eChapters

There are many problems in the fields and offices for which we seek the advice of an expert. We recognize persons and experts not only for their knowledge through study but also their ability to apply the knowledge very effectively by virtue of the experience gained over a period of time. The need for experts increases in both dimensions as numbers as well as in the spheres to which expertise is needed. The sphere in which the opinion of an expert can influence decisions or actions is referred to as the domain of the expert. For last few years application of Information and Communication Technology (ICT) has brought revolution in many fields. It is the need of the hour that we explore the possibility and the fields of application in agriculture to acquire maximum benefit from the most promising technology of this information era. ICT is one of the thrust areas in the list given by the planning commission (Now Policy Commission), where emphasis can be given to increase the production and productivity of agriculture commodities. During last 50 years, lot of research has been done in the field of Agriculture, which has not been properly extended to the farmers. ICT could be applied as a means in extending the technologies brought up by National Agricultural Research System (NARS) to the farmers.

Advanced artificial-intelligence models can achieve high predictive performance, but their black-box nature limits clinical trust and accountability. This chapter examines interpretability and explainability as essential requirements for trustworthy healthcare analytics. It reviews intrinsically interpretable models, post-hoc explanation methods, example-based approaches and network-based explanations. A framework combining data preparation, model selection, ensemble learning, calibration, uncertainty estimation and explanation validation is presented. An explainable sepsis-risk prediction case study demonstrates logistic modelling, ensemble methods, Bayesian uncertainty, SHAP attribution and network analysis. The chapter also addresses causal reasoning, adversarial robustness, temporal and multimodal data, human-centred explainability, ethical responsibilities and regulatory requirements for dependable clinical AI.

Lotus

(Nelumbo nucifera)

Family: Nymphaeaceae/Nelumbonaceae

Origin: Southern Asia

Flower colour: White to deep pink

Plant part used: Flower (almost all parts)

Basic chromosome number: X=8

Somatic chromosome number: 2n =16

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

10.1 INTRODUCTION

Agriculture is a very important sector for the sustained growth of the Indian economy. About 70 per cent of the rural households and 8 per cent of urban households are still dependent on agriculture for their livelihood. Though, industrialization of the Indian economy has adversely affected the share of agriculture in the GDP, the fact can not be ignored that India has undergone a series of successful agricultural revolutions-starting with the ‘green’ revolution in wheat and rice in the 1960’s and 1970’s, the ‘white’ revolution in milk to the ‘yellow’ revolution in oilseeds in 1980’s. As a result, India has achieved self-sufficiency in agriculture. Applications of agricultural inputs at uniform rates across the field without due regard to in-field variations in soil fertility and crop conditions does not yield desirable results in terms of crop yield. The management of in-field variability in soil fertility and crop conditions for improving the crop production and minimizing the environmental impact is the crux of precision farming. Geographically, India is widely distributed into several agro-climatic zones, and the information needs for the farming systems in these areas are entirely different. Integrating the application of available technologies to realize farmers’ goals requires a systems approach to farming.

15.1 INTRODUCTION

Vegetables are rich sources of many essential micronutrients, including vitamin C, vitamin K, folate, thiamine, carotenes, minerals, and dietary fibre. In addition, vegetables are rich in health related phytochemicals, such as antioxidants. Such phytochemicals play an important role in reducing the risk of many chronic diseases. Therefore, it is essential to produce more vegetables to feed our ever growing population. In this context, use of genetically improved, disease resistant and high yielding varieties in precision farming may play a significant role in increasing vegetable productivity and production.

15.2 EXPLOITATION OF GENETIC RESOURCES

The genetic resources of a crop may be defined as the sum total of hereditary material, i.e., all the alleles of various genes present in a crop species and its wild relatives. Genetic resources are broadly grouped into two major types (i) cultivated germplasm, and (ii) wild germplasm. Alternatively, they may be termed as (i) indigenous (from the country in question), or (ii) exotic (from another country) based on their place of origin. Genetic resources consist the following five types of materials: (1) land races, (2) obsolete varieties, (3) modern varieties or varieties in cultivation, (4) breeding lines, and (5) wild forms and wild relatives.

