Self-feedback LSTM regression model for real-time particle source apportionment
Yue Li ,
Yue Li
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Affiliations
- Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China;KLMDASR, Tianjin Key Laboratory of Network and Data Security Technology, Tianjin 300350, China
Wei Wang
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- Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China;KLMDASR, Tianjin Key Laboratory of Network and Data Security Technology, Tianjin 300350, China
Weiman Xu
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- Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China
Shuai Deng
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- Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China
Yimeng Chai
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- Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China
Ruoyu Ma
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- Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China
Guoliang Shi
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- State Environmental Protection Key Laboratory of Urban Ambient Air Particulate Matter Pollution Prevention and Control, College of Environmental Science and Engineering, Nankai University, Tianjin 300071, China
Bo Xu
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- State Environmental Protection Key Laboratory of Urban Ambient Air Particulate Matter Pollution Prevention and Control, College of Environmental Science and Engineering, Nankai University, Tianjin 300071, China
Mei Li
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- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for on-line source apportionment system of air pollution Jinan University, Guangzhou 510632, China;Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
Maofa Ge
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Affiliations
- 1. Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China;2. KLMDASR, Tianjin Key Laboratory of Network and Data Security Technology, Tianjin 300350, China;3. State Environmental Protection Key Laboratory of Urban Ambient Air Particulate Matter Pollution Prevention and Control, College of Environmental Science and Engineering, Nankai University, Tianjin 300071, China;4. Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for on-line source apportionment system of air pollution Jinan University, Guangzhou 510632, China;5. Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
Yujing Mu
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Affiliations
- 1. Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China;2. KLMDASR, Tianjin Key Laboratory of Network and Data Security Technology, Tianjin 300350, China;3. State Environmental Protection Key Laboratory of Urban Ambient Air Particulate Matter Pollution Prevention and Control, College of Environmental Science and Engineering, Nankai University, Tianjin 300071, China;4. Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for on-line source apportionment system of air pollution Jinan University, Guangzhou 510632, China;5. Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
Jianmin Chen
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Affiliations
- 1. Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China;2. KLMDASR, Tianjin Key Laboratory of Network and Data Security Technology, Tianjin 300350, China;3. State Environmental Protection Key Laboratory of Urban Ambient Air Particulate Matter Pollution Prevention and Control, College of Environmental Science and Engineering, Nankai University, Tianjin 300071, China;4. Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for on-line source apportionment system of air pollution Jinan University, Guangzhou 510632, China;5. Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
Min Shao
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Affiliations
- 1. Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China;2. KLMDASR, Tianjin Key Laboratory of Network and Data Security Technology, Tianjin 300350, China;3. State Environmental Protection Key Laboratory of Urban Ambient Air Particulate Matter Pollution Prevention and Control, College of Environmental Science and Engineering, Nankai University, Tianjin 300071, China;4. Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for on-line source apportionment system of air pollution Jinan University, Guangzhou 510632, China;5. Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
Zifa Wang
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Affiliations
- 1. Trusted AI System Laboratory, College of Computer Science, Nankai University, Tianjin 300350, China;2. KLMDASR, Tianjin Key Laboratory of Network and Data Security Technology, Tianjin 300350, China;3. State Environmental Protection Key Laboratory of Urban Ambient Air Particulate Matter Pollution Prevention and Control, College of Environmental Science and Engineering, Nankai University, Tianjin 300071, China;4. Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for on-line source apportionment system of air pollution Jinan University, Guangzhou 510632, China;5. Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
DOI:10.1016/j.jes.2021.07.002
Received April 22, 2021,Revised , Accepted July 02, 2021, Available online January 16, 2022
Volume 34,2022,Pages 10-20