A new dynamic shape adjustment and placement algorithm for 3D yard allocation problem with time dimension

模拟退火 维数(图论) 计算机科学 数学优化 院子 块(置换群论) 动态规划 容器(类型理论) 启发式 算法 包装问题 整数规划 时间范围 数学 工程类 物理 量子力学 机械工程 几何学 纯数学
作者
Tiantian Wang,Hong Ma,Zhou Xu,Jun Xia
出处
期刊:Computers & Operations Research [Elsevier]
卷期号:138: 105585-105585 被引量:6
标识
DOI:10.1016/j.cor.2021.105585
摘要

This paper studies a yard allocation problem at a container terminal, namely the 3D yard allocation problem with time dimension (3DYAPT), that determines the container storage locations in a given storage block to satisfy requirements from batches of arrived containers. The objective is to minimize the two-dimensional area of the storage block occupied for temporarily storing the containers within a given planning horizon (time dimension). The 3DYAPT is challenging and proved to be strongly NP-hard since it requires dynamically adjusting the shape of the allocated area when placing containers from the same request. We formulate the 3DYAPT as an integer linear programming model and develop a simulated annealing-based dynamic shape adjustment and placement algorithm (SA-DSAP). The simulated annealing-based algorithm comprises a novel dynamic programming procedure with several speed-up techniques that sequentially computes the storage space solution given a particular sequence of requests. Extensive computational experiments are conducted, showing that SA-DSAP is capable of finding optimal solutions very efficiently for nearly all small instances. For large instances, we also find that SA-DSAP produces significantly better heuristic solutions than the existing algorithm from the literature.
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