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Multi-objective optimisation of cost-benefit of urban flood management using a 1D2D coupled model

机译:使用1D2D耦合模型的城市洪水管理成本效益多目标优化

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This paper presents a multi-objective optimisation (MOO) tool for urban drainage management that is based on a 1D2D coupled model of SWMM5 (1D sub-surface flow model) and BreZo (2D surface flow model). This coupled model is linked with NSGA-II, which is an Evolutionary Algorithm-based optimiser. Previously the combination of a surface/sub-surface flow model and evolutionary optimisation has been considered to be infeasible due to the computational demands. The 1D2D coupled model used here shows a computational efficiency that is acceptable for optimisation. This technological advance is the result of the application of a triangular irregular discretisation process and an explicit finite volume solver in the 2D surface flow model. Besides that, OpenMP based parallelisation was employed at optimiser level to further improve the computational speed of the MOO tool. The MOO tool has been applied to an existing sewer network in West Garforth, UK. This application demonstrates the advantages of using multi-objective optimisation by providing an easy-to-comprehend Pareto-optimal front (relating investment cost to expected flood damage) that could be used for decision making processes, without repeatedly going through the modelling-optimisation stage.
机译:本文介绍了一种基于SWMM5(一维地下流模型)和BreZo(二维水流模型)的一维二维耦合模型的城市排水管理多目标优化(MOO)工具。此耦合模型与NSGA-II链接,后者是基于进化算法的优化器。以前,由于计算需求,表面/次表面流动模型与演化优化的组合被认为是不可行的。此处使用的1D2D耦合模型显示了优化可接受的计算效率。该技术的进步是在二维表面流模型中应用了三角形不规则离散化过程和显式有限体积求解器的结果。除此之外,基于OpenMP的并行化被用于优化器级别,以进一步提高MOO工具的计算速度。 MOO工具已应用于英国West Garforth的现有下水道网络。该应用程序通过提供易于理解的帕累托最优前沿(将投资成本与预期洪灾损害相关),可用于决策过程,而无需反复进行建模优化阶段,从而展示了使用多目标优化的优势。

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