eChapters

Agriculture is undergoing a major transformation driven by digital technologies, artificial intelligence, and data-based decision-making. This chapter introduces the concept of smart farming and explains the transition from traditional agriculture to precision and digital agriculture. It discusses enabling technologies such as the Internet of Things, remote sensing, cloud computing, machine learning, and data analytics. These technologies facilitate real-time monitoring, precision irrigation, crop surveillance, yield forecasting, and efficient resource management. The chapter also examines the development of cyber-physical agricultural systems and the potential of automation. Challenges including data quality, infrastructure, cost, technology adoption, and the rural digital divide are also highlighted.

1. Introduction to Nepal and its Agriculture

1.1. Geography

Nepal is a country of enormous geographical diversity, and is situated in the southern slopes of the central Himalayas, which spreads over an area of 1,47,181 square kilometers. Sandwiched between India on three sides- east, west, and south – and China to the North, Nepal is a land-locked country (CBS,2003).
 
Geographically, the country is broadly divided into five roughly parallel east-west regions (ecological belts), which from north to south are known as High Mountains, Mountains, Hills, Siwaliks  and Tarai. With altitudes ranging from less than 100 m in the Tarai to 8,848 m in the High Mountains, there exist different climates and different types of farming systems within Nepal. As a result of these diversities, a wide variety of crops, vegetables and fruits are produced.
 
For administrative and developmental purposes, Nepal is divided  into 75 districts. Each district is further divided into Village Development Committees (VDCs) in rural areas and municipalities in urban areas. At present, there are 3,913 VDCs and 58 municipalities in Nepal.

1. OVERVIEW OF AGRICULTURAL SCENARIO AND EXTENSION SYSTEMS IN JAPAN

1.1. Japanese Agricultural Policy and its Short History

The modernization of Japan’s agriculture was started through mechanization such as cultivators, rice planting machines, tractors and combines in the 1960s. Mechanization led to a large decrease in hours spent on rice cultivation, and the redundant labor force moved from agriculture to the manufacturing industry. This movement resulted in the modernization of rice cultivation, high productivity and high income for farm households.

On the other hand, a decreased demand for rice caused by westernization of the diet, e.g. greater consumption of animal products, became a serious problem. The national government decided to regulate rice production, and the acreage of paddy fields equivalent to the excess rice production has been used to cultivate other plants since 1978. Nowadays, the permitted area for planting rice is about 60 per cent of the paddy fields, with the other 40 per cent used to cultivate other plants such as barley, soybean, buckwheat and so on.

The major focus of the study was to critically analyse the overall performance of Women Dairy Cooperative Societies (WDCS) in two districts of Odisha. The methodology used in carrying out investigation has been outlined in eight sections as mentioned below.

1. Selection of problem
2. Research design
3. Plan of work
4. Locale of the study
5. Sampling procedure

Genetic improvement creates permanent, heritable gains in milk production, growth, fertility, disease resistance and environmental adaptation. This chapter explains how artificial intelligence complements conventional phenotypic and pedigree-based selection by analysing large genomic and performance datasets. Machine-learning models reveal genotype-phenotype relationships, predict breeding values and support earlier, more reliable selection. Applications include genomic selection, precision breeding, reproductive technologies, bioinformatics and digital twins. AI can reduce generation intervals and improve the efficiency of breeding programmes, but its success depends on data quality, representative populations and interpretable models. Ethical concerns, genetic diversity and long-term sustainability must also be considered when designing AI-supported breeding systems.

Genetic improvement creates permanent, heritable gains in milk production, growth, fertility, disease resistance and environmental adaptation. This chapter explains how artificial intelligence complements conventional phenotypic and pedigree-based selection by analysing large genomic and performance datasets. Machine-learning models reveal genotype-phenotype relationships, predict breeding values and support earlier, more reliable selection. Applications include genomic selection, precision breeding, reproductive technologies, bioinformatics and digital twins. AI can reduce generation intervals and improve the efficiency of breeding programmes, but its success depends on data quality, representative populations and interpretable models. Ethical concerns, genetic diversity and long-term sustainability must also be considered when designing AI-supported breeding systems.

Abstract

Over the years, global climate change has negatively impacted the resources of western Himalayan region and the diversity of floral wealth has been endangered. The endangered livelihoods of agriculture based sector call for incorporating stress resistance by sustained effort that includes resort to infusion of new technologies. Biotechnology offers possible solutions to many of the intractable problems. Development and commercialization of transgenic crops have witnessed phenomenal growth in recent years. An array of traits viz. insect pest resistance, herbicide tolerance, abiotic stress tolerance, augmentation of nutritional qualities etc. have been targeted and successfully modified through plant genetic engineering. The global area of transgenic crops has seen a tremendous increase to attain 148 million hectares in 2010. Progress in understanding plant genome structure and function by high throughput characterization of genome, transcriptome, proteome and metabolome is providing new opportunities to deal with complex traits that result from interactions of a large number of genes. The other significant application of biotechnology in crop improvement has been “Marker Assisted Selection” (MAS). Development and integration of DNA based markers in the selection process has empowered the breeder to identify the desired genotypes without any interference of environmental effect or tissue specificity of expression. Cultivation of MAS derived crop varieties in the country bears testimony to the success of this technology.

