黄建文, 王明良, 王兴霞, et al. Equipment selection optimization of earthwork allocation operation based on E-WOA coupling with AnyLogic[J]. Journal of Hydroelectric Engineering, 2024, 43(4).
黄建文, 王明良, 王兴霞, et al. Equipment selection optimization of earthwork allocation operation based on E-WOA coupling with AnyLogic[J]. Journal of Hydroelectric Engineering, 2024, 43(4).DOI: 10.11660/slfdxb.20240410.
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.