期刊文献+
共找到2篇文章
< 1 >
每页显示 20 50 100
基于轻量化图注意力机制的露天矿卡车调度优化算法
1
作者 黄石 陈钊宇 曾蕾 《金属矿山》 CAS 北大核心 2024年第4期202-208,共7页
有效地管理和调度露天矿卡车,有助于大幅提升运输效率、降低矿山运营成本。现有研究聚焦于利用深度强化学习(Deep Reinforcement Learning,DRL)构建学习模型求解路径优化问题,然而,该模型针对Transformer架构的参数训练时,会产生大量参... 有效地管理和调度露天矿卡车,有助于大幅提升运输效率、降低矿山运营成本。现有研究聚焦于利用深度强化学习(Deep Reinforcement Learning,DRL)构建学习模型求解路径优化问题,然而,该模型针对Transformer架构的参数训练时,会产生大量参数冗余。为此,提出了一种轻量化图注意力机制的露天矿卡车调度优化算法。将微分方程数值解法——阿当姆斯(Adams)法用于Transformer模型的权重学习中,通过Adams的残差训练方法,可提高网络后期的优化精度,进一步压缩模型的规模,高效求解露天矿卡车调度优化问题。研究表明:该方法在降低最优间隙的同时将源模型的参数量压缩1/2,减少了对GPU设备的训练依赖。采用随机生成的露天矿卡数据集算例对该算法性能进行了验证,反映出采用Adams-Transformer模型有助于提升露天矿卡车调度效率。 展开更多
关键词 露天矿 卡车调度优化 阿当姆斯法 图注意力机制 深度强化学习
下载PDF
AN ANT COLONY ALGORITHM FOR YARD TRUCK SCHEDULING AND YARD LOCATION ASSIGNMENT PROBLEMS WITH PRECEDENCE CONSTRAINTS 被引量:8
2
作者 Zhaojie XUE Canrong ZHANG +1 位作者 Lixin MIAO Wei-Hua LIN 《Journal of Systems Science and Systems Engineering》 SCIE EI CSCD 2013年第1期21-37,共17页
This paper examines the yard truck scheduling,the yard location assignment for discharging containers,and the quay crane scheduling in container terminals.Taking into account the practical situation,we paid special at... This paper examines the yard truck scheduling,the yard location assignment for discharging containers,and the quay crane scheduling in container terminals.Taking into account the practical situation,we paid special attention to the loading and discharging precedence relationships between containers in the quay crane operations.A Mixed Integer Program(MIP) model is constructed,and a two-stage heuristic algorithm is proposed.In the first stage an Ant Colony Optimization(ACO) algorithm is employed to generate the yard location assignment for discharging containers.In the second stage,the integration of the yard truck scheduling and the quay crane scheduling is a flexible job shop problem,and an efficient greedy algorithm and a local search algorithm are proposed. Extensive numerical experiments are conducted to test the performance of the proposed algorithms. 展开更多
关键词 Container terminal yard truck scheduling yard location assignment quay crane scheduling precedence constraints ant colony optimization
原文传递
上一页 1 下一页 到第
使用帮助 返回顶部