共 48 条
Identifying and quantifying multiple pollution sources in estuaries using fluorescence spectra and gradient-based deep learning
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作者:

Zhao, Zhuangming
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Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China
Southern Marine Sci & Engn Guangdong Lab, Zhuhai 519085, Peoples R China Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China

Xu, Min
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Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China

Yan, Yu
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Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China

Yan, Shibo
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Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China

Lin, Qiaoyun
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Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China

Xu, Juan
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Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China

Yang, Jing
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机构:
Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China
Southern Marine Sci & Engn Guangdong Lab, Zhuhai 519085, Peoples R China Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China

Chen, Zhonghan
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机构:
Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China
机构:
[1] Minist Ecol & Environm PRC, South China Inst Environm Sci, Guangzhou 510655, Peoples R China
[2] Southern Marine Sci & Engn Guangdong Lab, Zhuhai 519085, Peoples R China
基金:
中国国家自然科学基金;
关键词:
Multi-source pollution;
Estuary;
Fluorescence spectroscopy;
Deep learning;
Convolutional neural network (CNN);
DISSOLVED ORGANIC-MATTER;
DERIVATIVE SPECTROSCOPY;
SOURCE IDENTIFICATION;
WASTE;
EXCITATION;
INDEXES;
QUALITY;
RIVER;
D O I:
10.1016/j.marpolbul.2024.117254
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
This study developed an intelligent method for identifying and quantifying water pollution sources in estuarine areas. It characterized the excitation-emission matrix (EEM) fluorescence spectra from seven end-members, including seawater, rainwater, and five pollution sources typical of these areas. A deep learning model was established to identify and quantify these pollution sources in mixed water bodies. The model was fed either the original EEM or a combined EEM and gradient input. The results indicated that the combined input enhanced classification and quantification accuracy; Although model accuracy declined with an increasing number of mixed pollution sources, the combined input still improved classification accuracy by 3.1 % to 6.8 %; When the proportion of rainwater and seawater was below 70 %, the model maintained a classification accuracy of 57.4 % with original input and 61.3 % with combined input, with root mean square error values for the pollution source proportion being 12.2 % and 11.4 %, respectively.
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