Temperate horticulture in Himalayan States forms the backbone of states economy by providing livelihood to more than 10 million people and draws about 60% of its Gross Domestic product (GDP) from the surrounding ecological resources. Being an important sector it has been given priority in recent years through various developmental programmes to harness the vast potential of natural resources, the topography, soil, climate and horticulture crop diversity. The outburst in climate and over population have become a major concern challenging natural resources of the Himalayan region for sustainable development of agriculture and improving livelihood of the local inhabitants. Depleting natural resources and vagaries of weather are negatively affecting long-term sustainability of Himalayan agri-horti production system. In spite of several chal-lenges the horticulture in temperate region has made some progress. The area, production productivity, availability and export of horticulture products have increased manifolds leading to improvement in employment and farm income. But still the temperate fruit industry is far behind and is facing the problem of low productivity and high cost production due to lack of elite planting material, old and senile orchards, rainfed farming, lack of efficient water, nutrient and canopy management, high infestation of insect and pests, poor transport and communication coupled with weak post harvest infrastructure. The modern new high yielding varieties and technological interventions developed especially the high density plantations; canopy & pollination management; fertigation, INM and water harvesting; cost effective and eco-friendly protection technologies and post harvest management and value addition have shown great potential to revolutionize the horticulture sector to bring paradigm shift from existing low quality lower productivity sector to high quality-higher productivity sector. The farmers have an opportunity and can take the advantage of emerging technologies in temperate horticulture to improve their nutritional and livelihood security.

Northwestern Himalayan region is spread between 28°43^'-37°05^'N latitude and 72° 40^'-81°02^' E longitude covering an approximate area of 33 million ha. The major natural resources of western Himalayas are water, forests, floral, and faunal biodiversity. Although there is wide spectrum of farming systems diversity in the region, yet there are quite a few commonalities viz. crop diversity, including mixed cropping as well as crop rotation of subsistence nature rather than commercial nature of agriculture, maintenance of soil fertility through natural processes. The variability in agroclimatic conditions in the hilly regions of India due to geographical location and climatic conditions require micro planning for assuring sustainable agricultural production. Introduction of horticultural crops is more recent phenomenon and it has penetrated the traditional farming systems of Himachal Pradesh, Jammu and Kashmir and central Himalayan region for commercial benefits than the local consumption. Climatic conditions are optimal for growth of many food, medicinal and other commercial crops and live stock occur in these hills and the need is to exploit these opportunities for economic upliftment of the region, without degradation of natural resource base, therefore a long term development approach for sustainable farming system in these hills must have an eye on conservation farming for developing various production systems since this is a highly fragile system. The agriculture including livestock continues to be the dominant sector despite the fact that the area is exposed to adverse and harsh geophysical and agri-silviculture conditions. Strategies by planting fodder trees or grasses in the waste/ degraded lands (representing 7.9, 9.8 and 11.5% of the geographical area in Himachal Pradesh, Jammu and Kashmir and Uttarakhand, respectively), is needed for enhancing the fodder production. In addition, farm spaces on terrace risers and improved crop production technology coupled with integration of agroforestry will help in bridging the gap between demand and supply of the fodder. The indigenous agroforestry systems such as homestead (kyaroo), plantation crop combinations, scattered trees on farm lands/field bunds and bamboo grove are practiced by the farming community. The land management operations are predominated by different indigenous agroforestry practices which have proven potential and hold promise in alleviating the poverty among rural masses of this hilly region. The agroforestry systems provide unique opportunity for integration of different components in the farming systems, which help to optimize the ecosystem functioning and better management of land, water, and biological resources. These systems need to be further improved with suitable technological interventions considering the local population need, so that the socioeconomic status of the farming communities uplifted. Experiences gained in managing natural resources through well-tested agroforestry systems have been shared in this chapter.

1. Introduction

With the fairly recent advent of inexpensive, rapid sequencing technologies that continue to improve sequencing efficiency and accuracy, many species of animals, plants, and microbes have annotated genomic information publicly available. It is important to use this genomic information for the identification and isolation of novel and superior alleles of important genes from gene pools of the organisms

Introduction

ICT may be defined as technologies that facilitate communication and the processing and transmission of information by electronic means. ICT is an acronym that stands for Information Communications Technology and refers to technologies that facilitate communication and the processing of information by electronic means and includes everything from radio and television to telephones (fixed and mobile), computers and the internet. Information and communication has become an increasingly powerful tool for improving the delivery of basic services and enhancing local development opportunities. Recent years have seen increases in the use of ICT in almost all spheres of rural life. Especially, the rural communities require information among others on supply of inputs, innovations, improved technologies, credit, market prices and competitors. Since the concepts, methods and applications involved in ICT are constantly evolving on an almost daily basis. It’s difficult to keep up with the changes - they happen so fast.

Abstract

In the past decade, many knowledge-centric mobile phone initiatives in Indian agriculture have emerged, either substituting or supporting extension services by providing farmers with access to agricultural information. These knowledge-centric mobile phone platforms have the potential to reach many farmers directly with timely and accessible content. But the content that these deliver has more relevance if it is localized and context specific, as this improves the value and actionability of the information, which can have important impacts on farm management. The localization of content is influenced by how the projects access, assess, apply, and deliver content.

SYNOPSIS

In all probability the ancient farmer’s market originated on the streets of villages and later on, on the streets of towns. The street food survived through decades and centuries and now it has assumed its new role in fulfilling the readymade food demand of the working people of mega cities. The street food has now more relevance to the growing urban population. With the lapse of time and migration people to the cities, the business and activities of street food got expanded in qualitative and quantitative terms worldwide.

ABSTRACT

Expert Systems could be incorporated into extension education programmes to assist in solving problems using knowledge gathered from experts. During the process of problem solving, the Expert System becomes a source of educational material for the user. Hypertext may be incorporated into an Expert System as a means of providing the user with additional information. A hypertext approach to system development involves attaching information to specific phrases used in the system. The form of attached information can be textual, graphical or procedural. The methodology of developing expert system consists of two parts viz., developing computer-based Expert System and testing its effectiveness. The first part includes selection of most relevant subject matter area and procedure used in the development of an Expert System. The second part deals with the research design and technique adopted to test the effectiveness of computer-based Expert System versus human expert.

