02887oam 2200457 450 991048445250332120210602085427.0981-15-8202-510.1007/978-981-15-8202-8(CKB)5340000000066941(DE-He213)978-981-15-8202-8(MiAaPQ)EBC6424523(PPN)252513134(EXLCZ)99534000000006694120210602d2021 uy 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierEnvironmental remote sensing in flooding areas a case study of Ayutthaya, Thailand /Chunxiang Cao [and five others]1st ed. 2021.Singapore :Springer,[2021]©20211 online resource (XI, 148 p. 55 illus., 38 illus. in color.) 981-15-8201-7 Geographical characteristics of Study area -- Datasets and data preparation -- Flooding identification by vegetation index -- Flood identification by Support Vector Machine (SVM) -- Improved support vector machine classifier by Particle filter algorithm -- Flood related parameters affecting waterborne diseases -- Measure of Disease Risk -- Modeling Outbreak Risk based on Back Propagation Neural Network (BPNN) algorithm -- Application of surveillance communicable diseases risk using Expert system -- Conclusions.This book introduces flood inundation area and flood risks assessment based on a comprehensive monitoring system using remote sensing and geographic information system technologies. Taking the 2011 flood disaster of Ayutthaya in Thailand as an example, it presents a flood intrusion zone identification method based on remote sensing technology, spatial information technology and geographic information system for flood disaster monitoring and early warning system. It introduces the study area and data, vegetation index, improved support vector machine and flood intrusion zone identification method. It also analyzes the flood remote sensing parameters and waterborne diseases, method of risk assessment of waterborne disease outbreak, waterborne disease outbreak risk monitoring based on backpropagation neural network and its expert system. It not only promotes a new interdisciplinary approach both in public health and space information technology, but also greatly supports decision makers in disaster reduction.FloodsRemote sensingFlood forecastingFloodsRemote sensing.Flood forecasting.363.3Cao Chunxiang1226589MiAaPQMiAaPQUtOrBLWBOOK9910484452503321Environmental remote sensing in flooding areas2848023UNINA