustainable development strategies have to be adopted for the management of groundwater resources. Irrespective of the developmental status of countries all over the world, groundwater serves as a crucial resource for meeting fundamental needs. However, increasing population, water demand, surface water contamination, and recent patterns of climate unpredictability have caused increasing reliance on groundwater as reported by several researchers (Adimalla and Taloor 2020; Aladejana et al. 2020; Cuthbert et al. 2019; Green 2016; Hamed et al. 2018; Jasrotia et al. 2019; Khalaj et al. 2019; Li 2016; McGill et al. 2019; Morsy et al. 2017; Taloor et al. 2020).

Even in India, water scarcity has been reported in many parts, though the country receives relatively higher rainfall. However, the rainfall pattern has changed over the last few years. The country has been experiencing significant spatiotemporal changes in rainfall patterns, leading to fewer rainy days and more extreme rainfall, which many studies have attributed to global climate change and anthropogenic influences. The rainfall variability has substantial impacts on water availability, agricultural productivity, and welfare of the 1.2 billion people in India because agriculture in India feeds about 17.2% of the global population and more than 56% of the agricultural land is rain-fed. Rapid and heavy patterns of rainfall result in the draining of most of the rainfall as surface runoff particularly on higher slopes, and reaches the surface water bodies, thereby reducing the infiltration and subsequent groundwater recharge. These variations in rainfall have ultimately affected the groundwater behavior and availability in many river basins.

Introduction

Climate change and human activities have emerged as significant factors affecting water resources in diverse regions (Kumar et al. 2022; Haddeland et al. 2014). The escalation in human water consumption for domestic and industrial purposes enhanced by the impacts of climate change has resulted in an overall decline in water availability (Liu et al. 2017; Paul et al. 2021). Rising temperatures and altered precipitation patterns directly influence water availability for ecosystems and agriculture potentially leading to greater evapotranspiration rates, intensified rainfall events, and prolonged droughts (Sharannya et al. 2021; Myers et al. 2023). Furthermore, urbanization, deforestation, and agricultural practices alter landscapes, affecting water resources in these areas.

Water shortages pose threats to ecosystem health, and socio-economic development and disrupt agricultural production (Piao et al. 2010). Thus, ensuring sustainable and efficient water usage necessitates accounting for water usage and quantifying it in a changing environment. To comprehensively assess the significance of water resources in the environment, Falkenmark (1995) introduced the concept of blue water (BW) and green water (GW) water, particularly for managing water resources in water-stressed regions. Green water refers to the portion of precipitation that infiltrates into the unsaturated soil layer and is subsequently utilized by plants through transpiration and soil evaporation. In fact, “blue water” represents surface and groundwater flow in rivers, lakes, and aquifers (Abate et al 2024; Sharannya et al. 2021). While numerous studies have investigated the spatial and temporal variation of BW and GW using the Soil and Water Assessment Tool (SWAT) (Feng et al. 2021; Li et al. 2009; Lyu et al. 2019), fewer publications have focused on assessing these variations and uncertainties at the basin scale under varying climate scenarios (Sharma et al. 2023). Hydrological models such as SWAT, serve as valuable tools for simulating past and future hydrological changes in the watersheds using projected climate data. SWAT specifically can simulate both blue and green flows at the watershed scale.

2.1 Introduction

Horticulture plays a pivotal role in global food production and is essential for ensuring food security and improving nutrition. However, the increasing pressure on agricultural resources, coupled with environmental challenges, necessitates the adoption of innovative technologies to enhance productivity and sustainability. Artificial Intelligence (AI) has emerged as a powerful tool in this regard, offering unprecedented capabilities in data analysis, pattern recognition, and decision-making. In horticulture, AI holds immense potential for revolutionizing crop and soil monitoring practices, enabling more efficient resource utilization and better management strategies.

2.2 Foundations of Ai in Crop and Soil Monitoring

Artificial Intelligence (AI) forms the backbone of modern crop monitoring techniques, enabling the processing of vast amounts of agricultural data and the extraction of actionable insights. This section provides an in-depth exploration of the fundamental principles of AI, machine learning, and deep learning, elucidating their applications in crop monitoring within horticulture.

