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首页> 外文期刊>International Journal of Simulation Modelling >OPTIMISATION OF MACHINE LAYOUT USING A FORCE GENERATED GRAPH ALGORITHM AND SIMULATED ANNEALING
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OPTIMISATION OF MACHINE LAYOUT USING A FORCE GENERATED GRAPH ALGORITHM AND SIMULATED ANNEALING

机译:力生成图形算法和模拟退火算法优化机器布局

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摘要

This paper presents a novel heuristic method for machine layout optimisation, developed in the course of an internal factory logistics optimisation project. The method is developed from a force-directed graph drawing algorithm, and integrates random permutations using simulated annealing to avoid local minima. The method was verified and validated with a discrete event simulation (DES) model of a furniture development factory consisting of 140 machines. The DES model was developed for manufacturing system analysis as well as design and testing of optimisation methods. The main optimisation goal was reduction of transport costs by minimising the total distance the products travel between the machines. The optimisation problem extends the quadratic assignment problem (QAP) by allowing arbitrary granularity of locations, facility sizes and fixed facilities. The resulting method can be used to solve a wider range of problems by altering the optimisation function or adding new feasibility conditions.
机译:本文介绍了一种在工厂内部物流优化项目过程中开发的,用于优化机器布局的启发式方法。该方法是从力导向图绘制算法开发的,并使用模拟退火方法集成了随机排列,以避免局部最小值。该方法已通过由140台机器组成的家具开发工厂的离散事件模拟(DES)模型进行了验证和验证。 DES模型是为制造系统分析以及优化方法的设计和测试而开发的。主要的优化目标是通过最小化产品在机器之间的总行驶距离来降低运输成本。通过允许位置,设施大小和固定设施的任意粒度,优化问题扩展了二次分配问题(QAP)。通过更改优化功能或添加新的可行性条件,所得方法可用于解决更广泛的问题。

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