水力发电学报2024，Vol.43Issue(4)：112-124,13.DOI:10.11660/slfdxb.20240410
基于E-WOA与AnyLogic耦合的土石方调配机械配置优化
Equipment selection optimization of earthwork allocation operation based on E-WOA coupling with AnyLogic
摘要
Abstract
Equipment selection is the core of earthwork allocation engineering,and reasonable equipment selection serves as an effective safeguard for construction cost,progress and quality of a project.This paper describes an enhanced whale optimization algorithm(E-WOA)coupled with AnyLogic simulation platform for optimizing the machinery configuration scheme efficiently.First,an optimization model with the minimum total cost and expense is developed by analyzing the earthwork allocation deployment process systematically.Then,an AnyLogic simulation platform is used to construct a simulation model based on multiple-agents,which comprehensively describes the interaction relationship and dynamic process between equipment(excavator,dump truck,bulldozer,and roller),road,platform(unloading platform and parking platform),and other entity elements.Finally,E-WOA is introduced to couple with AnyLogic,and a simulation controller is developed to control the coupled model for automatic solving of the optimization problem.Application to engineering case studies demonstrates that this method can lead to a time saving of 11.11%and a cost reduction of 27.34%,thereby offering valuable insights for the management of earthwork allocation deployment projects.关键词
土石方调配/机械配置优化/仿真模型/增强型鲸鱼算法/AnyLogicKey words
earthwork allocation/equipment selection optimization/simulation model/enhanced whale optimization algorithm(E-WOA)/AnyLogic分类
水利科学引用本文复制引用
黄建文,王明良,王兴霞,王宇峰,姜海龙,李丽芳..基于E-WOA与AnyLogic耦合的土石方调配机械配置优化[J].水力发电学报,2024,43(4):112-124,13.基金项目
国家自然科学基金项目(51879147 （）
52009069) （）
