eChapters

The disease i s seen at all crop growing stages. The fi rst symptoms appear at the time of emergence of seedlings, when the cotyledons are attacked. They become yellow and turn brown followed by wilting and drying of the affected seedlings. In the fi eld, the wilting symptoms appear in patches. First of all, the older leaves become yellow, loose their turgidity, wilt, turn brown and droop.

2.1 Introduction
As time passes, the customers are used to the practice of having short life for the products, which they buy and use. This is because of the globalization of business and growing global competition all over the world. The companies engaged in manufacturing and selling the products which are used at large volume by households and partly by industries, introduce new models to attract customers and to have more market share. This in turn has impacts on customer buying and retention decisions of those products. Though the companies introduce new models, they are expected to keep the prices of the products at affordable ranges so that there is always a larger customer segment to buy those products. This is like egg or chicken situation, because companies introduce many new models to out beat competition and in turn customers expect improved versions of those models in shorter time intervals. This forces companies to continuously engage themselves to come out with new models or improved models which have convergence of technologies to give maximal customer satisfaction. So, creativity in product design becomes an essential requirement of the product development teams of the companies.
2.2 Product Design
Product design aims to include the following tasks to solve the problems of the users or address expected needs of customers in a given market. These tasks are human intensive.
i. Understanding end-users’ requirements
ii. Imagining alternate product ideas to address their needs

Introduction
The identification of agricultural crops with accuracy determines how precision farming works and affects biodiversity protection and food safety standards in addition to pest control practices. In modern agricultural practice, crop species identification relies on the combination of three traditional methods: morphological characteristics and biochemical markers, and remote-sensing technologies. These methods face a large variety of constraints such as environmental differences, high costs, and time-consuming operations. Genome-editing tools, especially CRISPR, a modern molecular identification tool for crops that increases efficiency and accuracy, have largely solved the problems traditional methods faced. Identifying agricultural crops correctly is an essential operation for resource management to be used efficiently in the hope that businesses meet regulatory standards and do their share in stopping trade-related fraudulent activities with incorrect labeling. The early and exact identification process helps pest and disease control because different crop species need different levels of resistance management (Rahayu et al., 2025). A reliable identification methodology remains important because sustainable agricultural practices and climate-ready crop varieties reach higher popularity in current times. The identification method based on morphological classification takes too much time and gets misdirected because of environmental conditions (Mascellino et al., 2024). High-resolution satellite data together with advanced computational tools needed for remote sensing-based identification cannot easily be accessed by small-scale farmers (Sharma et al., 2024).
The high specific identification of crop species becomes achievable through CRISPR-based technology which utilizes genetic markers as its primary feature. CRISPR enables fast and exact and affordable crop classification through its ability to detect and analyze specific genetic patterns. The accuracy of crop identification improves while real-time evaluation of plant diversity alongside disease. Alert traits becomes achievable through this method (Kanapiya et al., 2024). CRISPR-based biosensors have experienced recent advancements that enabled portable field-deployable identification tools which eliminate the need for complex laboratory setups (Lagener et al., 2025). Crop monitoring and breeding programs will undergo revolution through CRISPR technology integration in agricultural systems which will support the creation of climate-adaptive highyield crop varieties.
The evolution of CRISPR application research demonstrates its expanding function in farming efficiency together with food security establishment. The chapter explores CRISPR-based methods’ identification potential for crops using an evaluation of their superiority over conventional identification techniques and their expected contributions to future agricultural developments

Introduction

Impact of WTO or Globalization of Indian agrarian sector claims to extend benefit of trade even to widely spread villages. In India, a sizeable number of rural masses are self-employed and able to produce what is needed just for their livelihood. They cannot be brought into market exchange relationship. So, there is every possibility of their being deprived of expected benefits. Globalization, rather, will widen the disparity between who are associated with market and who are not. Developed countries seem to have held globalization as a powerful weapon in their hands. They are stressing on opening up of national boundaries for movement of their goods and capital to developing countries but they are putting lot of restrictions on technology and labour movement, which can be far more beneficial to developing countries.

5.1 Introduction

Rainfed agriculture accounts for about 60-95% of farmed land in major areas of the world covering Saharan Africa, Latin America, North Africa and East Asia and South Asia. Agriculture in about 60 percent of 142 m ha of net cultivated area in India is rainfed without access to any source of irrigation. Rainfed agriculture is mostly practiced in arid, semi-arid and sub-humid regions where the rainfall is low in quantity, erratic in distribution and is also characterized by high inter-year variability. Together with poor and degraded soils, this limits the length of growing season as well as the choice of crops that can be grown sustainably. Coarse cereals, pulses, oilseeds and cotton dominate the cropping pattern in the regions where rainfed agriculture is concentrated. More importantly, these rainfed regions provide a livelihood to a majority of the rural poor, and as a result they are often described as concentrations of mass poverty and hotspots for civic strife. The productivity of crops grown in rainfed areas is considerably lower than its potential and much lower than that of irrigated crops. Enhancing the productivity of rainfed crops is therefore important from the viewpoints of growth, equity and sustainability.

