EDP Sciences EDP Sciences EDP Sciences EDP Sciences

Crop Pest and Disease Remote Sensing Monitoring and Forecasting

may 2022
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Presentation

This book presents the research and applications carried out by the Vegetation Remote Sensing & Pest and Disease Application Research Team of Aerospace Information Research Institute of Chinese Academy of Sciences (AIR-CAS) in the field of pest and disease monitoring and forecasting during the past ten years. Organized in five parts, this work covers crop pest and disease remote sensing monitoring and forecasting mechanisms, algorithms, models, system development and applications. The first part introduces the importance and current research status of crop pest and disease monitoring and forecasting. From the second to the fourth parts, the authors engage readers with various subjects related to non-imaging and imaging remote sensing monitoring, remote sensing forecasting. The construction and application of crop pest and disease remote sensing monitoring and forecasting system are described in the last part. This book can be used as a reference book in the areas of agricultural information technology, 3S technology application, agricultural plant protection, agrometeorology and agricultural extension.Being internationally prestigious experts and young scientists, the authors provide an essential view of their important work supported by multiple major research funding programs (National Key R&D Program of China, Newton-UK-China Agri-centers, Strategic Priority Research Program of the Chinese Academy of Sciences, National Natural Science Foundation of China, Beijing Nova Program of Science and Technology, National special support program for high-level personnel, Ten-thousand TalentsProgram, Youth Innovation Promotion Association CAS, Hainan Provincial High level talent Program of Basic and Applied Basic Research Plan, etc.).

Resume

Authors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . III

Foreword . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . V

Preface. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . VII

Part One Overview. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1

CHAPTER 1

Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3

1.1 Background . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3

1.2 Crop Pest and Disease . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4

1.2.1 Wheat Yellow Rust . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5

1.2.2 Wheat Powdery Mildew . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5

1.2.3 Wheat Fusarium Head Blight . . . . . . . . . . . . . . . . . . . . . . . . . . 7

1.2.4 Wheat Aphid . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9

1.2.5 Rice Leaf Roller . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10

1.2.6 Oriental Migratory Locust . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11

1.3 Progress and Development . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12

1.3.1 Crop Pest and Disease Monitoring . . . . . . . . . . . . . . . . . . . . . . 13

1.3.2 Crop Pest and Disease Forecasting . . . . . . . . . . . . . . . . . . . . . . 18

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20

CHAPTER 2

Mechanism and Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23

2.1 Spectral Mechanism . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23

2.1.1 Spectral Response of Healthy Crop. . . . . . . . . . . . . . . . . . . . . . 24

2.1.2 Spectral Response of Crop Pest and Disease . . . . . . . . . . . . . . . 25

2.2 Spectral Feature Extraction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 27

2.2.1 Sensitivity Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 27

2.2.2 Spectral Feature . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32

2.3 Monitoring Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39

2.3.1 Recognition and Differentiation Method . . . . . . . . . . . . . . . . . . 40

2.3.2 Severity Monitoring Method . . . . . . . . . . . . . . . . . . . . . . . . . . . 53

2.4 Forecasting Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 58

2.4.1 Bayesian Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 58

2.4.2 Logistic Regression Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . 60

2.4.3 Markov Chain . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 62

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 64

Part Two Non-Imaging Hyperspectral Remote Sensing Monitoring for Crop Pest and Disease . . . . . . . . . . . . . . . . . . . . 67

CHAPTER 3

Crop Disease Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77

3.1 Wheat Yellow Rust Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77

3.1.1 Monitoring at Leaf Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77

3.1.2 Monitoring at Canopy Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . 84

3.2 Wheat Powdery Mildew Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . 91

3.2.1 Monitoring at Leaf Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 91

3.2.2 Monitoring at Canopy Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . 94

3.3 Wheat Fusarium Head Blight Monitoring . . . . . . . . . . . . . . . . . . . . . . 97

3.3.1 Monitoring at Ear Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 97

3.3.2 Monitoring at Canopy Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . 101

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 105

CHAPTER 4

Crop Pest Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109

4.1 Wheat Aphid Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109

4.1.1 Spectral Response . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 110

4.1.2 Monitoring at Leaf Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 111

4.1.3 Monitoring at Canopy Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . 120

4.2 Rice Leaf Roller Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 127

4.2.1 Spectral Response . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 128

4.2.2 Monitoring at Canopy Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . 129

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 135

CHAPTER 5

Crop Pest and Disease Differentiation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137

