The traceability of sudden water pollution in river canals based on the pollutant diffusion quantification formula

被引:0
|
作者
Lin, Fei [1 ,2 ]
Ren, Honglei [3 ]
Tao, Yuezan [3 ]
Zhang, Naifeng [4 ,5 ]
Li, Yucheng [2 ,6 ]
Wang, Rujing [1 ,2 ]
Hu, Yimin [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Intelligent Machines, Hefei Inst Phys Sci, Hefei, Peoples R China
[2] Hefei Inst Collabrat Innovat Intelligent Agr, Hefei, Peoples R China
[3] Hefei Univ Technol, Coll Civil Engn, Hefei, Peoples R China
[4] Minist Water Resources, Water Resources Res Inst Anhui Prov, Key Lab Water Conservancy & Water Resources Anhui, Bengbu, Peoples R China
[5] Minist Water Resources, Huai River Water Resources Commiss, Bengbu, Peoples R China
[6] Anhui Univ, Sch Resources & Environm Engn, Hefei, Peoples R China
基金
中国国家自然科学基金;
关键词
sudden water pollution; parameter identification; traceability; quantitative formulation; DP-BAS; parameter decoupling; POINT-SOURCE; IDENTIFICATION; LOCATION;
D O I
10.3389/fenvs.2023.1134233
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
For the problem that the traceability parameters of sudden water pollution are difficult to determine, a fast traceability model based on a simplified mechanistic model coupled with an optimization algorithm is proposed to improve the accuracy of sudden water pollution traceability. In this paper, according to the diffusion law of pollutants, a quantitative formula of pollutant diffusion is proposed, and the differential calculation process of the pollutant convection equation is optimized. The Dynamic Programming and Beetle Antennae Search algorithm (DP-BAS) with dynamic step size is used in the reverse optimization process, which can avoid the problem of entering the local optimal solution in the calculation process. The DP-BAS is used to inverse solve the quantization equation to realize the decoupling of pollutant traceability parameters, transforming the multi-parameter coupled solution into a single-parameter solution, reducing the solution dimension, and optimizing the difficulty and solution complexity of pollutant traceability. The proposed traceability model is applied to the simulation case, the results show that the mean square errors of pollutant placement mass, location, and time are 2.39, 1.16, and 1.19 percent, respectively. To further verify the model reliability, the Differential Evolution and Markov Chain Monte Carlo simulation method (DE-MCMC) as well as Genetic Algorithms (GA) were introduced to compare with the proposed model to prove that the model has certain reliability and accuracy.
引用
收藏
页数:8
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