2.1.1 Understanding Artificial Intelligence (AI)

Definition and Scope: AI refers to the development of computer systems capable of performing tasks that typically require human intelligence, such as learning, reasoning, and problem-solving.

Types of AI: AI can be categorized into two broad types: narrow AI, which is designed for specific tasks, and general AI, which exhibits human-like intelligence across a wide range of domains. In the context of crop monitoring, narrow AI applications are more prevalent, focusing on tasks such as image recognition, predictive modeling, and decision support.

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.

Bulb Crops

Bulb crops are cool season vegetables that are grown during the winter months in plains. They are mainly growing for its fleshy leaf bases or fleshy axillary buds or blanched stem and leaves. Major bulb crops that are widely cultivating in our country comprises of onion, garlic and leek. They possess a characteristic odour due to the presence of volatile oil, allyl propyl disulphide (onion) and diallyl disulphide (garlic). They are either seed propagated as in onion and leek or through cloves as in garlic or through bulblets in multiplier onion. Seed propagated bulb crops are annual for bulb production and biennial for seed production. Seed production of bulb crops can be undertaken in plains especially in the central part of the country and southern plains whereas, northern plains hold the problems of Stemphylium and purple blotch during the seed crop and subsequent lower seed yield makes northern plains unfit for seed production. But these areas can be utilized for seed production by following the delayed planting of seed crop and avoiding the climate favouring the diseases.

Onion (Allium cepa)

Onion is a popular vegetable grown for its pungent bulbs. Bulbs are consumed as raw vegetable, as cooked vegetable or in preserved forms. Onion is reported to be originated in Central Asia and Mediterranean region is considered as the secondary centre of origin. It is adapted to a wide range of climate and it is being cultivated in India in three seasons viz., kharif, late kharif and rabi. India is having the largest area under onion cultivation in the world. It is also contributing substantially towards the export of the value-added products from our country. White or yellow onions are commonly using for producing dehydrated products whereas, the red ones are more preferred for direct consumption.

Introduction

Owing to several biotic and abiotic stresses, the problem of agrarian distress in India has accentuated in recent years. The Indian government set a target of doubling farmers’ income by 2022–2023 in its annual budget for 2016–17 and started a number of initiatives to achieve this goal, including better irrigation efficiency, crop insurance, market infrastructure improvements, organic farming promotion, soil health restoration, and others. The pathway for doubling of farmers’ income encompasses several dimensions, from production to post-harvest management. These include: bridging yield gap, crop diversification, improvements in total factor productivity and proper management of irrigation (GoI, 2007, Evenson et al. 1999) alongwith the provisions of market and institutional support for efficient post-harvest management. With respect to Himachal Pradesh, in order to improve the productivity levels of existing crop enterprises and promote the diversification of cropping systems, various steps have been taken by the line departments which include the creation of water harvesting and irrigation infra-structure, skill up gradation of farmers, subsidy on critical inputs like seed, fertilizers, plant protection materials, market access through information technology and village road network, crop insurance schemes, etc. The impact of these interventions is reflected through the continuous increase in the productivity levels and inclination of farming community towards the adoption of new crop enterprises vegetables and fruit crops.

Introduction

A large number of institutions in the field of agriculture and allied sectors are contributing to research in development of high yielding varieties of crops, technological innovations and other initiatives to boost production and human resource development. The technology available has to be permeated depending upon the necessities of the region – its soil, climate, culture and needs and means of the farmers, available human resources, feasibility and viability of different parts of the country. It has been observed that there are variations in knowledge and technological percolation. The National Commission of Farmers (founded in 2004) raised the issue of knowledge deficit, which directly impinges on agriculture productivity. There are significant gaps in backward and forward linkages between the agricultural laboratories and the farmers, in so far as transfer of technology is concerned. The 10th and 11th plans have emphasized the need for effective extension services. The 11th Plan Approach Paper also states that “in the longer run, growth in agriculture productivity can be sustained only through a continuous technological progress”. The 11th Plan shows a concern towards the problem of transfer of technology and knowledge at grass-root level and puts forth challenges before the extension agencies. The 11th Plan points out that extension services are to be treated as a service delivery mechanism. The 12th Plan also emphasizes the need for mechanisation of agriculture with robust extension services.

