eBook - ePub

Non-Linear Spectral Unmixing of Hyperspectral Data

Name: Non-Linear Spectral Unmixing of Hyperspectral Data
ISBN: 9781040112618

Somdatta Chakravortty,

166 pages
English
ePUB (mobile friendly)
Available on iOS & Android

eBook - ePub

Non-Linear Spectral Unmixing of Hyperspectral Data

Somdatta Chakravortty,

About this book

This 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.

Features include the following:

Focuses on capability of hyperspectral data in characterization of linear and non-linear interactions of a natural forest biome.

Illustrates modeling the ecodynamics of mangrove habitats in the coastal ecosystem.

Discusses adoption of appropriate technique for handling spatial data (with coarse resolution).

Covers machine learning and deep learning models for classification.

Implements non-linear spectral unmixing for identifying fractional abundance of diverse mangrove species of coastal Sundarbans.

This book is aimed at researchers and graduate students in digital image processing, big data, and spatial informatics.

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Yes, you can access Non-Linear Spectral Unmixing of Hyperspectral Data by Somdatta Chakravortty in PDF and/or ePUB format, as well as other popular books in Technology & Engineering & Environmental Management. We have over one million books available in our catalogue for you to explore.