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For: Li K, Duan H, Liu L, Qiu R, van den Akker B, Ni BJ, Chen T, Yin H, Yuan Z, Ye L. An Integrated First Principal and Deep Learning Approach for Modeling Nitrous Oxide Emissions from Wastewater Treatment Plants. Environ Sci Technol 2022;56:2816-2826. [PMID: 35107268 DOI: 10.1021/acs.est.1c05020] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Number Cited by Other Article(s)
1
Song YP, Wang WZ, Wang YQ, Yin WX, Chen JJ, Xu HR, Cheng HY, Ma F, Wang HT, Wang AJ, Wang HC. Data-driven differentiable model for dynamic prediction and control in wastewater treatment. WATER RESEARCH 2025;282:123772. [PMID: 40334380 DOI: 10.1016/j.watres.2025.123772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2025] [Revised: 04/02/2025] [Accepted: 05/02/2025] [Indexed: 05/09/2025]
2
Zhang Z, Qi F, Liu Y, Asif MB, Ikhlaq A, Wang Z, Chen C, Li C, Chang J, Li Q, Li Y, Li Y, Jia Y, Liu Y, Xu B, Sun D. Comprehensive assessment, intelligent prediction, and precise mitigation strategies for greenhouse gas emissions in full-scale wastewater treatment plants. ENVIRONMENTAL RESEARCH 2025;270:121052. [PMID: 39920967 DOI: 10.1016/j.envres.2025.121052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2024] [Revised: 02/03/2025] [Accepted: 02/04/2025] [Indexed: 02/10/2025]
3
Fan X, Niu G, Liu R, Qin J, Yi X, Tu J, Li X, Huang M. Effective evaluation of greenhouse gases (GHGs) emissions from anoxic/oxic (A/O) process of regenerated papermaking wastewater treatment through hybrid deep learning techniques: Leveraging the critical role of water quality indicators. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2025;380:125094. [PMID: 40174391 DOI: 10.1016/j.jenvman.2025.125094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Revised: 02/27/2025] [Accepted: 03/19/2025] [Indexed: 04/04/2025]
4
Yin WX, Chen KH, Lv JQ, Chen JJ, Liu S, Song YP, Zhao YW, Huang F, Bao HX, Wang HC, Wang AJ, Ren NQ. Deciphering and Mitigating of Dynamic Greenhouse Gas Emission in Urban Drainage Systems with Knowledge-Infused Graph Neural Network. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2025;59:3592-3602. [PMID: 39936390 DOI: 10.1021/acs.est.4c10644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/13/2025]
5
Sun Z, Li J, Meng J, Li J. Small-data-trained model for predicting nitrate accumulation in one-stage partial nitritation-anammox processes controlled by oxygen supply rate. WATER RESEARCH 2025;269:122798. [PMID: 39581117 DOI: 10.1016/j.watres.2024.122798] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 10/25/2024] [Accepted: 11/14/2024] [Indexed: 11/26/2024]
6
Yin WX, Lv JQ, Liu S, Chen JJ, Wei J, Ding C, Yuan Y, Bao HX, Wang HC, Wang AJ. Microbial-Guided prediction of methane and sulfide production in Sewers: Integrating mechanistic models with Machine learning. BIORESOURCE TECHNOLOGY 2025;415:131640. [PMID: 39414164 DOI: 10.1016/j.biortech.2024.131640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 10/02/2024] [Accepted: 10/13/2024] [Indexed: 10/18/2024]
7
Lv JQ, Yin WX, Xu JM, Cheng HY, Li ZL, Yang JX, Wang AJ, Wang HC. Augmented machine learning for sewage quality assessment with limited data. ENVIRONMENTAL SCIENCE AND ECOTECHNOLOGY 2025;23:100512. [PMID: 39659704 PMCID: PMC11629219 DOI: 10.1016/j.ese.2024.100512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 11/12/2024] [Accepted: 11/12/2024] [Indexed: 12/12/2024]
8
Li Y, Cai C, Liu E, Lin X, Zhang Y, Chen H, Wei Z, Huang X, Guo R, Peng K, Liu J. A novel hybrid variable cross layer-based machine learning model improves the accuracy and interpretation of energy intensity prediction of wastewater treatment plant. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024;371:123209. [PMID: 39541811 DOI: 10.1016/j.jenvman.2024.123209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 10/19/2024] [Accepted: 11/01/2024] [Indexed: 11/16/2024]
