Chapter
Publicly Available
Contents
Chapters in this book
- Frontmatter I
- Preface VII
- Acknowledgments IX
- Contents XI
- List of contributors XIII
-
Part I: Machine learning and Internet of things in agriculture
- 1 Smart farming: using IoT and machine learning techniques 3
- 2 Food security and farming through IoT and machine learning 21
- 3 An innovative combination for new agritechnological era 41
- 4 Recent advancements and challenges of artificial intelligence and IoT in agriculture 65
- 5 Technological impacts and challenges of advanced technologies in agriculture 83
-
Part II: Applications of Internet of things in agriculture
- 6 IoT-based platform for smart farming – Kaa 109
- 7 Internet of things platform for smart farming 131
- 8 Internet of things platform for smart farming 159
- 9 Internet of things platform for smart farming 169
-
Part III: Applications of machine learning in agriculture
- 10 Kisan-e-Mitra: a tool for soil quality analyzer and recommender system 205
- 11 Artificial intelligence for plant disease detection: past, present, and future 223
- 12 Wheat rust disease identification using deep learning 239
- 13 Image-based hibiscus plant disease detection using deep learning 251
- 14 Rainfall prediction by applying machine learning technique 275
- 15 Plant leaf disease classification based on feature selection and deep neural network 293
- 16 Using deep learning for image-based plant disease detection 323
- 17 Using deep learning for image-based plant disease detection 355
- 18 Using deep learning for image-based plant disease detection 369
- Index 403
Chapters in this book
- Frontmatter I
- Preface VII
- Acknowledgments IX
- Contents XI
- List of contributors XIII
-
Part I: Machine learning and Internet of things in agriculture
- 1 Smart farming: using IoT and machine learning techniques 3
- 2 Food security and farming through IoT and machine learning 21
- 3 An innovative combination for new agritechnological era 41
- 4 Recent advancements and challenges of artificial intelligence and IoT in agriculture 65
- 5 Technological impacts and challenges of advanced technologies in agriculture 83
-
Part II: Applications of Internet of things in agriculture
- 6 IoT-based platform for smart farming – Kaa 109
- 7 Internet of things platform for smart farming 131
- 8 Internet of things platform for smart farming 159
- 9 Internet of things platform for smart farming 169
-
Part III: Applications of machine learning in agriculture
- 10 Kisan-e-Mitra: a tool for soil quality analyzer and recommender system 205
- 11 Artificial intelligence for plant disease detection: past, present, and future 223
- 12 Wheat rust disease identification using deep learning 239
- 13 Image-based hibiscus plant disease detection using deep learning 251
- 14 Rainfall prediction by applying machine learning technique 275
- 15 Plant leaf disease classification based on feature selection and deep neural network 293
- 16 Using deep learning for image-based plant disease detection 323
- 17 Using deep learning for image-based plant disease detection 355
- 18 Using deep learning for image-based plant disease detection 369
- Index 403