Abstract

Remote Sensing (RS) and Geographic Information System (GIS) have emerged as potential tools for competent planning and administration of water resources. In this study, a new methodology is proposed to delineate groundwater target zones using integrated RS, GIS and Analytical Hierarchy Process (AHP) method. The developed methodology is confirmed by a case study in Karur district of Tamil Nadu, Southern India. Seven thematic layers, viz., Lithology, Lineament Density, Geomorphology, Slope, Post– Monsoon Water Level, Drainage Density and Land use / Land cover were considered in this study. Selected seven thematic layers and their features were assigned suitable weights on the Saaty’s scale according to their virtual significance in groundwater incidence. The assigned weights of the thematic layers and their features were then normalized by using AHP. Finally, the selected seven thematic maps were incorporated by weighted linear combination method in a GIS environment to produce a groundwater target map.

We mean sustainable of agriculture as preservation of productivity of land for a long period. This requires deviation from present methods of cultivation. The deviation needs knowledge about ecological process. At present we mean agriculture in association with terms like, high-tech, bio-tech and info-tech. Our traditional farming system or conventional farming system essentially means sustainable agriculture.

Digital image processing is the use of computer algorithms to perform image processing on digital images. As a subcategory or field of digital signal processing, digital image processing has many advantages over analog image processing. It allows a much wider range of algorithms to be applied to the input data and can avoid problems such as the buildup of noise and signal distortion during processing. Since images are defined over two dimensions (perhaps more) digital image processing may be modeled in the form of multidimensional systems. Introduction to image processing 
Image processing is a method to convert an image into digital form and perform some operations on it, in order to get an enhanced image or to extract some useful information from it. It is a type of signal dispensation in which input is image, like video frame or photograph and output may be image or characteristics associated with that image. Usually image processing system includes treating images as two dimensional signals while applying already set signal processing methods to them.
Image processing is a method to perform some operations on an image, in order to get an enhanced image or to extract some useful information from it. It is a type of signal processing in which input is an image and output may be image or characteristics/features associated with that image. Now-a-days, image processing is among rapidly growing technologies. It forms core research area within engineering and computer science disciplines too.

1. INTRODUCTION

The paradigm of world’s livelihood is built on the basic foundation of natural resources which includes humans, plants, animals, soils and minerals, water and air. But the very livelihood of these resources are at stake because they are strongly linked and dependant on each other. And to add, the material resource namely ‘economy’ has invaded the tranquil habitat and life of the community of natural resources. Thus the present crisis is challenging livelihood of each of these natural resources whether it is human, plant or water or earth and the element of economy is interfering with the natural recourse of human depending on water and soil; and human, plant, animal together are depending on soil, water and air. But when the livelihood of soil, water and air is at stake how human, plant and animal can survive; hence the design of livelihood of world has the essential ingredients of all natural resources.

We humans are selfish and concerned about our livelihood security only and try to over-exploit other natural resources and assumed themselves as the master of all natural resources. Practically, there is war going on between and among natural resources. The world could be better if each natural resource has its own right with prospects to safeguard its livelihood and all resources together with better livelihood could offer the lively world.

2. UTILIZATION OF NATURAL RESOURCES

We should underscore that none of the natural resources are in ‘plenty’ and that we should ‘economize’ on each natural resource to build together the world’s livelihood. The food security of humans can not be attained without plants and plant security can nor be achieved without soil and water and it is impossible to keep secured soil and water without economics of management.

In short, the livelihood security of humans is entirely dependant on all other natural resources coupled with the material resource economy. It is incumbent on us to initiate appropriate steps from gross root to policy levels to make the world better.

3.1. CENSUS AND SAMPLE SURVEYS

Census or Complete Enumeration

A survey, which includes every element of the population, is known as Census or the Method of Complete Enumeration. If certain agencies are interested in studying the total population of a country, they have to obtain information from all the households in rural and urban area.

The essential feature of this method is that this covers every individual unit in the entire population. We cannot select some and leave out others. We may be familiar with the Census of a country, which is carried out after a particular period like every ten years. A housetohouse enquiry is carried out, covering all households. Human demographic data on birth and death rates, literacy, workforce, life expectancy, size and composition of population, etc. are collected and published by a government agency.

9.1. INTRODUCTION

A data are generally voluminous, so they need to be put in a compact and presentable form. This chapter deals with presentation of data precisely so that the voluminous data collected could be made usable readily and are easily comprehended. There are generally three forms of presentation of data:

Textual or Descriptive presentation

Tabular presentation

Diagrammatic presentation

Appendix-'A'    :    Standard Operating Procedure for Administration
    
Appendix-'B'    :    Standard Operating Procedure for Individuals
    
Case Study    :    Assam Floods 2004
        :    Peerchu Lake - A Disaster

Introduction

Pulses are major and cheap sources of protein in Indian vegetarian diet, providing most of the essential amino acids. Pulses are mainly consumed in the form of dehusked split pulses (Dal); and have 15-24% proteins. Various types of pulses grown are pigeon pea, chickpea, black gram, green gram, lentil, etc. Pulses are consumed because of body building properties due to the presence of various amino acids. By-products of pulses like leaves, pod coats and bran are fed to animals in the form of dry fodder. Some pulse crops like gram, lobia, urd bean & moong bean are fed to animals as green fodder.

Introduction

Meat is a highly nutritious animal product relished by majority of the population in India. India produced around 6.2 million MT of meat in 2013 (FAOSTAT, 2013), standing at fifth position in world meat production and accounts for only 3 per cent of total meat production in the world (APEDA, 2017). Contribution of livestock sector to national economy in terms of gross domestic product (GDP) was 4.1 per cent in 2012-13 (Islam et al., 2016). The percentage of meat subjected to processing in India is only 1-2 per cent compared to 70 per cent in developed countries (Sen et al., 2013). Relatively higher proportion of poultry (7-8%) is converted into further processed poultry products. Major proportion of the meat produced in the country is derived from old and unproductive animals. Availability of spent birds is also on the rise due to the rapid growth in poultry industry. Meat from such animals and poultry has less desirable palatability attributes, especially tenderness, which makes it more suitable for processing into value added products. This will provide consumers with more acceptable, convenient, healthy and versatile products while simultaneously increasing the economic returns to the processor. The profitability of meat industry is critically dependent in deriving extra value from lower-value meat cuts. To achieve this, value must be added in the eyes of the consumer across the wide chain of value added products.