Introduction

Okra, Abelmoschus esculentus (L.) Moench, is annual herb grown in tropical and subtropical parts of world for green tender immature fruits and consumed as cooked mostly fresh but sometimes sun dried or frozen also used as vegetable. Some parts of plant and roots are used for medicinal as well as purification of sugarcane juice. Green fruit contains vitamins, calcium whereas seeds possess 13-22 per cent edible oil and 20-24 per cent edible protein. India is leading producer of okra and exporting fresh as well as processed fruits to other countries and also ranked first in area (0.48 million ha.), production (3.5m tones) and productivity (9.8 t/ha) during 2005 against the world area (0.78 million ha.), production (4.99 m tones) and productivity (6.4t/ha).

ABSTRACT

Tinospora cordifolia, a versatile medicinal species with antipyretic and immunomodulatory properties is one of the indigenous sources of the therapeutically valuable alkaloid, berberine. However, the plant contains only meagre amounts of this alkaloid. Hence upgradation of the content of berberine in Tinospora, through biotechnological interventions assumes importance. Four week old leaf, petiole and stem derived calli of two ecotypes of Tinospora viz., Vellanikkara ecotype and Madurai ecotype, subcultured on to Murashige and Skoog (MS) medium, supplemented with various growth regulators, were incubated in light and screened for the presence of berberine employing thin layer chromatography. MS medium with NAA @ 2 mg l^-1 supplemented with BA or kinetin, each at 2 mg l^-1, was identified as the basal production medium for in vitro production of berberine, yielding 7.55 μg and 7.36 μg berberine respectively, per gram of calli. Calli produced from stem segments registered maximum amount of berberine compared to leaf and petiole derived callus cultures. Increasing levels of sucrose in basal medium did not have a favourable influence on the expression of berberine in the test calli. Reducing nitrate and phosphate content of the basal medium to half their strength resulted in enhanced berberine production in in vitro cultures of both the experimental ecotypes. Favourable influence of precursor feeding on upgrading the content of berberine in leaf and stem derived calli of both the ecotypes of the experimental species was also confirmed in the study.

Introduction

Chilli is one of the most important spice and condiment of daily use in all most all the Indian houses. The fresh and dry fruits are the rich source of Vitamin A (292 IU) and Vitamin C (111 mg/100g). Its pungency not only improves the taste of the different preparations but also improve their storability. The colour of the fruits is due to the presence of the pigment capsanthin and pungency and acridity is due to the presence of alkaloid oleoresins knows as capsaicin (C₁₈ H₂₇ O₃ N). The capsaicin has a very good medicinal importance and also having importance for the pharmaceuticals industries for preparation of the different types of the drugs, because of the presence of the antioxidants like Vitamin A, C and P (Rutin). The green and red sweet pepper, bell pepper, Pimiento (heart shape) and cherry pepper are used in the fresh market processing industries for stuffing pickling and dehydrated processed meat. It is used as green as well as dry powder, pickles, salad and for industry to prepare the medicines for external and internal uses.