9
Chen Z, Cheng H, Wang X, Chen B, Chen Y, Cai R, Zhang G, Song C, He Q. Development and application of an intelligent nitrogen removal diagnosis and optimization framework for WWTPs: Low-carbon and stable operation. WATER RESEARCH 2024;266:122337. [PMID: 39216130 DOI: 10.1016/j.watres.2024.122337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 08/13/2024] [Accepted: 08/24/2024] [Indexed: 09/04/2024]
10
Seshan S, Poinapen J, Zandvoort MH, van Lier JB, Kapelan Z. Forecasting nitrous oxide emissions from a full-scale wastewater treatment plant using LSTM-based deep learning models. WATER RESEARCH 2024;268:122754. [PMID: 39522482 DOI: 10.1016/j.watres.2024.122754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Revised: 10/15/2024] [Accepted: 11/04/2024] [Indexed: 11/16/2024]
11
Zhao GY, Furumai H, Fujita M. Supporting data-enhanced hybrid ordinary differential equation model for phosphate dynamics in municipal wastewater treatment. BIORESOURCE TECHNOLOGY 2024;409:131217. [PMID: 39117242 DOI: 10.1016/j.biortech.2024.131217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 08/02/2024] [Accepted: 08/03/2024] [Indexed: 08/10/2024]
12
Lancioni N, Szelag B, Sgroi M, Barbusiński K, Fatone F, Eusebi AL. Novel extended hybrid tool for real time control and practically support decisions to reduce GHG emissions in full scale wastewater treatment plants. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024;365:121502. [PMID: 38936025 DOI: 10.1016/j.jenvman.2024.121502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 04/08/2024] [Accepted: 06/15/2024] [Indexed: 06/29/2024]
13
Zheng Y, Wei J, Zhang W, Zhang Y, Zhang T, Zhou Y. An ensemble model for accurate prediction of key water quality parameters in river based on deep learning methods. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024;366:121932. [PMID: 39043087 DOI: 10.1016/j.jenvman.2024.121932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 06/10/2024] [Accepted: 07/17/2024] [Indexed: 07/25/2024]
14
Wang Q, Sheng Y, Zhang Y, Zhong X, Liu H, Huang Z, Li D, Wu H, Ni Y, Zhang J, Lin W, Qiu K, Qian X. Complete long-term monitoring of greenhouse gas emissions from a full-scale industrial wastewater treatment plant with different cover configurations. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024;360:121206. [PMID: 38776658 DOI: 10.1016/j.jenvman.2024.121206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Revised: 05/13/2024] [Accepted: 05/18/2024] [Indexed: 05/25/2024]
15
An T, Feng K, Cheng P, Li R, Zhao Z, Xu X, Zhu L. Adaptive prediction for effluent quality of wastewater treatment plant: Improvement with a dual-stage attention-based LSTM network. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024;359:120887. [PMID: 38678908 DOI: 10.1016/j.jenvman.2024.120887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Revised: 04/04/2024] [Accepted: 04/10/2024] [Indexed: 05/01/2024]
16
Shang Z, Cai C, Guo Y, Huang X, Peng K, Guo R, Wei Z, Wu C, Cheng S, Liao Y, Hung CY, Liu J. Direct and indirect monitoring methods for nitrous oxide emissions in full-scale wastewater treatment plants: A critical review. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024;358:120842. [PMID: 38599092 DOI: 10.1016/j.jenvman.2024.120842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 03/17/2024] [Accepted: 04/02/2024] [Indexed: 04/12/2024]
17
Duarte MS, Martins G, Oliveira P, Fernandes B, Ferreira EC, Alves MM, Lopes F, Pereira MA, Novais P. A Review of Computational Modeling in Wastewater Treatment Processes. ACS ES&T WATER 2024;4:784-804. [PMID: 38482340 PMCID: PMC10928720 DOI: 10.1021/acsestwater.3c00117] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 08/11/2023] [Accepted: 08/11/2023] [Indexed: 06/10/2024]
18
