{"product_id":"non-linear-spectral-unmixing-of-hyperspectral-data-9781032558615","title":"Non-Linear Spectral Unmixing of Hyperspectral Data","description":"\u003cp\u003e • Author(s): Somdatta Chakravortty\u003cbr\u003e • Publisher: CRC Press\u003cbr\u003e • Publisher Imprint: CRC Press\u003cbr\u003e • BISAC: Remote Sensing \u0026amp; Geographic Information Systems\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book is based on satellite image processing, focusing on the potential of hyperspectral image processing (HIP) research with a case study-based approach. It covers the background, objectives, and practical issues related to HIP and substantiates the needs and potentials of said technology for discrimination of pure and mixed endmembers in pixels, including unsupervised target detection algorithms for extraction of unknown spectra of pure pixels. It includes application of machine learning and deep learning models on hyperspectral data and its role in spatial big data analytics.\u003c\/p\u003e\u003cp\u003eFeatures include the following: \u003c\/p\u003e\u003cul\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eFocuses on capability of hyperspectral data in characterization of linear and non-linear interactions of a natural forest biome.\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eIllustrates modeling the ecodynamics of mangrove habitats in the coastal ecosystem.\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eDiscusses adoption of appropriate technique for handling spatial data (with coarse resolution).\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eCovers machine learning and deep learning models for classification.\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eImplements non-linear spectral unmixing for identifying fractional abundance of diverse mangrove species of coastal Sundarbans.\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003eThis book is aimed at researchers and graduate students in digital image processing, big data, and spatial informatics. \u003c\/p\u003e","brand":"CRC Press","offers":[{"title":"Paperback","offer_id":48057637699735,"sku":"9781032558615","price":6991.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781032558615.webp?v=1784897446","url":"https:\/\/atlanticbooks.com\/products\/non-linear-spectral-unmixing-of-hyperspectral-data-9781032558615","provider":"Atlantic Books","version":"1.0","type":"link"}