容器(类型理论)
模拟退火
算法
计算机科学
启发式
包装问题
拣选订单
数学优化
数学
工程类
人工智能
仓库
机械工程
业务
营销
作者
Sheng Liu,Xiuqin Shang,Cheng Changjian,Zhao Hongxia,Dayong Shen,Wang Fei-yue
标识
DOI:10.1016/j.cie.2017.04.021
摘要
This paper addresses the container loading problem with multiple constraints that occur at many manufacturing sites, such as furniture factories, appliances factories, and kitchenware factories. These factories receive daily orders with expiration dates, and each order consists of one or more items. On a particular day, certain orders expire, and the expiring orders must be handled (shipped) prior to the non-expiring ones. All of the items in an order must be placed in one container, and the volume of the container should be maximally utilized. A heuristic algorithm is proposed to standardize the packing of (order) items into a container. The algorithm chooses the expiring orders first before handling the non-expiring orders. In both steps, the algorithm first selects a collection of orders by considering a simulated annealing strategy and subsequently packs the collection of orders into the container via a tree-graph search procedure. The validity of the algorithm is examined through experimental results using BR instances.
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