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A Modified Particle Swarm Optimizer for Pipe Route Design

机译:用于管道路线设计的改进的粒子群优化器

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Pipe route design (PRD) is to design an appropriate route meeting various constraints and objectives from various candidates, which is a time-consuming and difficult task even to a skilled designer. This paper proposes a new method for PRD based on the grid method and particle swarm optimization (PSO). First, a modified particle swarm optimization (MPSO) is proposed to improve the performance of PSO. Next, the paper adopts the grid theory to establish the workspace model and designs a novel fixed-length encoding mechanism based on grid to overcome the shortcomings of variable-length encoding, then puts forward the evaluation function for PRD. Finally, the paper adopts MPSO to find the optimal path. Simulation results show this method is feasible and effective.
机译:管道路线设计(PRD)是设计一个适当的路线,满足各种候选人的各种约束和目标,即使是熟练的设计师甚至是耗时和艰巨的任务。本文提出了一种基于网格方法和粒子群优化(PSO)的PRD的新方法。首先,提出了一种改进的粒子群优化(MPSO)以提高PSO的性能。接下来,本文采用网格理论建立工作空间模型,并设计基于网格的新型固定长度编码机制,以克服可变长度编码的缺点,然后提出了PRD的评估功能。最后,本文采用MPSO找到最佳路径。仿真结果表明这种方法是可行的,有效的。

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