Big Data Mining for Climate Change
Elsevier Science Publishing Co Inc (Verlag)
978-0-12-818703-6 (ISBN)
This book mainly focuses on climate network models, deep learning techniques for climate dynamics, automated feature extraction of climate variability, and sparsification of big climate data. It also includes a revelatory exploration of big-data-driven low-carbon economy and management. Its content provides cutting-edge knowledge for scientists and advanced students studying climate change from various disciplines, including atmospheric, oceanic and environmental sciences; geography, ecology, energy, economics, management, engineering, and public policy.
Zhihua Zhang is a Taishan distinguished professor and director of climate modeling laboratory in Shandong University, China. His research interests are Mechanisms of Climate Change, Big Data Mining, Carbon Emissions, Climate Policy and Sustainability. Prof. Zhang has published 4 first-authored books and about 50 first-authored papers. He is a Chief Editor, Associate Editor, or Editorial Board Member in several global and regional known journals on Climate Change, Meteorology and Environmental Data. Jianping Li, PhD, a full professor at Ocean University of China, Chair of the IUGG Union Commission on Climatic and Environmental Change (CCEC), President of the International Commission of Climate (ICCL)/IAMAS, Fellow of IUGG, Fellow of Royal Meteorological Society, an Affiliate Faculty of University of Hawaii, Executive Editor of Climate Dynamics, and Editor of a number of known climate journals. His major research interests include climate dynamics and climate change, monsoon, air-sea interaction and annular modes. He has published more than 400 peer-reviewed papers, and has edited several books.
1. Big Datasets and Platforms for Climate Change2. Feature Extraction of Big Climate Data3. Deep learning for Climate Patterns4. Climate Networks5. Random Networks and Climate Entropy6. Spectra of Climate Networks7. Simulations of Climate Systems8. Dimension reduction9. Big Data Analysis for Carbon Footprint10. Big Data Driven Low Carbon Management
Erscheinungsdatum | 29.11.2019 |
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Sprache | englisch |
Maße | 152 x 229 mm |
Gewicht | 630 g |
Themenwelt | Informatik ► Datenbanken ► Data Warehouse / Data Mining |
Naturwissenschaften ► Biologie ► Ökologie / Naturschutz | |
Naturwissenschaften ► Chemie | |
Naturwissenschaften ► Geowissenschaften ► Meteorologie / Klimatologie | |
Naturwissenschaften ► Physik / Astronomie ► Angewandte Physik | |
Sozialwissenschaften ► Soziologie | |
ISBN-10 | 0-12-818703-4 / 0128187034 |
ISBN-13 | 978-0-12-818703-6 / 9780128187036 |
Zustand | Neuware |
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