and Process‐Based Sustainable Technologies 13.5 Conclusion References 14 Geoinformatics, Artificial Intelligence, Sensor Technology, Big Data 14.1 Introduction 14.2 Agriculture: Problems Worldwide and in India 14.3 GIS‐Remote Sensing and Big Data in Smart Agriculture 14.4 Big Data and Agriculture 14.5 GIS‐Remote Sensing in Agriculture 14.6 Techniques and Tools Used in Big Data Analysis 14.7 Role of Big Data in Agriculture Production Ecosystem: For Smart Farming 14.8 Future Prospects 14.9 Conclusion Acknowledgments References 15 Investigation of the Relationship Between NDVI Index, Soil Moisture, and Precipitation Data Using Satellite Images 15.1 Introduction 15.2 Methodology 15.3 Results and Discussion 15.4 Conclusion References 16 Artificial Machine Learning–Based Classification of Land Cover and Crop Types Using Sentinel‐2A Imagery 16.1 Introduction 16.2 Methodology 16.3 Accuracy Assessment 16.4 Results and Discussion 16.5 Conclusion Acknowledgments References 17 Geoinformatics and Nanotechnological Approaches for Coping Up Abiotic and Biotic Stress in Crop Plants 17.1 Introduction 17.2 “3‐T” Concept for Crop Management 17.3 Geoinformatics 17.4 Role of Geoinformatics in Abiotic and Biotic Stress 17.5 Nanoparticles 17.6 Role of NPs in Abiotic and Biotic Stress 17.7 Conclusion Acknowledgments References
13 Index
List of Tables
1 Chapter 1Table 1.1 Percentage change in area production and productivity of wheat an...Table 1.2 Average Annual Rate of Return of stunting and wasting from 2005–2...
2 Chapter 2Table 2.1 Crop diversification options with oilseed crops.Table 2.2 The diversification of traditional crop base with annual oilseed ...Table 2.3 System productivity and economics of maize‐based diversification ...Table 2.4 Possible new niches for pulses.Table 2.5 Nutritional importance of vegetable crops.
3 Chapter 3Table 3.1 Composition of home‐made balanced concentrate mixtures.Table 3.2 Season‐wise production potential of different fodder.Table 3.3 Performance of crossbred cows fed on TMR.Table 3.4 Performance of crossbred lactating cows fed on homemade balanced ...
4 Chapter 6Table 6.1 Coxidered variables in the study of effects of climate variabilit...Table 6.2 Natural disasters in NTT from 1951 to 2014.Table 6.3 GAM analysis result of deviance explained, significance level, an...Table 6.4 Fixed and random effect models. Table S1 Impacts of climate variability on food access and utilization. Table S2 Impacts of climate variability on food availability. Table S3 Impacts of climate variability on food utilization and availability... Table S4 Impacts of climate variability on food availability.Table 6.5 Impacts of climate variability on food access and utilization....Table 6.6 Impacts of climate variability on food availability.
5 Chapter 8Table 8.1 Economically important culturable species in aquaculture in India...
6 Chapter 9Table 9.1 Comparison between conventional and conservation agriculture.Table 9.2 Impact of conservation agriculture on different crops.
7 Chapter 10Table 10.1 Top 15 countries poor in water resources in the world.Table 10.2 Top 15 countries rich in water resources in the world.Table 10.3 Indian water resources.Table 10.4 Average physicochemical characterization of groundwater from dif...Table 10.5 Suitability of irrigation water on the basis of electrical condu...Table 10.6 Suitability of irrigation water based on sodium ion activity.Table 10.7 Suitability of irrigation water as per RSC and MHR value.Table 10.8 Boron concentration on crops.Table 10.9 Chloride content in irrigation water and their suitability for c...Table 10.10 List of tolerant crops in irrigation water salinity (ECw) and s...Table 10.11 Institution for ground water management.
8 Chapter 11Table 11.1 Number of irrigations, water requirement, and WUE of vegetable c...
9 Chapter 12Table 12.1 Effect of drip irrigation and fertigation on yield (t/ha) of dif...Table 12.2 Effect of drip irrigation and fertigation on WUE (kg ha/cm) of d...Table 12.3 Effect of drip irrigation and fertigation on nutrient uptake (kg...Table 12.4 Effect of drip irrigation and fertigation on nutrient use effici...
10 Chapter 16Table 16.1 Eigenvalues and principal component analysis (PCA).