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国家自然科学基金(s41072175)

作品数:1 被引量:4H指数:1
发文基金:国家自然科学基金国家重点基础研究发展计划更多>>
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A New Fast Harmony Search Algorithm for Multi-objective Groundwater Remediation Design Problems
This paper develops a new multi-objective optimization method, multi-objective fast harmony search (MOFHS) alg...
Qiankun LuoJianfeng WuXiaomin Sun
Optimal Design of Groundwater Remediation Systems under Uncertainty Using Probabilistic Multiobjective Evolutionary Technique
The design of a robust and reliable groundwater remediation system encounters major difficulties owing to the ...
Yun YangJian F. WuXiao B. Zhu
关键词:UNCERTAINTY
A Hybrid Multi-Objective Evolutionary Algorithm for Optimal Groundwater Management under Variable Density Conditions被引量:4
2012年
In this paper, a new hybrid multi-objective evolutionary algorithm (MOEA), the niched Pareto tabu search combined with a genetic algorithm (NPTSGA), is proposed for the management of groundwater resources under variable density conditions. Relatively few MOEAs can possess global search ability contenting with intensified search in a local area. Moreover, the overall searching ability of tabu search (TS) based MOEAs is very sensitive to the neighborhood step size. The NPTSGA is developed on the thought of integrating the genetic algorithm (GA) with a TS based MOEA, the niched Pareto tabu search (NPTS), which helps to alleviate both of the above difficulties. Here, the global search ability of the NPTS is improved by the diversification of candidate solutions arising from the evolving genetic algorithm population. Furthermore, the proposed methodology coupled with a density-dependent groundwater flow and solute transport simulator, SEAWAT, is developed and its performance is evaluated through a synthetic seawater intrusion management problem. Optimization results indicate that the NPTSGA offers a tradeoff between the two conflicting objectives. A key conclusion of this study is that the NPTSGA keeps the balance between the intensification of nondomination and the diversification of near Pareto-optimal solutions along the tradeoff curves and is a stable and robust method for implementing the multi-objective design of variable-density groundwater resources.
YANG YunWU JianfengSUN XiaominLIN JinWU Jichun
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