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洪水遥感诊断——以泰国大城为例（英文版）

样章
作者：
Chunxiang Cao、Min Xu、Patcharin Kamsing、Sornkitja Boonprong、P
定价：
168.00 元
版面字数：
180千字
开本：
特殊
装帧形式：
精装
版次：
1
最新版次
印刷时间：
2021年
ISBN：
978-7-04-055317-8
物料号：
55317-00
出版时间：
2021-03-17
读者对象：
学术著作
一级分类：
自然科学
二级分类：
地球科学
三级分类：
测绘科学技术
暂无
  • 目录
    • 前辅文
      • Part I Flooding Identification Method
        • 1 Geographical Characteristics of the Study Area
          • 1.1 Characteristics of the Ayutthaya Province
            • 1.2 Thailand Major Flood Event of 2011
              • 1.3 Environmental Remote Sensing of Flooding Area
                • 1.4 Summary
                  • References
                  • 2 Datasets and Data Preparation
                    • 2.1 Remote Sensing Datasets and Preprocessing
                      • 2.1.1 Image Enhancement or Radiometric Correction
                        • 2.1.2 Georeferencing or Geometric Correction
                        • 2.2 Flood Water Quality Data
                          • 2.3 Morbidity Data
                            • 2.4 Summary
                              • References
                              • 3 Flooding Identification by Vegetation Index
                                • 3.1 Flooding Identification from Multispectral Images
                                  • 3.2 Flooding Identification from SAR Images
                                    • 3.3 Multi-temporal Remote Sensing Data for Flooding Identification
                                      • 3.4 Summary
                                        • References
                                        • 4 Flooding Identification by Support Vector Machine
                                          • 4.1 Support Vector Machine
                                            • 4.2 Affecting Parameters of the SVM Classifier
                                              • 4.3 Summary
                                                • References
                                                • 5 Improved Support Vector Machine Classifier Through a Particle Filter Algorithm
                                                  • 5.1 Linear Dynamics Systems
                                                    • 5.1.1 Linear Continuous Systems
                                                      • 5.1.2 Discrete Linear Systems
                                                      • 5.2 Random Process and Stochastic Systems to Model State Estimation
                                                        • 5.2.1 Probability, Random Variables, and Their Statistical Properties
                                                          • 5.2.2 Statistical Properties of Random Processes and Random Sequence
                                                            • 5.2.3 Linear System Models of Random Processes and Random Sequences
                                                            • 5.3 Particle Filter Algorithm
                                                              • 5.4 A Support Vector Machine-Based Particle Filter (SVM-PF)
                                                                • 5.5 A SVM-PF Applied in the Study Area
                                                                  • 5.6 Measured Results of the SVM-PF in Water Identification of Flooding Area
                                                                    • 5.6.1 Reference Dataset
                                                                      • 5.6.2 Accuracy Assessment
                                                                      • 5.7 An In-House Classifier for All Land Cover—CANFET
                                                                        • 5.7.1 Important Theories and Concepts
                                                                          • 5.7.2 Original CANFET
                                                                            • 5.7.3 Simplified CANFET
                                                                              • 5.7.4 Direct-Matching CANFET
                                                                              • 5.8 Summary
                                                                                • References
                                                                              • Part II Waterborne Diseases Caused by Flooding Disasters
                                                                                • 6 Flood-Related Parameters Affecting Waterborne Diseases
                                                                                  • 6.1 Flood Parameters Derived from Multi-temporal Remote Sensing Data
                                                                                    • 6.2 Population Variables
                                                                                      • 6.3 Flood Water Quality
                                                                                        • 6.3.1 Inverse Distance Weighting for Spatial Distribution
                                                                                          • 6.3.2 Spatial Distribution of Dissolved Oxygen
                                                                                          • 6.4 Summary
                                                                                            • References
                                                                                            • 7 Measure of Disease Risk
                                                                                              • 7.1 Waterborne Diseases Caused by Flooding
                                                                                                • 7.2 Disease Risk Assessment
                                                                                                  • 7.3 Outbreak Detection Methods
                                                                                                    • 7.4 Estimation of Outbreak Risk Using Risk Ratio Function
                                                                                                      • 7.5 Summary
                                                                                                        • References
                                                                                                        • 8 Modeling Outbreak Risk Based on the Back Propagation Neural Network (BPNN) Algorithm
                                                                                                          • 8.1 Back Propagation Neural Network (BPNN)
                                                                                                            • 8.2 A Multilayer Feed-Forward Neural Network
                                                                                                              • 8.3 Back Propagation
                                                                                                                • 8.4 Modeling Outbreak Risk Based on BPNN
                                                                                                                  • 8.4.1 Initial Analysis of Input and Reference Data
                                                                                                                    • 8.4.2 Results of Training and Testing the BPNN
                                                                                                                    • 8.5 Summary
                                                                                                                      • References
                                                                                                                      • 9 Application of Surveillance of Communicable Disease Risk Using Expert Systems
                                                                                                                        • 9.1 Introduction to the Expert System
                                                                                                                          • 9.2 Integrated Expert System for Surveillance of Communicable Disease Risk
                                                                                                                            • 9.2.1 Expert System for Diagnosis Design
                                                                                                                              • 9.2.2 Expert System for Diagnosis Evaluation
                                                                                                                              • 9.3 Summary
                                                                                                                                • References
                                                                                                                                • 10 Conclusions and Discussions
                                                                                                                                  • 10.1 Summary of Major Results
                                                                                                                                    • 10.1.1 Flood Identification
                                                                                                                                      • 10.1.2 Waterborne Diseases Caused by Flooding Disasters
                                                                                                                                      • 10.2 Further Work
                                                                                                                                        • References

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