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Development of Simulation-Optimization Model (MUSIC-GA) for Urban Stormwater Management

机译:城市雨水管理模拟优化模型(MUSIC-GA)的开发

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Urban development leads to replacement of impervious surfaces with pervious surfaces, vegetation and production of various environmental pollutants. In addition, this phenomenon has increased the devastating effects of urban stormwater and has exacerbated the water quality of many freshwater resources (surface and underground) throughout the world. To alleviate this condition, new models of urban stormwater systems, including Water Sensitive Urban Design (WSUD) as well as its software package, MUSIC, have been developed. Regarding the water sensitive urban design, some urban stormwater treatment devices have been proposed and implemented to alleviate the effects of land use changes and improve the quality of downstream water. Although this new models provide cost-effective urban stormwater management methods, it is very challenging to determine an optimal mixture of various treatment devices and minimize the cost of urban stormwater control systems in this regard. Traditionally, the optimum and cost-effective urban stormwater treatment systems have been developed using simulation models such as MUSIC on the basis of trial and error. It should be noted that the latter models require considerable time to get close to an optimal solution. In this study, a simulation-optimization model of urban stormwater management system has been developed using a combination of MUSIC simulation model and Genetic Algorithm thereof. The simulation-optimization model (MUSIC-GA) greatly reduces the computation time and facilitates direct access to absolute optimal solution. The results of a case study on the application of the developed model in Australia have also shown that there have been some desirable convergences between the results of the simulation-optimization model and absolute optimal solution over various implementations of the model.
机译:城市发展导致用不透水的表面代替不透水的表面,植被并产生各种环境污染物。此外,这种现象增加了城市雨水的毁灭性影响,并加剧了全世界许多淡水资源(地表和地下)的水质。为了缓解这种情况,已经开发了新的城市雨水系统模型,包括水敏感城市设计(WSUD)及其软件包MUSIC。关于对水敏感的城市设计,已经提出并实施了一些城市雨水处理装置,以减轻土地利用变化的影响并提高下游水的质量。尽管此新模型提供了具有成本效益的城市雨水管理方法,但是要确定各种处理设备的最佳混合物并使这方面的城市雨水控制系统的成本降至最低是非常困难的。传统上,在反复试验的基础上,使用模拟模型(例如MUSIC)开发了最佳且具有成本效益的城市雨水处理系统。应当指出,后一种模型需要大量时间才能接近最佳解决方案。本文结合MUSIC仿真模型及其遗传算法,建立了城市雨水管理系统仿真优化模型。仿真优化模型(MUSIC-GA)大大减少了计算时间,并有助于直接访问绝对最优解。对澳大利亚开发的模型的应用案例研究的结果还表明,在模型的各种实现上,模拟优化模型的结果与绝对最优解之间存在一些合乎需要的收敛。

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