ABSTRACT

Coastal aquaculture in India is synonymous with shrimp culture since shrimp has a pronounced presence among the basket of commodities produced in the sector. In coastal aquaculture, maximum area is under shrimp culture due to its high profitability, ready marketability, premium price and unlimited export demand. Since the growth of shrimp has showed significant fluctuations in terms of area, production and productivity over time, this paper aims to seek and use appropriate methodology for computation of growth rates. Accordingly, the present study utilized nonparametric regression method for computation of growth rates. Results indicated that the methodology has been successful in extracting required information from the data set. The analysis revealed that growth of Indian shrimp farming is largely governed by east coast states. Potentiality of west coast states remains grossly underexploited. Broad results also indicate that growth rate is higher in commercial shrimp farming states compared to traditional farming states. Shrimp farming being a livelihood option for small and marginal farmers of the deprived sections of the population of a developing country, like India, consistent yield is more important than substantial growth in yield in shrimp farming.

For any research endeavor, perusal of available literature is of paramount importance. Such an effort will highlight the attempt made and provide a clear comprehension of similar studies. A search on earlier research studies revealed that only a few have concentrated on Multimedia, Interactive Multimedia and Information Technology (IT) in transfer of farm technology. The available concepts and literature are presented under the following sub-heads.

2.1 IT in Farm Technology

2.2 Interactive Multimedia in Farm Technology Transfer

2.3 Selection of Farm Technology

2.4 Effectiveness of Different Extension Teaching /Learning Methods

2.5 Effectiveness of Knowledge Gain

2.6 Effectiveness of Symbolic Adoption

2.7 Farmers Perception about Farm Technologies and Modes of presentation

2.8 Relationship of Characteristics of Farmers with their Knowledge and Symbolic Adoption.

Key words : Flood Plains Agro-ecosystem, GIS, RS, Spatial Cropping Pattern, Radiometric Normalization, NDVI, Agricultural Systems.

Introduction

Of late, evidence is accumulating to suggest that high productivity and growth rates achieved during the Green Revolution era in the well-endowed regions of the country (i.e North West India) are no longer being sustained to meet the needs of still increasing population in the country. Past growth sources have nearly exhausted and there is also no scope for expansion of crop land. Indeed pressure for competing land uses will likely reduce area under food grain crops. Shrinking natural resource base (per capita availability of land and water devoted to agriculture), declining quality of resources and environmental degradation issues will imply increasing threat to our ability to meet the basic needs of the growing population of the region unless we shift our effort to potential regions like flood plains of the country for improving productivity.

The flood plain riverine lands of India covering approximately 42 m.ha though most endowed with natural resources and has all the potential of becoming rich, is still economically backward. The reason behind this paradox of extent of poverty in the midst of richness of resources is that the natural resources of the region are not being productively harnessed into the process of the economic development and thus are not delivering their potential and commensurate benefits to the people. The Green Revolution technologies evolved during of 60’s and 70’s had little or no impact in this region of the country. Undesirable spatio-temporal distribution of flood in these areas keeps agriculture under uncertainty and risks. These are also the areas where the poorest are concentrated and agriculture largely continues to be more of subsistence. The nature of agricultural problems are highly variable due to great diversity in the production system as also in the socio-economic conditions of the communities requiring location specific approaches to address the problems and enhance the productivity.

1. OVERVIEW OF THE NATIONALAGRICULTURE SCENARIO - NATIONAL EXTENSION SYSTEMS, SCOPE AND IMPORTANCE

Like in many developing countries, Agriculture Sector being the backbone of the Sri Lankan economy, contributes significantly (11.3 per cent in the year 2007) to the Gross Domestic Products (GDP) and the economic growth by 7.7 per cent (Central Bank of Sri Lanka, 2007). As to the situation in 2007, 80 per cent of country’s population of 20.01 million is rural and 31.3 per cent of the total Sri Lankan work force is employed in Agriculture sector. Nearly 14.6 per cent of the population still depends on the agriculture as the main livelihood. The country’s GDP has been growing at 6.8 per cent per annum (in 2007), though that of agriculture is growing at only 3.3 per cent.

Country as a whole is constituted by 25 administrative districts all of which is encompassed into nine provinces. Of these, nearly four fifths are predominantly agricultural districts with over 60 per cent of the total population living in them. Majority of the population in these districts constitutes the farming community and they, by and large, are the ones who keep the nation feeding. Apart from plantation agriculture which looks after large scale plantation level crops like tea, rubber, coconut along with other crops like cinnamon, pepper, coffee, cloves, nutmeg etc., grown extensively for the export market, almost all other food crops are grown by farmers, majority of who own land plots less than 2 hectares. On the one hand, this makes agriculture mainstay of a major sector of the population and on the other hand they are spread nearly everywhere in the country rather thinly on the ground.

