Computational Intelligence in Remote Sensing

ISBN 10: 3725804117 ISBN 13: 9783725804115

Editore: Mdpi AG, 2024

Lingua: Inglese

Condizione: Nuovo Rilegato

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Titolo

Computational Intelligence in Remote Sensing

Editore

Mdpi AG

Data di pubblicazione

2024

Lingua

Inglese

ISBN 10

3725804117

ISBN 13

9783725804115

Rilegatura

Rilegato

Condizione

New

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Descrizione articolo

Riassunto

With the advancement of Earth observation techniques, vast amounts of high-resolution remote sensing data are continually captured, proving instrumental in fields such as geography, environmental monitoring, disaster management, and more. However, challenges such as data volume, complex structures, limited labeled samples, and non-convex optimization persist in processing and analyzing remote sensing data. Computational intelligence techniques, inspired by biological intelligence systems, offer potential solutions to these challenges. Computational intelligence (CI) is the theory, design, and application of biologically and linguistically motivated computational paradigms. Traditionally centered around neural networks, fuzzy systems, and evolutionary computation, CI has expanded to include various nature-inspired computing paradigms. These paradigms encompass ambient intelligence, artificial life, cultural learning, artificial endocrine networks, social reasoning, and artificial hormone networks. CI plays a vital role in developing intelligent systems, including games and cognitive developmental systems. Recent years have seen a surge in deep learning research, with deep convolutional neural networks becoming a core method in artificial intelligence. Many successful AI systems today are based on CI, and it is anticipated that CI will provide effective solutions to challenges in remote sensing in the future.

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