{"product_id":"multi-sensor-and-multi-temporal-remote-sensing-anil-kumar-9781032428321","title":"Multi-Sensor and Multi-Temporal Remote Sensing: Specific Single Class Mapping","description":"\u003cp\u003eThis book elaborates fuzzy machine and deep learning models for single class mapping from multi-sensor, multi-temporal remote sensing images while handling mixed pixels and noise. It also covers the ways of pre-processing and spectral dimensionality reduction of temporal data. Further, it discusses the 'individual sample as mean' training approach to handle heterogeneity within a class. The appendix section of the book includes case studies such as mapping crop type, forest species, and stubble burnt paddy fields.\u003c\/p\u003e\u003cp\u003eKey features: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eFocuses on use of multi-sensor, multi-temporal data while handling spectral overlap between classes\u003c\/li\u003e \u003cli\u003eDiscusses range of fuzzy\/deep learning models capable to extract specific single class and separates noise\u003c\/li\u003e \u003cli\u003eDescribes pre-processing while using spectral, textural, CBSI indices, and back scatter coefficient\/Radar Vegetation Index (RVI) \u003c\/li\u003e \u003cli\u003eDiscusses the role of training data to handle the heterogeneity within a class\u003c\/li\u003e \u003cli\u003eSupports multi-sensor and multi-temporal data processing through in-house SMIC software\u003c\/li\u003e \u003cli\u003eIncludes case studies and practical applications for single class mapping\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003eThis book is intended for graduate\/postgraduate students, research scholars, and professionals working in environmental, geography, computer sciences, remote sensing, geoinformatics, forestry, agriculture, post-disaster, urban transition studies, and other related areas.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Anil Kumar, Priyadarshi Upadhyay, Uttara Singh\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1032428325\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781032428321\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/17\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 148\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.95lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.44d","brand":"Anil Kumar","offers":[{"title":"Hardcover","offer_id":46881013924095,"sku":"9781032428321","price":115.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_f90766e7-44a1-4d30-ad55-be678fb1b7dc.jpg?v=1747970408","url":"https:\/\/www.whiterainbookhouse.com\/products\/multi-sensor-and-multi-temporal-remote-sensing-anil-kumar-9781032428321","provider":"WR Book House","version":"1.0","type":"link"}