7.1. Rice

• Treatment of paddy seeds in diluted bio gas slurry for 12 hours increases resistance of seedlings to pests and diseases.
• During panicle formation in paddy, the flowers of Cycas circinalis are placed on sticks in paddy fields @ 4/ac. Its unpleasant odor repels ear head bugs.
• About 30 kg of tamarind seeds are applied for an acre of paddy field 1 day after transplanting to boost up the crop growth and yield.
• Soaking the paddy seeds in diluted cow’s urine before sowing, considerably reduces the incidence of leaf spot and rice blast
• Presoaking of paddy seeds in milk increases its resistance against ‘tungro’ virus and ‘stunt’ virus
• For control of red leaf spot disease in paddy, the seeds are soaked in ‘Pudina’ leaf extract (Mentha sativa) for 24 hours
• ‘T’ shaped bamboo stands are placed in many places in the paddy fields so that birds can sit on them and feed on the larvae and adults of rice pests.
• Sowing on eighteenth day (Aadipperukku) of Tamil month Aadi (Jul-Aug.) ensures good harvest.
• Daincha (Sesbania spp.) seeds are sown on paddy main fields when paddy nursery is raised and the grown up daincha is ploughed in-situ during field preparation.
• Plough the main field for four to six times for better yield.

Remote sensing images have an important characteristic known as spatial frequency. Spatial frequency is defined as the number of changes in pixel value per unit distance. Few changes in pixel or brightness value over an area in an image are known as low spatial frequency area like agricultural fields, forests, water bodies, etc. If the changes are large, then it is known as high frequency area like roads, built up areas, etc. Spatial filtering is an approach for extracting quantitative spatial information by taking into account the neighbouring pixel values along with the independent pixel value. Therefore, filtering is a technique for modifying or enhancing an image. Filtering is done to improve the interpretability of raster image or to extract certain information from them. It is a neighbourhood operation because the value of any pixel in the output image is determined by applying certain algorithm on the neighbourhood pixels of the corresponding input pixel. The nature of algorithm to be applied depends upon the information which user wants to derive from the raster image. Filtering operations are mainly done for smoothening, sharpening, noise removal and edge enhancement. A filter is a kernel of small array which is applied to input pixel and its neighbouring pixels in the raster. There are many types of filters which can be applied to a raster image in R. These types with their respective R – code examples are explained further.

Elevation or height data of land surface above a defined vertical datum is stored in the form of raster grids which is known as Digital Elevation Model (DEM). The DEM data can be processed to derive many useful parameters like slope, aspect, curvature, roughness, etc. This process of quantitatively describing terrain obtained from DEM data through computation of many variables is known as Digital Terrain Analysis. Digital terrain analysis has applications in the various fields like hydrology, ecology, geomorphology, etc. DEM data for digital terrain analysis are available from the satellites like ASTER (Advanced Spaceborne Thermal Emission and Reflection Radiometer), Cartosat, ALOS (Advanced Land Observation Satellite), and SRTM (Shuttle Radar Topography Mission).

In this exercise, we are going to discuss the derivation of some primary and secondary terrain attributes from DEM data in R software. For performing digital terrain analysis in R, following packages are required.

The modern or climate controlled greenhouse requires massive inputs of energy and cost of claddings to grow crops out of season making them high cost structures. However, growing of certain horticulture crops and their nurseries out of season is happening in a sustainable way, using the heat from the sun and soil too. These are called passive solar greenhouses designed to retain as much warmth as possible. This concept has revolutionized vegetable production in Ladakh, high altitudes and other parts of the country in winter months.

The solar greenhouse is especially successful in China and are contributing mainly in vegetable production. Solar passive greenhouses are designed in different shape size using different local and other materials keeping in view the local climate and terrain. The poly houses mentioned earlier such as, low cost polyhoses, Ladakhi poly house, solar trench, polyench are passive solar green houses. Being the opposite of the climate controlled greenhouse, the passive solar greenhouse is heated all-year round with solar energy alone, even when the outdoor temperature drops below freezing point. The indoor temperature of the structure can be higher than the outdoor temperature. The temperature can be around 25°C (45°F).

Such greenhouses have been experimented by Defence Research and Development Organization through its establishment FRL (Field Research Laboratory) now DIHAR (Defence Institute of High Altitude Research), Leh/ Ladakh since 1962 during November to the end of March, the period during which the outside temperature drops there below freezing. The average temperature in the coldest month is between -15°C and -18°C. Over the several decades of research different and effective designs of such greenhouses have been standardized which are suitable to produce fresh vegetables like most of the leafy vegetables, tomato, cole crops and potato at sub zero temperature.

Status of Women

As per 2011 Census, women account for 586.46 million, and represent 48.5% of India’s total population. However, from global perspectives, they constitute half of global population, and 1/3^rd labour force, but receive only 1/10^th of world income, and own less than 1% of world’s property. Further from national point of view as Reddy et al. (1994) in his study opined that “although women constitute 50 percent of India’s population, perform two-thirds of the work and produce 50 percent of food commodities consumed by the country and they earn only one-third of the remuneration and 10 percent of the property or wealth of the country.

The vast majority of working women are uneducated cultivators and agricultural labourers residing in villages. Most of the women, working on the family farm are unpaid labourers. 63 percent of all educated women with at least a high school certificate are unemployed, and of the 37 percent who are employed 15 percent are clerks, 5 percent teachers, 7 percent nurses and 10 percent are other professionals. Only 6 percent of Government employees are women (Jain, A.K. 2004). Rural Women form the most important productive work force in the economy of majority of the developing nations including India. Agriculture, the single largest production endeavour in India, contributing about 18% of GDP, is increasingly becoming a female activity. Agriculture sector employs 4/5th of all economically active women in the country. 48% of India’s self-employed farmers are women. There are 75 million women engaged in dairying as against 15 million men and 20 million in animal husbandry as compared to 1.5 million men.

Despite progress in several key indicators, a gender analysis demonstrates that women continue to be relatively disadvantaged in matters of survival, health, nutrition, literacy and productivity. Further, more than 90 percent of rural women are unskilled, restricting them to low paid occupations. Women generally have no control over land and other productive assets which largely exclude them from access to institutional credit. Further, agricultural wages for women, on an average 30-50 percent less than those for men. Though they work for longer hours under inhospitable conditions, their participation in decision making process is less than desirable.