Crossandra is an important tropical flowering crop valued for its attractive flowers and continuous production of loose blooms. It has particular importance in southern India, where flowers are widely used for garlands, hair decoration and religious purposes. This chapter covers the crop’s botanical characteristics, origin, distribution, genetics and commercially important varieties. It explains propagation, nursery management, climate and soil requirements, land preparation, planting, irrigation and nutrient management. Important cultural practices and plant growth management are discussed for obtaining regular flowering and good-quality blooms. The chapter also addresses insect pests, diseases, harvesting and postharvest management, including the correct method of flower collection. It provides a comprehensive production package for growers and students.

1. Alternaria leaf spot
Diagnostic Symptoms
• Spots are small, dark coloured.
• They enlarge, soon become circular & 1mm. in diameter.
• Under humid conditions groups of conidiophores will be formed in the spot.
• Spots develop concentric rings.
• Finally the spots coalesce leading to blighting of leaves.
• Pathogen is seed borne and cause shriveling of seeds and poor germination.
• Linear spots also appear on petioles, stems, pods & seeds (Fig.1).

1) Downy Mildew
Diagnostic Symptoms
• Yellow, angular spots restricted by veins resembling mosaic mottling appear on upper surface of leaves .
• Corresponding lower surface of these spots shows a purplish downy xgrowth in moist weather.
• Spots turn necrotic with age.
• Diseased leaves become yellow and fall down .
• Diseased plants get stunted and die .
• Fruits produced may not mature and have a poor taste (Fig.-1).
Etiology
Scientific Classification
Kingdom : Fungi
Division : Eumycota

23.1 Introduction

Cultural methods have been in practice for pest management in traditional systems of agriculture since time immemorial. The worldwide awareness of safe environment provided the impetus to foster non-chemical pest management strategies. Of these strategies, cultural control constitutes the most farmer-oriented approach, where the weak points in the biology and behaviour of insects are exploited and pressure is exerted on the population by manipulating the environment.  In addition to the cultural practices, the other widely used approach is the use of physical control methods which hold promise and provide an attractive alternative to current practices, particularly when integrated into a general control scheme incorporating cultural methods, plant breeding, biological or behavioural methods and pesticides. In physical control methods, the physical environment of the pest is modified in such a way that the insects no longer pose a threat to the agricultural crop.

Introduction

Cultural management is defined as manipulation /or adjustment of crop production techniques for management of plant diseases. Cultural practices have been as old as possibly agriculture itself. In early stage of agriculture development, the growers through their experiences and observations had known that repeated cultivation of a particular crop species or variety on a piece of land often resulted in crop sickness. As a matter of fact, in the present day agriculture, cultural practices are being considered as essential backup methods for management of plant diseases. Adequate adjustment in crop production techniques can modify the environment in such a manner that it becomes unfavorable for the pathogen and pathogenesis. Based on this the disease control affected by cultural practices are preventive, these practices aim at reducing the activity and density of inoculum. It offer the opportunity to alter the environment, the condition of the host, behavior of the causal agent to achieve economic management of disease.

Introduction

Cultural management is defined as manipulation /or adjustment of crop production techniques for management of plant diseases. Cultural practices have been as old as possibly agriculture itself. In early stage of agriculture development, the growers through their experiences and observations had known that repeated cultivation of a particular crop species or variety on a piece of land often resulted in crop sickness. As a matter of fact, in the present day agriculture, cultural practices are being considered as essential backup methods for management of plant diseases. Adequate adjustment in crop production techniques can modify the environment in such a manner that it becomes unfavorable for the pathogen and pathogenesis. Based on this the disease control affected by cultural practices are preventive, these practices aim at reducing the activity and density of inoculum. It offer the opportunity to alter the environment, the condition of the host, behavior of the causal agent to achieve economic management of disease.

INTRODUCTION

The Cultural practices which includes manipulation /or adjustment of crop production techniques have been as old as possibly agriculture itself. In early stages of agriculture development, the growers through their experiences and observations had known that repeated cultivation of a particular crop species or variety on a piece of land often resulted in crop sickness. By proper crop rotations they had been avoiding such sickness. As a matter of fact, in the present day agriculture, cultural practices are being considered as essential backup methods for plant disease management. Cultural practices often offer the opportunity to alter the environment, the condition of the host, and/or the behavior of the causal agent, to achieve economic management of disease. Most cultural practices used to control plant disease are preventive in nature. Integration of cultural practices, host resistance and pesticides or biocontrol agents may be necessary to provide options for controlling economically important plant diseases

Introduction.
The Cultural practices which includes manipulation /or adjustment of crop production techniques have been as old as possibly agriculture itself. In early stages of agriculture development, the growers through their experiences and observations had known that repeated cultivation of a particular crop species or variety on a piece of land often resulted in crop diseases. By proper crop rotations they had been avoiding such diseases. As a matter of fact, in the present day agriculture, cultural practices are being considered as essential backup methods for plant disease management. Cultural practices often offer the opportunity to alter the environment, the condition of the host, and/or the behavior of the causal agent, to achieve economic management of disease. Most cultural practices used to control plant disease are preventive in nature. Integration of cultural practices, host resistance and pesticides or biocontrol agents may be necessary to provide options for controlling economically important plant diseases.

