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Functional Areas Layout in Logistics Park Combining Traffic Organization by Genetic Algorithm and Fuzzy Clustering

机译:物流园区的功能区布局结合交通组织遗传算法和模糊聚类

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The functional areas layout and the organization of the traffic will influence with each other in logistics park. In this paper, the author studies the method to combine the layout of the functional areas with organization of the traffic so as to make the layout more practical. Firstly, the model for functional areas layout design is established, which is based on traffic organization. Secondly, the solution algorithm is proposed, which includes three parts. The first part is fuzzy clustering analysis which is used to cluster functional areas so as to determine the traffic network factors. The second part is genetic algorithm for layout problem at the functional areas, the author uses three parts of codes to construct the chromosome encoding, which are code for the area, cutting code and sequence code. The third part is traffic organization, compared with genetic algorithm and CPLEX, the author selects shortest path distance for calculation to speed the calculation speed. And CPLEX would be used to calculate the actual distance after the final layout is obtained. Finally, the model and algorithm are applied in the Lianyungang Port Logistics Park to verify the feasibility. Compared with the base layout, the truck distance can be reduced by 13.8%.
机译:功能区域布局和交通的组织将在物流园区相互影响。在本文中,作者研究了将功能区域的布局与交通组合结合的方法,以使布局更加实用。首先,建立了功能区域布局设计的模型,基于交通组织。其次,提出了解决方案算法,其包括三个部分。第一部分是模糊聚类分析,用于群集功能区域以确定交通网络因素。第二部分是用于功能区域的布局问题的遗传算法,作者使用三部分代码来构建染色体编码,这是区域,切割代码和序列代码的代码。第三部分是交通组织,与遗传算法和CPLEX进行比较,作者选择最短的路径距离进行计算以加快计算速度。并且CPLEX将用于计算获得最终布局后的实际距离。最后,在连云港港物流园区应用了模型和算法,验证了可行性。与基础布局相比,卡车距离可降低13.8%。

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