It has been found that at the household level the health of female members in any family suffers to a large extent. It could be encountered to low health care, poor housing or/and environmental conditions. Due to malnutrition it affects the health to such an extent that it gives rise to many diseases. For a sustainable nutritional status food and various aspects of health needs attention. Looking into that, nutrition is directly related to the health status. For food and nutrition security it is vital to see the availability, accessibility and utilization of food. The World Food Programme (WFP) developed the Vulnerability Analysis and Mapping (VAM) project to analyse the vulnerability to food insecurity of target populations. A prominent part of VAM is related to food access. The demographic and Health Survey (DHS), funded by USAID, provides health data for many countries to help them design their national policy. FAO has developed the Global Information Early Warning System (GIEWS), which collects data related to temporary food insecurity. Under the leadership of WHO, several health surveillance systems have been developed and implemented to monitor the epidemiology of various forms of malnutrition and of selected diseases. At the meso or sub-national level, food market surveys provide data on the availability of food. Agricultural production surveys, intra-household food frequency interviews, immunization surveys and anthropometric surveys of children under five can be used to assess the availability, accessibility and utilization of food and its stability at micro level. Most common Food and Nutrition Security (FNS) indicators at different social and administrative levels depends on the supply and demand. To determine the national situation of food availability data on the production of different food commodities, fertility rate and the trends in internal population needs to be seen. Food prices and per capita food consumption are indicators for national food accessibility. The rates of stunting, wasting and underweight in children, low Body Mass Index (BMI) in adults and low birth weight are FNS impact indicators that designate the extent to which food is adequately being used, utilized and converted into a satisfactory national nutrition situation. Fluctuations and shortages of food availability or accessibility in food prices make the national FNS unstable. Sensitive indicators for accessibility of food are the prices in the market. The sewage disposal and diarrheal diseases (DD) rates affect food utilization.A temporal food and nutrition insecurity arises due to pre and post harvest food availability and accessibility along with low BMI.If the food is in shortage leading to the consumption of more wild foods indicates reduced food availability at household level. Also if the number of meals per day goes down and unemployment increases it indicates low food accessibility.Malnutrition indicators like wasting, goitre or anaemia among the household members show reduced food utilization at micro level. Finally, changes in pre-harvest food consumption practices are good indicators for temporal food insecurity.

2.1. Introduction

There are few studies on the performance and efficiency of Indian commodity derivatives market. Despite a considerable amount of empirical literature, there is no general consensus on whether or not the markets are efficient. As far as the role of futures contract in agricultural commodity is concerned, several studies have been attempted to examine their contribution towards agricultural development of any state and/or country. This chapter presents the review of existing literature on the concerned topic based on interrelationship among the spot and futures market in agricultural sector, role of futures market in discovering spot prices, futures market and commodity price volatility etc.

The extension professionals are interested to disseminate technology to the users. The users are rural people. The users of technology are to read and understand technology designed for them. Rural readers have different interests like, crop production, animal husbandry, fisheries, forestry etc.

16.1 OOP in python

Object-oriented programming (OOP) is a programming language model which organized object and data.

16.1.1 What is Encapsulation

If same variable is reapet in two different palce then which problem is solved using encapsulation it means one variable is making private otherwise program generate error.

16.1.2 Abstraction

Abstraction in Python is the process of hiding the real implementation of an application from the user and emphasizing only on usage of it. For example, consider you have bought a new electronic gadget. Along with the gadget, you get a user guide, instructing how to use the application, but this user guide has no info regarding the internal working of the gadget.

Another example is, when you use TV remote, you do not know how pressing a key in the remote changes the channel internally on the TV. You just know that pressing + volume key will increase the volume.

Climate-smart Agriculture Practices and Indicators

Considering the three pillars of climate-smart agriculture such as productivity, adaptation and mitigation, different technologies and practices have been evolved.

The CSA practices are grouped under soil and land management, water management, crop management, livestock management, forestry, fishery & aquaculture and energy management. The World Bank Group (2016) has suggested broad indicators of CSA practices (Table 7.1; Chapter 7)

There are many distribution networks which an organization may use depending upon the nature and usage of the product. Generally, there are two types of distribution networks which are being widely used the first is direct selling to the customer and the second is to have intermediaries in between which ensures that the product is available to the final consumer. In this indirect method the company is not in direct touch with the customer and this gap is filled by the middleman. The middleman not only provides the product to the customer but he also provides continuous feedback to the organization about the product and market demands. 

A successful and sustainable farmer producer organization (FPO) is an entity that is owned and managed by farmers, and is focused on improving their livelihoods through sustainable and profitable agricultural practices. Such an organization operates with a long-term vision, and is able to adapt to changing circumstances in the agricultural sector. Viability, stability and sustainability are the three degrees of permanency in business. Analysis of these three is very important for any business and entrepreneurs.

5.1. Viability

viability of a business indicates that it is (or has the chance to be) successful. A viable firm is profitable, which indicates that it generates more income than it spends on operating expenses. It is tough to resurrect a failing firm. The company would need to either boost income or lower expenditures. 

Traditionally, remote sensing encompasses a wide array of technologies and methods used to gather information about objects, areas, or phenomena without direct physical contact. This includes devices like seismographs, fathometers, radar systems, and more. These tools enable us to observe and measure various aspects of the environment from a distance.

However, in contemporary contexts, when we talk about remote sensing in a more specialized sense, we often refer to the use of satellite and aerial-based systems to capture and analyze electromagnetic radiation reflected or emitted from the Earth's surface. This form of remote sensing has become incredibly valuable in fields such as environmental monitoring, urban planning, agriculture, forestry, and disaster management, among others.