ABSTRACT

The Plant Growth Promoting Rhizobacteria (PGPR) is a group of rhizosphere-colonizing bacteria producing substances which increase the growth of plants and/or protect plants against pathogens. The use of PGPR has become rather common practice and is on the rise in many regions of the world. Inoculation with PGPR also aims at reducing the application of potent ially pollut ing chemical fertilisers and pesticides. Biocont rol microorganisms have unquestionable potential for managing plant diseases, insect pests and nematodes besides increasing crop productivity. Interest in biological control has recently been intensified because of imminent bans on effective pesticides, widespread development of pesticide resistance in insect pests and plant pathogens and a general need for more sustainable pest control strategies. Active and long-term colonization of the root surface of the plant and effective expression of disease-suppressive traits are generally considered prerequisites for successful suppression of horticultural crop diseases by rhizobacteria. The important mechanism of biocontrol by PGPR involve competition and production of antibiotics such as 2,4-diacetylphloroglucinol (DAPG), pyoluteorin (PLT), pyrrolnitrin, phenazine-1-carboxylic acid (PCA), 2^-hydroxy phenazines and phenazine-1-carboxamide (PCN). Siderophores, including pyochelin and pyoverdine which chelate iron and other metals also contribute to disease suppression by conferring a competitive advantage to biocontrol agents for the limited supply of essential trace minerals in natural habitats. Induced systemic resistance (ISR) is a state of increased defensive capacity developed by the plant when appropriately stimulated, through activation of latent resistance mechanisms induced by diverse agents including rhizobacteria. Microplants are first grown in vitro under aseptic conditions devoid of microorganisms. They are then transferred to a post vitrum substrate for acclimatization. By creating a beneficial rhizosphere in microplants at an early stage, the plants could be better protected against biotic and abiotic stress that occurs in the greenhouse or in the field. The beneficial rhizosphere can be created by biotization of microplants with PGPR. The search for PGPR to control postharvest decay of fruit crops has been actively pursued and promising strategies have been practiced nowadays. Biological control of postharvest diseases of perishable horticultural crops with PGPR is complex and involves a number of mechanisms to suppress the development of the disease. PGPR, being a potential candidate in disease management through multiple mode of action, it becomes highly imperative to know its different role in the management of plant pathogens.

Abstract

Plant roots influence the biological, chemical and physical properties of rhizosphere soil. These effects are a consequence of their growth, their activity and the exudation of organic compounds from them. There is now considerable scope for the new ideas to be extended to the rhizosphere. The role of soil microorganisms in sustainable productivity has been well construed. In recent years, root inhabiting (rhizozosphere) bacteria (rhizobacteria) is gaining importance. The beneficial effects of plant growth promoting rhizobacteria (PGPR) has been variously attributed to their ability in improving the crop production, protection against phytopathogens, soil health and environmental quality. However, there is a need for isolation, identification and improvement of potent PGPR’s to utilize them ultimately as promising bio-inoculants. This review embodies some recent developments to evolve strategies for the better biotechnological exploitation of PGPR’s.

ABSTRACT

In Kerala, the commercial cultivation of tomato is limited due to the bacterial wilt disease caused by the soil borne pathogen Ralstonia solanacearum. The release of bacterial wilt resistant varieties like Sakthi, Mukthi and Anagha has increased the area under tomato. But, these varieties are susceptible to tomato leaf curl virus diseases caused by Germini group virus and transmitted by white fly (Bemisia tabaci). The disease incidence varies from 10.77% to 90.5% and the yield loss is tremendous. Unless the tomato variety resistant to ToLCV disease is resistant to bacterial wilt also, it cannot be recommended for cultivation in the State.

The somaclonal variations have been well exploited in developing disease resistant varieties in many crops. Therefore an experiment was formulated to study the somaclonal variations and to screen the somaclones for resistance to tomato leaf curl virus disease in L. esculentum var. Sakthi and L. pimpinellifolium.

The somaclones of Sakthi and L. pimpinellifolium along with the parental lines were planted in earthen pots containing potting mixture with bacterial wilt sick soil. These were screened for resistance to ToLCV disease by artificial inoculation of the vector Bemisia tabaci inside the cages. The observations were recorded on ex vitro survival, biometric characters and reaction to ToLCV and other major diseases.

The ex vitro survival was 46.2% in Sakthi and 36.6% in L. pimpinellifolium. The somaclones of Sakthi showed wide variation for plant height and spread compared to that of L. pimpinellifolium. Some of the somaclones exhibited ‘gigantism’ with potato leaved plants. The yield of the somaclones of Sakthi were higher than that of parental line.

