Environmental Data Analysis: Methods and Applications - Hardcover

Zhang, Zhihua

Hardcover

ISBN 10: 3111012549 ISBN 13: 9783111012544

Verlag: De Gruyter, 2023

Inhaltsangabe

With the dramatic development of air-space-ground-sea environmental monitoring networks and large-scale high-resolution Earth simulators, Environmental science is facing opportunities and challenges of big data. Environmental Data Analysis focuses on state-of-the-art models and methods for big environmental data and demonstrates their applications through various case studies in the real world. It covers the comprehensive range of topics in data analysis in space, time and spectral domains, including linear and nonlinear environmental systems, feature extraction models, data envelopment analysis, risk assessments, and life cycle assessments. The 2nd Edition adds emerging network models, including neural networks, complex networks, downscaling analysis and streaming data on network. This book is a concise and self-contained work with enormous amount of information. It is a must-read for environmental scientists who struggle to conduct big data mining and data scientists who try to find the way into environmental science.

Über diesen Titel

Über die Autorin bzw. den Autor

Zhihua Zhang, Beijing Normal University, Beijing, China.

Von der hinteren Coverseite

With the dramatic development of air-space-ground-sea environmental monitoring networks and large-scale high-resolution Earth simulators, Environmental science is facing opportunities and challenges of big data. Environmental Data Analysis focuses on state-of-the-art models and methods for big environmental data and demonstrates their applications through various case studies in the real world. It covers the comprehensive range of topics in data analysis in space, time and spectral domains, including linear and nonlinear environmental systems, feature extraction models, data envelopment analysis, risk assessments, and life cycle assessments. The 2nd Edition adds emerging network models, including neural networks, complex networks, downscaling analysis and streaming data on network.

This book is a concise and self-contained work with enormous amount of information. It is a must-read for environmental scientists who struggle to conduct big data mining and data scientists who try to find the way into environmental science.

Details zur Ausgabe

• Verlag: De Gruyter
• Erscheinungsdatum: 2023
• Sprache: Englisch
• ISBN 10: 3111012549
• ISBN 13: 9783111012544
• Einband: Tapa dura
• Auflage: 2
• Anzahl der Seiten: 402
• Kontakt zum Hersteller: Walter de Gruyter GmbH; info@degruyter.com; ; Genthiner Straße 13; Berlin; Berlin; 10785; Deutschland