Concept of Review of Literatures

The Review of literature is a systematic, explicit, and reproducible method for identifying, evaluating, and synthesizing the existing body of completed and recorded work produced by researchers, scholars, and practitioners. The Review of literature is also a resource paper, which includes the current knowledge including substantive findings, as well as theoretical and methodological contributions to a particular topic. These are available mostly in academic and scholastic journals.

Review of literature provides the basics for research in nearly every academic f ield. The aim of review of literature is to highlight what has been done so far in the field of interest and how our findings are related to earlier research. The review of literature also indicates the following by providing referential inputs.

(i) Approaches

(ii) Methods

(iii) Variables used

(iv) Statistical procedure

(v) Expected results

1. Introduction

Sustainability embodies an ecological vision aimed at fostering enduring human coexistence on Earth. Over time, its definition has evolved in literature and context, generating ongoing debate. Generally, experts frame sustainability around three pillars: social, economic, and environmental. While environmental concerns often dominate discussions, sustainability encompasses broader challenges like pollution, land degradation, biodiversity loss, climate change, and ecosystem service decline. This concept influences decision-making globally, politically, and personally.

Sustainable development, often used interchangeably with sustainability, is distinguished by UNESCO as a long-term objective versus the diverse processes and pathways to achieve it. Within the economic dimension, the tension between welfare and environmental preservation is explored through concepts like “weak and strong sustainability,” acknowledging the necessity of trade-offs. Ideal policies would aim to decouple environmental degradation from economic growth.

Introduction

The history and evolution of extension in India during the Pre- independence and Post- independence periods have been narrated in Chapter 2. The major breakthrough in Agricultural Extension was the introduction of the T&V system with WB support from 1977 to 1997. The system tried to establish a strong linkage between the research and extension. Technical messages received from research stations were transferred to the farmers through an organized extension system at fixed time intervals and obtained feedback from the farmers about the technologies. However, the system was constrained by structural problems at organizational level. The system adopted a classical top- down approach and the recommendations were suitable for irrigated areas bypassing the rain- fed areas. After the withdrawal of support from WB, the T&V system was constrained by the paucity of funds to manage the manpower created, and the unpaid farmers did not continue to work. After withdrawal, it was considered necessary to make the extension more demand- driven, participatory, group extension, and farmer- centric with possible convergence for which extension reform in India was necessary.

Extension reform in India

There are many countries where extension and advisory services reforms are occurring globally (Swanson and Rajalahti 2010; World Bank 2012). Since agro- ecological conditions and access to markets vary within most countries, decentralized extension system was needed. It was considered that decentralized and demand- driven extension allows farmers to participate in setting the agenda and demanding extension and research priorities. The extension reforms made the system reach the smallholders, resource- poor, and women, and also focused on sustainability. When the donor funds dry up or the pilot projects end, the farmers no longer have access to the extension services (Birner and Anderson 2007). Therefore the public extension needs to be sustainable in extension services delivery.

Introduction

Regenerative agriculture is an approach to farming and land management that focuses on restoring and improving the health of ecosystems and the soil (Latacz and Nuppenau. 2019). It goes beyond sustainable agriculture by actively seeking to regenerate and rejuvenate the natural resources utilized in agricultural practices (Lal, 2018). The goal of regenerative agriculture is to create a resilient and sustainable farming system that enhances biodiversity, improves soil health, sequesters carbon, and promotes overall ecosystem health (Paustian, et.al., 2018). Regenerative agriculture encompasses a range of practices and principles that vary depending on the specific context and agricultural systems (Smith et. al., 2015).

Regenerative Agriculture often include:

• Conservation tillage: Minimizing soil disturbance to maintain soil structure, prevent erosion, and preserve beneficial microorganisms.

• Cover cropping: Planting cover crops in between cash crops to protect the soil from erosion, improve nutrient cycling, and enhance soil fertility.

• Crop rotation and diversification: Alternating crops and incorporating diverse plant species to improve soil health, break pest cycles, and optimize nutrient use.