Modern remote sensing techniques leverage sensors capable of detecting specific wavelengths of electromagnetic radiation, such as visible light, infrared, and microwave radiation. By analyzing the patterns and intensity of this radiation, researchers can derive valuable information about the Earth's surface features, including vegetation cover, soil moisture, land use, and changes over time.

Lithological interpretation of igneous rocks involves the identification and description of the different types of rocks that form as a result of the cooling and solidification of magma or lava. Igneous rocks can be classified based on their mineral composition, texture, and the way they formed. Here are some of the common types of igneous rocks and their characteristics:

1. Basalt

Basalt is a dark-colored, fine-grained rock that forms from the rapid cooling of lava. It is typically composed of minerals such as pyroxene, plagioclase feldspar, and olivine.

Basalt is a common extrusive igneous rock formed from the rapid cooling of basaltic lava. It is typically dark in color, ranging from black to dark gray, and has a fine-grained texture. Basalt is composed mainly of plagioclase and pyroxene minerals, with smaller amounts of olivine, magnetite, and other minerals.

Basalt is found in many parts of the world, including the oceanic crust, volcanic islands, and some continental regions. It is also used as a construction material, such as in road paving, because of its durability and resistance to weathering. Additionally, basalt fiber is used in various applications, including reinforcing materials in composites, insulation, and other industrial uses.

Basalt in India: Basalt is a type of igneous rock that is commonly found in India. It is a dark-colored, fine-grained rock that is rich in iron and magnesium minerals.

Communication professionals often reference the Seven Principles of Communication, which, despite not being standardized, provide valuable insights for the Communication Competency within the Microsoft 365 Maturity Model. These principles can be particularly useful for those outside the communication field when developing communication strategies, conducting maturity assessments, or selecting appropriate technologies.

Principles of Effective Communication

1. Effectiveness: Communication must have a clear and purposeful objective. To achieve this, messages should be concise, consistent in tone and content, and engaging. Short, impactful statements often work better than lengthy prose. Visual aids such as diagrams and images enhance clarity and user experience (UX). Each message should culminate in a logical conclusion and a call to action. Effective communication also requires distinguishing between active and passive approaches, emphasizing important notifications while managing their frequency to avoid overuse. Inclusivity is crucial; approximately 10% of the population experiences dyslexia, and generational preferences for different media types (text, audio, video) must be considered. Alternative communication formats should be used to ensure messages are both effective and inclusive.

2. Comprehensiveness: Messages should be thorough and complete, leaving no ambiguity about the information provided. Recipients should have all necessary details to act promptly without confusion or loss of productivity. When communication cannot be completed in a single message, it should indicate when and how additional information will follow. Providing links to supporting materials is recommended.

3. Clarity: Clarity is essential for ensuring the message's purpose is understood by the receiver as intended by the sender. Messages should avoid causing confusion within the team. The format, goal, and language should be clear, and key points should be highlighted using short sentences, the active voice, and bullet points. Readability tools, spell checkers, and grammar checkers are valuable for verifying written communications before publication. Peer reviews or AI-assisted reviews can further enhance clarity.

4. Attention and Style: Effective communication captures the receiver's attention. Given the diversity in behavior, attention, and emotions, messages may need to be tailored for different roles and grades. Senior staff should exemplify the communicated messages, using appropriate messaging tools and processes. While formal communication is standard for conveying important information, informal communication can sometimes be more effective for gauging reactions and fostering engagement. Both communication styles should align with the organization’s ethos—typically positive, honest, respectful, open, and polite. AI tools can be used to check for the desired sentiment and style before publishing important communications.

5. Coherency: Communication often spans multiple tools and formats over time. It is essential to maintain a logical, well-planned, and consistent approach. Messages should connect with the main topic and reflect the company’s values, principles, and mission. Consistency with organizational policies, plans, and objectives is crucial to avoid conflicting messages.

6. Timeliness and Urgency: Communication should be timely and appropriately impactful, ensuring that messages are understood and actionable. It is important to distinguish between urgent and important information and to convey the timeframe for required actions. Confidence in message delivery timing is essential, and mechanisms for retrieving past communications should be implemented.

7. Importance of Feedback: Feedback is vital to confirm the effectiveness of communication, address questions, and clarify actions. Compliance requirements or monitoring functions may necessitate feedback or read receipts.

Charts and graphs are essential tools for visualizing data and presenting information in a clear and comprehensible manner. They transform raw data into visual representations, making complex data easier to understand, analyze, and communicate. Various types of charts and graphs serve different purposes and are chosen based on the nature of the data and the message intended to be conveyed.

Historical Background and Evolution

The use of charts and graphs dates back centuries, evolving alongside advancements in mathematics, statistics, and technology.

Early Developments

Ancient Civilizations: Early forms of data visualization can be traced back to ancient civilizations. For example, Egyptian hieroglyphics and Babylonian cuneiform tablets included basic graphical representations of information.

William Playfair (1759-1823): Often considered the father of statistical graphics, Playfair introduced several fundamental chart types, including the bar chart, line chart, pie chart, and circle chart, in his works such as “The Commercial and Political Atlas” (1786) and “The Statistical Breviary” (1801).

3.1 Introduction

In developing and in semi-developed countries, rural-urban migration is driven by the uneven distribution of employment, income-opportunities etc. (Skeldon, 1990). Rapid population growth, especially in rural areas, provides an important demographic backdrop to these rural-urban population shifts. Given the growing and well-known difficulties that are faced by the overall Indian population in f inding productive employment, it is important to study the characteristics of labors that migrate from rural-urban areas. Under this backdrop, attempts have been made in this study to examine the nature, pattern and determinants of rural urban migration and the spread of urban informal sector and the likely impact of rural-urban migration on agricultural productivity and efficiency.

