A niched Pareto tabu search for multi-objective optimal design of groundwater remediation systems
A niched Pareto tabu search for multi-objective optimal design of groundwater remediation systems
复制标题
地下水修复系统多目标优化设计的利基帕累托禁忌搜索
DOI：
10.1016/j.jhydrol.2013.03.022
复制
发表时间：
2013-05
影响因子：
6.4
通讯作者：
Zheng CM
中科院分区：
文献类型：
--
作者：
Wu JF;Sun XM;Wu JC;Zheng CM
本研究提出了一种新的多目标优化方法，即利基帕累托禁忌搜索（NPTS），用于地下水修复系统的优化设计。然后将所提出的 NPTS 与常用的流量和传输代码 MODFLOW 和 MT3DMS 结合起来，以搜索地下水修复策略的接近帕累托最优的权衡。所提出的NPTS与现有的多目标禁忌搜索（MOTS）之间的区别在于使用利基选择策略和适应度存档来保持沿帕累托前沿最优解的多样性，并避免与流量和运输模型相关的目标函数的重复计算。 NPTS 参数的敏感性分析是通过合成泵处理修复应用进行评估的，该应用涉及两个相互冲突的目标：修复成本和含水层中残留的污染物质量的最小化。此外，拟议的 NPTS 应用于马萨诸塞州科德角马萨诸塞州军事保留地 (MMR) 现场的大规模抽水和处理地下水修复系统，涉及最大程度地减少总抽水率和含水层中残留的污染物质量。将基于 NPTS 的结果与其他两种方法（即单目标禁忌搜索（SOTS）和非支配排序遗传算法 II（NSGA-II））的结果进行进一步比较，进一步表明所提出的 NPTS 具有理想的计算效率、稳定性和鲁棒性，是优化地下水修复系统多目标设计的有前途的工具。
This study presents a new multi-objective optimization method, the niched Pareto tabu search (NPTS), for optimal design of groundwater remediation systems. The proposed NPTS is then coupled with the commonly used flow and transport code, MODFLOW and MT3DMS, to search for the near Pareto-optimal tradeoffs of groundwater remediation strategies. The difference between the proposed NPTS and the existing multiple objective tabu search (MOTS) lies in the use of the niche selection strategy and fitness archiving to maintain the diversity of the optimal solutions along the Pareto front and avoid repetitive calculations of the objective functions associated with the flow and transport model. Sensitivity analysis of the NPTS parameters is evaluated through a synthetic pump-and-treat remediation application involving two conflicting objectives, minimizations of both remediation cost and contaminant mass remaining in the aquifer. Moreover, the proposed NPTS is applied to a large-scale pump-and-treat groundwater remediation system of the field site at the Massachusetts Military Reservation (MMR) in Cape Cod, Massachusetts, involving minimizations of both total pumping rates and contaminant mass remaining in the aquifer. Additional comparison of the results based on the NPTS with those obtained from other two methods, namely the single objective tabu search (SOTS) and the nondominated sorting genetic algorithm II (NSGA-II), further indicates that the proposed NPTS has desirable computation efficiency, stability, and robustness and is a promising tool for optimizing the multi-objective design of groundwater remediation systems.
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DOI：
--
发表时间：
1999-12
期刊：
--
影响因子：
--
作者：
C. Zheng;Paul P. Wang
通讯作者：
C. Zheng;Paul P. Wang
影响因子：
2.6
作者：
C. Zheng;P. Wang
通讯作者：
C. Zheng;P. Wang
影响因子：
5.4
作者：
C. Tiedeman;S. Gorelick
通讯作者：
C. Tiedeman;S. Gorelick
影响因子：
6.8
作者：
Srinivas, N.;Deb, Kalyanmoy
通讯作者：
Deb, Kalyanmoy
DOI：
10.1061/(asce)0733-9496(1996)122:2(128
发表时间：
1996-03
影响因子：
3.1
作者：
D. McKinney;Min-Der Lin
通讯作者：
D. McKinney;Min-Der Lin