Cultural methods of plant disease management refer to the application of agronomic practices that help reduce the incidence and severity of diseases. These methods emphasize creating conditions that are unfavourable for pathogen development and spread while promoting the health and vigour of the crop. They are sustainable and environmentally friendly, as they often involve practices that can be integrated into routine crop management.
In this chapter, we will explore various cultural practices, including crop rotation, sanitation, planting time and spacing, irrigation management, and more. These techniques form the foundation of integrated disease management (IDM) and can be used in combination with other control measures for effective disease control.
Importance of Cultural Methods in Disease Management
Cultural practices serve as preventive measures to minimize disease outbreaks by influencing the interaction between the host, pathogen, and environment. By modifying farming practices, it is possible to:
a) Reduce Pathogen Inoculum: Prevent the initial development of pathogens in the field.
b) Limit Pathogen Spread: Break the life cycle of pathogens and reduce the spread to healthy plants.

7.1. Culturing of Nematodes

The need to use host plant tissue makes the culture of phytonematodes more difficult and expensive than the culture of fungi and bacteria. Relatively few species of phytonematodes have been cultured, compared to fungi and bacteria. Populations derived out of extraction procedures are often not sterile, an additional hindrance to many types of biological studies.

Axenic culture of free living, insect/animal parasitic nematodes in chemically defined or nondefined media has been achieved with some success, but development of similar culture system for plant parasitic nematodes has been less compared to former ones. However, these techniques form useful research tools in Nematology, which help procure clean nematodes, free of contamination for wide range of studies. Dual culture of nematode and plant tissue is aimed to establish plant parasitic nematodes in sterile cultures. Since phytophagous nematodes are obligate parasites they need a plant tissue as a food source. The term ’Gnotobiology’ is normally used to culture/study a single species of a nematode in the absence of other nematodes /organisms or in the presence of other known species. These techniques are generally considered as tedious and time consuming, require expertise and specialized equipments, nematodes are rarely found associated with only one or few other organisms and there is a need to get non-sterile soil and/or plant tissues, which does not go with gnotobiotic techniques.

Introduction

The concept and impetus for IPM grew out of the discontent with using a purely insecticidal approach to insect control in many areas in the mid of twentieth century. Excessive use of pesticide and growing needs of people has triggered several consequences such as resistance and resurgence of pests, destruction and elimination of natural enemies, effect on non target organisms, environmental pollution, disruption in food cycle and food web and residues in food commodities and pesticide poisoning. Less knowledge about biocontrolagents/natural enemies and their non-availability at right time is the key hurdles for farming communities to adopt the IPM practices on their farm. However, pesticides are still a significant component of many control programs and their negative environmental and health impacts have stimulated the research to develop alternate pest management strategies, such as biological control (BC) and other compatible, safe and sound control practices. Some remarkable early successes for both the control of insect pests and weeds (e.g. the cottony cushion scale Icerya purchase (Maskell) by the vedalia beetle Rodolia cardinalis (Mulsant) in California; the prickly pear cactus Opuntia stricta (Haw.) by the moth Catoblastis cactorum (Berg) in Australia certainly were an impetus for further research in BC field. Although the levels of success have been variable, biological control is still considered as an important means of pest control, either alone or as component of integrated management programs (Jervis, 2005; Wajnberg et al., 2007).

Cut greens are essential components of floral arrangements, providing structure, contrast, visual balance and supporting foliage around flowers. This chapter introduces commercially important cut foliage crops and explains their ornamental and economic significance. It covers species such as Adiantum, Aglaonema, Alocasia, Alpinia, Anthurium, Asparagus and Aspidistra, together with their cultivation requirements. Climate, shade, soil, irrigation, nutrition, weed management, pests and diseases are discussed along with harvesting, postharvest treatments, pulsing solutions and vase life. The chapter demonstrates how commercial cut-green production can complement flower enterprises and provide additional income opportunities for floriculture growers.

Dahlia is a highly valued ornamental crop recognized for its large, colourful and diverse flower forms. This chapter introduces its origin, classification, botanical characteristics, genetic diversity and commercially important varieties. It discusses propagation through seeds, tubers and other methods, together with climate and soil requirements, planting, spacing, nutrient management, irrigation and crop regulation. Staking, pinching, disbudding and other cultural operations are explained for producing quality stems. The chapter also covers major insect pests, diseases, harvesting, postharvest handling, grading and yield. Its practical approach makes it useful for commercial growers and students of ornamental crop production.

Deep learning has significantly advanced automated plant phenotyping and disease detection by enabling computers to identify complex patterns in large volumes of plant imagery and sensor data. This chapter examines the fundamentals and applications of deep learning architectures in plant science. It discusses convolutional neural networks for image-based plant analysis and advanced architectures including recurrent neural networks, transformers and hybrid models. Data acquisition through imaging and sensor technologies is also considered. The chapter highlights how deep learning can support automated identification of plant characteristics, disease symptoms and crop health conditions. Challenges related to datasets, environmental variability, computational requirements and model generalization are examined alongside emerging research opportunities.