1. Use of banana pseudostem in fish pond to enhance productivity of f ish: Pseudostems of banana, after harvesting the bunch, are added to the pond by cutting longitudinally, which increases the pH and oxygenation of pond water. This practice increases the fish yield. As it involves low cost, it is being followed by 80% of the farmers in Bastar village of Balasore district in Odisha.

2. ITKs on Craft and Gear Making / Maintenance (Vipinkumar et al., 2013): The major ITKs of scientific rationale identified in the craft and gear making and maintenance were ‘Sardine oil smearing on craft wood for improving the durability’, ‘Smearing cashew kernel oil on craft wood for durability’. Similarly, the durability of cotton nets was believed to be improved by dipping in banpu bark decoction. In the same way, beating nets with thalampu plant for ensuring strength was another one identified in craft and gear maintenance. The scientific validity assessment indicated that the boats of about 6.5 ft size length and 4.5 ft width require 3.5 to 4 litres of oil of sardine. The oil coasts about Rs 70/- per litre. Three cosequitive coatings followed by natural drying under sun are required for good results. Cashew smearing: The boats of about 6.5 ft size length and 4.5 ft width require 3.5 to 4 litres of cashew nut oil and the oil costs about Rs 40 -50/- per litre. Here also three cosequitive coatings followed by natural drying under sun are required for good results. Smearing Cashew kernel oil on craft wood for durability in Karwar of Karnataka is shown in photograph 1. For improving durability of nets, dipping nets in banpu bark decoction was practiced. The thalambu beating is nowadays not practiced due to the non-availability of those items. Instead, fisherfolk use a powder available in the market especially in the net shops. 1 kg of the colour powder (red/ blue) is required for 1 kg of net. The advantage is that the wastage due to mud coating and dirt can be rectified to a great extent.

Introduction
Agriculture is an age-old income generation activity in India. It plays a vital role in India’s economy. One in every two Indians relies on agriculture for livelihood. Over 58% of the rural households depend on agriculture as their principal means of livelihood. Over the period of time, the contribution of agriculture and allied sector in Gross Domestic Products (GDP) in India has declined to 14.4% in 2018- 19 from 51.8% in 1950-51. At current prices, the contributions of industry and services sector are 31.5%, and 54.1%, respectively as against the contributions of industry and services sector were 15.1% and 33.1%, respectively in 1950-51. This decline in share of agriculture and allied sector is result of the shift from traditional agricultural economy to industry and service sectors, this performance are very meagre if we consider the size of the employment in this sector. Presently, more than 50% of the total workforce of the country is employed in agricultural sector contributing to only 14.4% of GDP. With production of agriculture activity 26of $375.61 billion, India is 2nd larger producer of agriculture product in the world after China which has contribution of $991 billion in agriculture sector. GDP of industry sector is $560.97 billion and world rank is 6th. In services sector, India’s world rank is 8th and GDP is $1500 billion (FAENI, 2018- 19). Interestingly, contribution of agriculture sector in Indian economy is much higher (7.4%) than world’s average (6.4%), while contribution of industry and services sector is lower than world’s average (30% for industry sector and 63% for services sector).

It is a systematic method to solving problems through an examination of policy approaches.
It involves evaluating public policies, including their development, implementation and impacts, to determine their effectiveness in achieving desired outcomes. The process includes identifying relevant issues, assessing potential solutions, weighing the costs and benefits and recommending the most appropriate course of action.
Use of Policy Analysis in Decision-Making
Policy analysis combines qualitative and quantitative methods to assess policies’ implications on economic, social and political factors. It often includes stakeholder analysis, forecasting future scenarios and evaluating policy impacts using tools like cost-benefit analysis, risk assessment and statistical modeling

Introduction
In the contemporary digital era, Information Technology (IT) has emerged as a pivotal tool in transforming business and governance processes, enabling greater efficiency, transparency, and innovation. The process transformation facilitate by IT is not merely a technical upgrade but a fundamental rethinking of how organizations operate, deliver services, and interact with stakeholders. This transformation affects every facet of an organization, from internal workflows to customer engagement, and extends to how governments interact with citizens. Integrating IT into processes fosters greater flexibility, scalability, and adaptability, allowing organisations to respond swiftly to changing environments and demands.

Introduction 
The evolution of governance reforms in India must be situated within the broader global and domestic transitions in public administration. Inheriting its foundational structures from British colonial rule, India retained key institutional frameworks post-Independence in 1947, including the Parliament, Executive, Judiciary, and systems of law and order and revenue administration. Although these institutions provided a degree of continuity and stability, they gradually became mired in procedural rigidity, excessive centralization, and legal formalism. Mathur (2013) notes that the performance of the three core organs of governance, the legislature, executive, and judiciary, has drawn increasing public concern, particularly in their responsiveness to the rising aspirations of Indian citizens. In the early decades post-independence, India adopted a centralized, commandand- control model of economic and administrative governance. State officials wielded considerable discretion over the allocation of licenses, quotas, and permits, while the private sector remained underdeveloped and tightly regulated. This framework, while aligned with the nation-building ethos of the time, ultimately led to inefficiencies, corruption, and citizen disenchantment. The 1990s marked a watershed moment in India’s governance trajectory. With a balance-of-payments crisis and external pressures from international financial institutions such as the IMF and World Bank, India adopted neoliberal economic reforms centered on liberalization, privatization, and globalization (Ramesh Singh, 2013). These reforms fundamentally altered the state’s role from a direct provider of goods and services to a facilitator and regulator. A new governance discourse emerged, emphasizing accountability, transparency, efficiency, and citizen participation. This also marked the diffusion of New Public Management (NPM) ideas, which advocated for performance-based administration, managerial autonomy, and partnership with non-state actors. Simultaneously, the Tenth Five-Year Plan (2002–2007) explicitly identified governance as a key determinant of development outcomes, underscoring that economic growth could not be sustained without reforming the institutions