14.1 INTRODUCTION

The efforts for harnessing the natural resources for sustainining the human race have been ‘on’ since the beginning of the civilization. The basic needs of food, fuel and fodder are obtained from the land resources with the combination of water and sunlight. The combination of information technology and use of hi-tech equipments paved the way for the introduction of precision horticulture. Precision horticulture may be defined as application of a holistic management strategy that uses information technology to bring data from multiple sources to bear decision associated with agriculture production, marketing, finance and personnel. Enhanced input efficiency is an important component of horticultural production under precision horticulture site specific management. Enhanced input efficiency in crop management can be obtained only when suitable varieties, desired amount of nutrients and water based on calculations, at right time and by proper method are used.

With recent advances in geographic positioning system, remote sensing, data processing, harvesting equipment, fertilizer and pesticide applicators, the approach can be used from a more practical stand point to identify variability and to use the variable rate of inputs over an entire field.

In recent years, there is considerable awareness about the nutritional security and food safety. More emphasis is given to underutilized fruits due to their high nutritive and medicinal value in addition to being resistant/tolerant to many biotic / abiotic stresses. The demand of these fruits are gradually increasing owing to tremendous potential for commercial exploitation aimed at improving the economic status of the poor and marginal farmers. An area, which needs immediate attention, is the collection, documentation, conservation and utilization for their sustained production and popularization.

Abstract

Andrographis paniculata (Burm.f) Nees (Family: Acanthaceae) is one of the most popular and valuable medicinal plants with high trade value. It is out mentioned in various systems of medicine since ancient times in Indian, Malay, Chinese and Thai. Andrographis paniculata is native to Southeast Asian countries i.e., India, China, Taiwan and Sri Lanka. In India it is distributed from Uttar Pradesh, West Bengal, Assam to Mizoram and also cultivated throughout the country. The plant being used as Ayurvedic medicine in various diseases. The principal chemical constituents are lactones, diterpenoid and flavonoids. Andrographolide, neoandrographolide are the principle secondary metabolites of Andrographis paniculata with more than 80 compounds reported till now. Modern studies revealed that Andrographis paniculata has an extensive range of pharmacological activities such as hepatoprotective, anti-inflammatory, antimalarial, antimicrobial, antidiarrhoeal, anti-human immunodeficiency virus (HIV), anti-oxidant and anti-pyretic. Therefore, such plants need value addition for product development.

ABSTRACT

The study narrates the importance of occurrence of groundwater in the crystalline terrain and its yield in different lithologies. In general, yield of well in the crystalline terrain of the study area is low. Average or mean yields for groups of wells in various regions are most commonly between 7 to 20 gpm: The smallest yields are encountered in granulitic terrain and this may be due to fracture closing rapidly with depth. The jointed and weathered geneses yield small but steady supply of water at shallow depth. Chemical quality of the groundwater from this terrain is generally satisfactory for most purposes.

ABSTRACT

Remote sensing, especially high resolution satellite data has a major role to play in locating (localizing) mineral targets. The present study is carried out on exploration and discrimination of magnetite ore deposits of Tirthamalai region of part of Dharmapuri district, Tamil Nadu, India, using IRS P6 LISS IV high resolution satellite data. The applicable image processing techniques and associated put forth of field knowledge is used in the present study. The image processing classifications namely band rationing, principal component analysis and contrast enhancement are carried out in visualizing images using ERDAS Imagine 8.7 software. The visual interpretation of FCC of digital data shows that the raw pixel values of iron ore bands in the blue ranges 95 to 120, green ranges 85 to 125 and red ranges 55 to 75 and provided better delineation for iron formations.