Liu Z, Xu Z, Zhu X, Yin L, Yin Z, Li X, Zheng W. Calculation of carbon emissions in wastewater treatment and its neutralization measures: A review. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024;912:169356. [PMID: 38110091 DOI: 10.1016/j.scitotenv.2023.169356] [Citation(s) in RCA: 20] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 11/08/2023] [Accepted: 12/11/2023] [Indexed: 12/20/2023]
19
Xu X, Wei A, Tang S, Liu Q, Shi H, Sun W. Prediction of nitrous oxide emission of a municipal wastewater treatment plant using LSTM-based deep learning models. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024;31:2167-2186. [PMID: 38055175 DOI: 10.1007/s11356-023-31250-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 11/22/2023] [Indexed: 12/07/2023]
20
Wang K, Li J, Gu X, Wang H, Li X, Peng Y, Wang Y. How to Provide Nitrite Robustly for Anaerobic Ammonium Oxidation in Mainstream Nitrogen Removal. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023;57:21503-21526. [PMID: 38096379 DOI: 10.1021/acs.est.3c05600] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2023]
21
Khalil M, AlSayed A, Liu Y, Vanrolleghem PA. Machine learning for modeling N2O emissions from wastewater treatment plants: Aligning model performance, complexity, and interpretability. WATER RESEARCH 2023;245:120667. [PMID: 37778084 DOI: 10.1016/j.watres.2023.120667] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 09/22/2023] [Accepted: 09/23/2023] [Indexed: 10/03/2023]
22
Alvi M, Batstone D, Mbamba CK, Keymer P, French T, Ward A, Dwyer J, Cardell-Oliver R. Deep learning in wastewater treatment: a critical review. WATER RESEARCH 2023;245:120518. [PMID: 37716298 DOI: 10.1016/j.watres.2023.120518] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 08/19/2023] [Accepted: 08/22/2023] [Indexed: 09/18/2023]
23
Yu X, Chen S, Zhang X, Wu H, Guo Y, Guan J. Research progress of the artificial intelligence application in wastewater treatment during 2012-2022: a bibliometric analysis. WATER SCIENCE AND TECHNOLOGY : A JOURNAL OF THE INTERNATIONAL ASSOCIATION ON WATER POLLUTION RESEARCH 2023;88:1750-1766. [PMID: 37830995 PMCID: wst_2023_296 DOI: 10.2166/wst.2023.296] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/14/2023]
24
Zou X, Guo H, Jiang C, Nguyen DV, Chen GH, Wu D. Physics-informed neural network-based serial hybrid model capturing the hidden kinetics for sulfur-driven autotrophic denitrification process. WATER RESEARCH 2023;243:120331. [PMID: 37454462 DOI: 10.1016/j.watres.2023.120331] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 06/04/2023] [Accepted: 07/09/2023] [Indexed: 07/18/2023]
25
Lu H, Wang H, Wu Q, Luo H, Zhao Q, Liu B, Si Q, Zheng S, Guo W, Ren N. Automatic control and optimal operation for greenhouse gas mitigation in sustainable wastewater treatment plants: A review. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023;855:158849. [PMID: 36122730 DOI: 10.1016/j.scitotenv.2022.158849] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 09/01/2022] [Accepted: 09/14/2022] [Indexed: 06/15/2023]
26
Yao H, Gao X, Guo J, Wang H, Zhang L, Fan L, Jia F, Guo J, Peng Y. Contribution of nitrous oxide to the carbon footprint of full-scale wastewater treatment plants and mitigation strategies- a critical review. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2022;314:120295. [PMID: 36181929 DOI: 10.1016/j.envpol.2022.120295] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 08/27/2022] [Accepted: 09/24/2022] [Indexed: 06/16/2023]
27
Lin Z, Ma K, Yang Y. Nitrous Oxide Emission from Full-Scale Anammox-Driven Wastewater Treatment Systems. LIFE (BASEL, SWITZERLAND) 2022;12:life12070971. [PMID: 35888061 PMCID: PMC9317218 DOI: 10.3390/life12070971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 06/16/2022] [Accepted: 06/27/2022] [Indexed: 11/23/2022]
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