• Composting and organic matter management: Adding organic materials to the soil to improve its fertility, water-holding capacity, and nutrient availability.

• Managed grazing: Employing rotational grazing strategies to mimic natural grazing patterns, improve soil health, and promote plant growth.

• Agroforestry: Integrating trees, shrubs, or other perennial plants into agricultural systems to provide additional ecosystem services, such as shade, windbreaks, and habitat for beneficial organisms.

Introduction

Landscaping is an expanse of scenery, a great way to add beauty, and curbs appeal to the place. The urban landscaping designs the outdoor and indoor places marveling the beauty of nature, i.e., the warmth, breeze, sunrays, shade, and the cool climate. Sustainable Landscaping can be defined as the designing of a garden considering the environmental issues at hand and landscaping in such a way that the designs, the planting materials, and the management are in balance with the locality with minimal resources. According to Loehrein (2013), organic gardening practices are integral to the design, construction, and maintenance of sustainable residential and commercial gardens.

Precision sustainable gardening, which involves applying specific amounts of care and resources to individual plants at precisely the right time and in the right place, is a form of precision farming. The local community, the environment, and the health of birds, bees, and other wildlife can all benefit immediately from a sustainably landscaped yard. Xeriscaping, grasscycling, erosion control, water conservation, carbon sequestration, habitat creation, mulching, and composting are all practices that contribute to more sustainable and climate-appropriate landscapes (Kamakshi, 2022).

Introduction

Tissue culture refers to the technique of growing cells, tissues, or organs under controlled, artificial conditions. This allows propagation of tissues from a small sample of cells/tissues under sterile conditions. Plant tissue culture is widely used for various purposes, including the production of disease-free plants, rapid multiplication of plants with desirable traits, genetic modification, conservation of rare or endangered species, etc. Tissue culture is a valuable technique because it enables consistent and large-scale production of plants, ensures genetic uniformity, and allows manipulation of plant biology at cellular level. In this chapter, we will discuss about the major types of tissue culture techniques and their advantages, disadvantages, as well as applications in brief.

Different Types of Tissue Culture

Callus culture involves induction and growing of unorganized, undifferentiated cell masses from an explant on a nutrient/culture medium. The part of plant used to induce callus is called explant which can be tissue, organ or part of a plant.

Organ culture is used to maintain or grow an entire organ or a part of organ in vitro. It preserves the structure and function of the organ for studies or transplantation.

Embryo culture involves isolating and growing embryos from seeds or ovules in a nutrient medium. It is used to bypass seed dormancy or rescue embryos from hybrid crosses that may not develop naturally.

Cell suspension culture involves growing dispersed cells or small cell clusters in a liquid medium under continuous shaking. This is used for large-scale production of cells, secondary metabolites, and studying cell biology..

Introduction

The “plant disease triangle” is a fundamental concept in plant pathology that illustrates the interaction between three essential components necessary for the development of a plant disease. Firstly, the host plant which refers to the plant species or cultivar that is susceptible to the pathogen. Host plants provide the necessary environment and resources for the pathogen to establish, grow, and reproduce. Secondly, the pathogen which is any organism (such as fungi, bacteria, viruses, nematodes, or other microorganisms) that can cause disease in plants. Pathogens can infect host plants through various means, including direct contact, airborne spores, soil-borne organisms, or vectors such as insects. And thirdly, the environment which encompasses all external factors that influence the interaction between the host plant and the pathogen. This includes abiotic factors such as temperature, humidity, soil moisture, light, and nutrient availability, as well as biotic factors such as the presence of other organisms (competitors, predators, symbionts) that may affect disease development.

The plant disease triangle illustrates that the occurrence of a disease requires the presence and interaction of all three components: a susceptible host, a virulent pathogen, and a conducive environment. If any of these components is missing or unfavourable, disease development may be inhibited or prevented. Any change in ecosystem can affect plant diseases, because plant disease is the result of interaction between a susceptible host, virulent pathogen and favourable environment. If any of the three factors are altered, the progress of any one disease can change. Although interactions among the three factors must be matched, weather is an important variable due to its dynamic behaviour.