The interpretation of satellite data shows that the iron ore band exhibits in dark color, linear shape, fine texture and sharp contact with associated rock types. To rectify and reduce misinterpretation all above image processing techniques are undertaken along with the detailed filed-check in the selected test sites using GPS 178 and delineated the in situ iron formations. The interpretations show that the occurrence of few more iron bands and weathered formations along with massive formations in the region traced on the imagery since the absorptions themselves are different. The availability spectral absorption of iron formation is inferred highly in visible and near infrared region (0.9-1 Ìm). Remote sensing high resolution satellite data proved that the satellite parameters are important criteria and play a vital role in mapping of low-grade iron ore deposits of the Tirthamalai region of Dharmapuri district of Tamil Nadu state.

Feed additives

Feed additives may be defined as those substances that are added in livestock feeds to improve quality, digestibility and utilisation of feeds. It is also aimed at production improved quality of livestock produce, performance and health of the livestock and birds.

Classification of Additives

Introduction
This method consists of mixing the microorganisms in a small amount of India ink or nigrosine and spreading the mixture over a clean slide. These two pigments are not really bacterial stain and do not penetrate the microorganisms. These pigments make the background dark thus making organisms transparent against dark background. This method is useful for determining cell morphology and accurate size as no shrinkage of cells due to heat.
Materials
1. Bacterial culture (B. subtilis)
2. Microscopic slides (Clean, Grease Free)
3. Inoculating needle
4. Cedar wood oil
5. Microscope
6. Xylene

Overview of Recreational Fisheries in India with Special Emphasis on Kashmir Valley
Sport fishing, often referred to as Recreational fishing is fishing for fun or competition. It differs from commercial or subsistence fishing which targets for profit or fishing for survival respectively (Mandal et al., 2016). As per FAO (2012), recreational fishing is fishing of aquatic animals (mainly fish) that do not constitute the individual’s primary resource to meet basic nutritional needs and are not generally sold or otherwise traded on export, domestic or black markets. It is one of the most adventurous things in the world. In the simplest form, sport fishing involves using rods, lines, hooks and bait or lures to attract and catch the fish (Mandal et al., 2016). The fighting attributes of the target species leads to the sport of the fishermen in Sport fishing. Even though the sport fishing seems to be limited in the freshwater ecosystems it is extended to the marine waters also. Sport fishing involves catching of fishes which require skills as well as knowledge regarding the behaviour and food preferences of the target species. Sport or game fish are the targeted species that are caught by rods and lines and not released back into the water by the hobbyist or fishermen in disgust. However, releasing the catch to the environment should be a prerequisite for sport fishing considering the ecological and conservation point of view. In sport fishing, the target fish is played by the hobbyist until the fish is landed or lost (IGFA, 2016). According to Mandal et al. (2016), sport fish can be categorised into 2 group namely Small and Big. The fish which as less than 50 kg are grouped as the small ones like mahsser, trout etc. whereas fish weighing more than 50 kg are grouped as big ones like Goonch catfish. Fishing is an old age practice and fishing by hooks and line is the primitive form. Fishing purely for fun and releasing caught fish is a much more modern development. Although it is not possible to clearly state when fishing was first said to be recreational, the book titled ‘The Complete Angler’ by Izzak Walton in 1963 described recreational fishing for the first time. In India, King Somesvara’s (1127 AD) has mentioned about recreational fisheries (Matsyavinoda) in his treatise “Manasollosa” (Hora, 1951). With the record and description of mahseer from Ganges in the early 19th century, soon it became popular as an angling species through the efforts of the Oriental Sporting Magazine (Nautiyal, 2014). In the meantime, many different authors have pointed out about angling in India and highlighted about the sporting fishes.
British anglers have introduced first-time brown trout (1860s) and rainbow trout (1909) in streams and rivers of the Himalayas and Western Ghats (Sehgal, 1999a, b). Although recreational angling struggled to maintain its

Social change encompasses alterations in both the tangible and intangible aspects of a society's culture. It involves transformations in the structure and dynamics of social systems, manifesting as shifts in:

• The roles assumed by individuals

• The values and norms upheld within society

• The framework of social institutions and structures

• The dynamics of interpersonal relationships

• The patterns of social interaction

• The functions fulfilled by various societal groups and institutions