Environmental data analysis: methods and applications
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 envir...
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| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Berlin ; Boston
De Gruyter
[2023]
|
| Edition: | 2nd edition |
| Subjects: | |
| Online Access: | DE-1043 DE-1046 DE-858 DE-573 DE-859 DE-860 DE-703 DE-739 Volltext |
| Summary: | 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 |
| Item Description: | Description based on online resource; title from PDF title page (publisher's Web site, viewed 28. Feb 2023) |
| Physical Description: | 1 Online-Ressource (XII, 388 Seiten) |
| ISBN: | 9783111012681 |
| DOI: | 10.1515/9783111012681 |
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| author | Zhang, Zhihua |
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| illustrated | Not Illustrated |
| index_date | 2024-07-03T21:40:53Z |
| indexdate | 2025-02-19T17:36:48Z |
| institution | BVB |
| isbn | 9783111012681 |
| language | English |
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| spelling | Zhang, Zhihua Verfasser (DE-588)1046539337 aut Environmental data analysis methods and applications Zhihua Zhang 2nd edition Berlin ; Boston De Gruyter [2023] © 2023 1 Online-Ressource (XII, 388 Seiten) txt rdacontent c rdamedia cr rdacarrier Description based on online resource; title from PDF title page (publisher's Web site, viewed 28. Feb 2023) 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 In English Datenanalyse Mathematik Umweltwissenschaft SCIENCE / Chemistry / General bisacsh Datenanalyse (DE-588)4123037-1 gnd rswk-swf Mathematisches Modell (DE-588)4114528-8 gnd rswk-swf Umweltwissenschaften (DE-588)4137364-9 gnd rswk-swf Umweltwissenschaften (DE-588)4137364-9 s Datenanalyse (DE-588)4123037-1 s Mathematisches Modell (DE-588)4114528-8 s DE-604 Erscheint auch als Druck-Ausgabe 9783111012544 https://doi.org/10.1515/9783111012681 Verlag URL des Erstveröffentlichers Volltext |
| spellingShingle | Zhang, Zhihua Environmental data analysis methods and applications Datenanalyse Mathematik Umweltwissenschaft SCIENCE / Chemistry / General bisacsh Datenanalyse (DE-588)4123037-1 gnd Mathematisches Modell (DE-588)4114528-8 gnd Umweltwissenschaften (DE-588)4137364-9 gnd |
| subject_GND | (DE-588)4123037-1 (DE-588)4114528-8 (DE-588)4137364-9 |
| title | Environmental data analysis methods and applications |
| title_auth | Environmental data analysis methods and applications |
| title_exact_search | Environmental data analysis methods and applications |
| title_exact_search_txtP | Environmental data analysis methods and applications |
| title_full | Environmental data analysis methods and applications Zhihua Zhang |
| title_fullStr | Environmental data analysis methods and applications Zhihua Zhang |
| title_full_unstemmed | Environmental data analysis methods and applications Zhihua Zhang |
| title_short | Environmental data analysis |
| title_sort | environmental data analysis methods and applications |
| title_sub | methods and applications |
| topic | Datenanalyse Mathematik Umweltwissenschaft SCIENCE / Chemistry / General bisacsh Datenanalyse (DE-588)4123037-1 gnd Mathematisches Modell (DE-588)4114528-8 gnd Umweltwissenschaften (DE-588)4137364-9 gnd |
| topic_facet | Datenanalyse Mathematik Umweltwissenschaft SCIENCE / Chemistry / General Mathematisches Modell Umweltwissenschaften |
| url | https://doi.org/10.1515/9783111012681 |
| work_keys_str_mv | AT zhangzhihua environmentaldataanalysismethodsandapplications |