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Big Data Mining for Climate Change

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ISBN-13:
9780128187043
Veröffentl:
2019
Seiten:
344
Autor:
Zhihua Zhang
eBook Typ:
EPUB
eBook Format:
EPUB
Kopierschutz:
2 - DRM Adobe
Sprache:
Englisch
Beschreibung:

Climate change mechanisms, impacts, risks, mitigation, adaption, and governance are widely recognized as the biggest, most interconnected problem facing humanity. Big Data Mining for Climate Change addresses one of the fundamental issues facing scientists of climate or the environment: how to manage the vast amount of information available and analyse it. The resulting integrated and interdisciplinary big data mining approaches are emerging, partially with the help of the United Nation's big data climate challenge, some of which are recommended widely as new approaches for climate change research. Big Data Mining for Climate Change delivers a rich understanding of climate-related big data techniques and highlights how to navigate huge amount of climate data and resources available using big data applications. It guides future directions and will boom big-data-driven researches on modeling, diagnosing and predicting climate change and mitigating related impacts.
1. Big Datasets and Platforms for Climate Change 2. Feature Extraction of Big Climate Data 3. Deep learning for Climate Patterns 4. Climate Networks 5. Random Networks and Climate Entropy 6. Spectra of Climate Networks 7. Simulations of Climate Systems 8. Dimension reduction 9. Big Data Analysis for Carbon Footprint 10. Big Data Driven Low Carbon Management

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