Deep learning in water protection of resources, environment, and ecology: achievement and challenges

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作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Fu, Xiaohua;Jiang, Jie;Wu, Xie;Huang, Lei;Han, Rui;...

通讯作者：

Wang, ZX

作者机构：

[Fu, Xiaohua; Jiang, Jie] Cent South Univ Forestry & Technol, Ecol Environm Management & Assessment Ctr, Changsha 410004, Peoples R China.

[Wang, Zhenxing; Chen, Jianyu; Jiang, Jie; Liu, Chang] Minist Ecol & Environm, South China Inst Environm Sci, State Environm Protect Key Lab Water Environm Simu, Guangzhou 510655, Peoples R China.

[Wu, Xie] China Railway Water Informat Technol Co LTD, Nanchang 330000, Peoples R China.

[Huang, Lei] Guangzhou Univ, Sch Environm Sci & Engn, Guangzhou 510006, Peoples R China.

[Han, Rui] China Environm Publishing Grp, Beijing 100062, Peoples R China.

通讯机构：

[Wang, ZX ] M

Minist Ecol & Environm, South China Inst Environm Sci, State Environm Protect Key Lab Water Environm Simu, Guangzhou 510655, Peoples R China.

语种：

英文

关键词：

Deep learning;Machine learning;Water resources management;Water environment protection;Water ecology

期刊：

Environmental Science and Pollution Research

ISSN：

0944-1344

年：

2024

卷：

期：

页码：

14503-14536

DOI：

10.1007/s11356-024-31963-5

基金类别：

This work was financially supported by the Major Science and Technology Program for Water Pollution Control and Treatment (2017ZX07101003), National Key Research and Development Project (2019YFC1804800), the Science and Technology Program of Guangdong Forestry Administration (2020-KYXM-08), Pearl River S&T Nova Program of Guangzhou, China (No. 201710010065), Youth Foundation of SCIES (PM-zx097-202304-147), and European Social Fund via IT Academy Program.

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本校为第一机构

摘要：

The breathtaking economic development put a heavy toll on ecology, especially on water pollution. Efficient water resource management has a long-term influence on the sustainable development of the economy and society. Economic development and ecology preservation are tangled together, and the growth of one is not possible without the other. Deep learning (DL) is ubiquitous in autonomous driving, medical imaging, speech recognition, etc. The spectacular success of deep learning comes from its power of richer representation of data. In view of the bright prospects of DL, this review comprehensi...

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Deep learning in water protection of resources, environment, and ecology: achievement and challenges

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