5.1 Wheat Yellow Rust and Nutrient Stress . . . . . . . . . . . . . . . . . . . . . . . 137

5.1.1 Spectral Response . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137

5.1.2 Rust and Nutrient Stress Differentiation . . . . . . . . . . . . . . . . . . 139

5.2 Wheat Disease and Nutrient Stress . . . . . . . . . . . . . . . . . . . . . . . . . . . 143

5.2.1 Spectral Response . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 143

5.2.2 Disease and Nutrient Stress Differentiation . . . . . . . . . . . . . . . . 146

5.3 Crop Pest and Disease . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 150

5.3.1 Differentiation at Leaf Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . 150

5.3.2 Differentiation at Canopy Scale . . . . . . . . . . . . . . . . . . . . . . . . 167

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 174

Part Three Imaging Remote Sensing Monitoring for Crop Pest and Disease . . . . . . . . . . . . .  . . . . . . . . . . . . . . . . . . . . 175

CHAPTER 6

Imaging Hyperspectral Remote Sensing Monitoring of Crop Pest and Disease . . . . . . . . . . .. . . . . . . . . . . . . . . . . 189

6.1 Wheat Yellow Rust Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 189

6.1.1 Monitoring at Leaf Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 190

6.1.2 Monitoring at Canopy Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . 193

6.2 Wheat Powdery Mildew Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . 203

6.2.1 Spectral Response . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 203

6.2.2 Monitoring at Leaf Scale . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 205

6.3 Wheat Aphid Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 209

6.3.1 Extraction of Aphid Information by Sensitive Wavebands. . . . . 209

6.3.2 Extraction of Aphid Information by Spectral Index . . . . . . . . . 211

6.3.3 Extraction of Aphid Information by Principal Component Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 212

6.3.4 Construction of Aphid Index and Extraction of Aphid Damage . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 214

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 218

CHAPTER 7

Multi-Spectral Remote Sensing Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . 221

7.1 Wheat Yellow Rust Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 221

7.1.1 Monitoring at Regional Scale . . . . . . . . . . . . . . . . . . . . . . . . . . 221

7.1.2 Monitoring at National Scale . . . . . . . . . . . . . . . . . . . . . . . . . . 226

7.2 Wheat Powdery Mildew Monitoring . . . . . . . . . . . . . . . . . . . . . . . . . . 229

7.2.1 Monitoring with HJ Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 229

7.2.2 Monitoring with GF Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . 232

7.2.3 Monitoring with Multi-Temporal Landsat Data . . . . . . . . . . . . 237

7.3 Wheat Fusarium Head Blight Monitoring . . . . . . . . . . . . . . . . . . . . . . 239

7.3.1 Monitoring at Regional Scale . . . . . . . . . . . . . . . . . . . . . . . . . . 239

7.3.2 Monitoring at National Scale . . . . . . . . . . . . . . . . . . . . . . . . . . 241

7.4 Oriental Migratory Locust Monitoring . . . . . . . . . . . . . . . . . . . . . . . . 246

7.4.1 Monitoring at Regional Scale . . . . . . . . . . . . . . . . . . . . . . . . . . 246

7.4.2 Monitoring at National Scale . . . . . . . . . . . . . . . . . . . . . . . . . . 251

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 258

Part Four Remote Sensing forecasting for Crop Pest and Disease . . . . . . . . . 261

CHAPTER 8

Crop Pest and Disease Forecasting with Multi-Source Data . . . . . . . . . . . . . 265

8.1 Wheat Yellow Rust . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 265

8.1.1 Data Acquisition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 265

8.1.2 Modelling and Validation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 270

8.2 Wheat Powdery Mildew . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 274

8.2.1 Data Acquisition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 274

8.2.2 Modelling and Validation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 277

8.3 Oriental Migratory Locust . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 284

8.3.1 Data Acquisition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 284

8.3.2 Modelling and Validation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 287

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 292

Part Five System and Application for Crop Pest and Disease Monitoring and Forecasting . . . . . . . . . . . . . . . . . . . . . . . . . . . 295

CHAPTER 9

Crop Pest and Disease Monitoring and Forecasting System. . . . . . . . . . . . . . 297

9.1 Field Data Acquisition System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 297

9.2 Crop Pest and Disease Remote Sensing Monitoring and Forecasting System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 303

9.3 National Locust Remote Sensing Monitoring and Early Warning System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 312

References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 318

Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319

Compléments

Characteristics

Language(s): English

Audience(s): Professionals, Research

Publisher: EDP Sciences & Science Press

Collection: Current Natural Sciences

Published: 12 may 2022

EAN13 (hardcopy): 9782987526599

EAN13 eBook [PDF]: 9782759826605

Interior: Colour

Pages count eBook [PDF]: 334

Size: 40 Mo (PDF)