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Simulation–optimization model for groundwater contamination remediation using meshfree point collocation method and particle swarm optimization

机译:基于无网格点配点法和粒子群算法的地下水污染修复模拟优化模型

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摘要

Remediation of the groundwater contamination problem is a tedious, time consuming and expensive process. Pump and treat (PAT) is one of the commonly used techniques for groundwater remediation in which the contaminated groundwater is pumped, treated and put back to the aquifer system or other sources. Developing simulation-optimization (S/O) model proved to be very useful in the design process of an effective PAT system. Simulation models help in predicting the spatial and temporal variation of the contamination plume while optimization models help in minimizing the cost of pumping. Generally, grid or mesh based models such as Finite Difference Method (FDM) or Finite Element Methods (FEM) is used for the groundwater flow and transport simulation. But it is found that grid/mesh generation is a time consuming process. Therefore, recently Meshfree (MFree) based numerical models are developed to avoid this difficulty of meshing and remeshing. MFree Point Collocation Method (PCM) is a simple meshfree method used for the simulation of coupled groundwater flow and contaminant transport. For groundwater optimization problems, even though number of methods such as linear programming, nonlinear programming, etc. are available, evolutionary algorithm based techniques such as genetic algorithm (GA) and particle swarm optimization (PSO) are found to be very effective.
机译:修复地下水污染问题是一个繁琐,耗时且昂贵的过程。抽水处理(PAT)是地下水修复的常用技术之一,其中被污染的地下水被抽水,处理并放回含水层系统或其他水源。开发仿真优化(S / O)模型在有效的PAT系统的设计过程中被证明是非常有用的。仿真模型有助于预测污染羽流的时空变化,而优化模型有助于最小化泵送成本。通常,基于网格或网格的模型(例如有限差分法(FDM)或有限元方法(FEM))用于地下水流动和运输模拟。但是发现网格/网格的生成是一个耗时的过程。因此,最近开发了基于Meshfree(MFree)的数值模型,以避免这种啮合和重新网格化的困难。 MFree点配置方法(PCM)是一种简单的无网格方法,用于模拟地下水耦合流动和污染物运移。对于地下水优化问题,即使有许多方法(例如线性规划,非线性规划等)可用,也发现基于进化算法的技术(例如遗传算法(GA)和粒子群优化(PSO))非常有效。

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