基于INPGA的地下水污染治理多目标优化管理模型: Ⅱ——实例应用
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本文为国家重点基础研究发展计划项目(编号2010CB428803)和国家自然科学基金资助项目(编号41072175, 41030746和40725010)的成果


INPGAbased Multiobjective Management Model for Optimal Design of Groundwater Remediation System: II. Application to the MMR Site
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    摘要:

    简单算例研究表明改进的小生境Pareto遗传算法(INPGA)用于求解地下水系统的多目标优化管理模型时,求解过程简单,计算速度快,而且得到的Pareto解集跨度更为合理。本文以美国麻省军事保护区(Massachusetts Military Reservation, MMR)为实例,通过建立研究区复杂地下水污染治理的多目标优化管理模型,进一步对比NPGA和INPGA的求解结果,同时详细讨论和分析适应值库操作和MPI并行技术在实例中的应用效果。求解结果表明MPI并行技术在实例应用中能明显提高加速度和计算效率,而且同样能提供足够的选择方案供决策者权衡选择,由此证明基于INPGA的地下水污染治理多目标优化模型具有很好的应用前景。

    Abstract:

    The simple case study has shown that the improved niched Pareto genetic algorithm (INPGA) is applicable to multiobjective optimal design of groundwater remediation system due to the simple procedure, the efficient computation, as well as the rational span of the Pareto solutions. However, the acceleration and efficiency of INPGA based on the message passing interface (MPI) is comparatively low for the simple application. To further demonstrate the applicability and usefulness of INPGA coupled with the MPI for parallel computing and the operation library of individual fitness under real field conditions, accordingly, an application project was conducted at the Massachusetts Military Reservation (MMR) in Cape Cod, Massachusetts, involving the multiobjective optimal design of a groundwater pump and treat system. The results of this study show that not only would it be possible using MPI to improve the parallel acceleration and efficiency, but also a nearParetofront tradeoff curve could be achieved by providing enough Pareto solutions to decisionmakers. This field application clearly demonstrates the attractive prospect of MPIbased INPGA in identifying multiobjective optimal design of groundwater remediation systems.

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引用本文

吴剑锋,彭伟,钱家忠,吴吉春,郑春苗.2011.基于INPGA的地下水污染治理多目标优化管理模型: Ⅱ——实例应用[J].地质论评,57(3):437-443,[DOI].
.2011. INPGAbased Multiobjective Management Model for Optimal Design of Groundwater Remediation System: II. Application to the MMR Site[J]. Geological Review,57(3):437-443.

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