Title :
Multiobjective Optimization for Autonomous Straddle Carrier Scheduling at Automated Container Terminals
Author :
Binghuang Cai ; Shoudong Huang ; Dikai Liu ; Shuai Yuan ; Dissanayake, Gamini ; Haye Lau ; Pagac, D.
Author_Institution :
Centre for Autonomous Syst. (CAS), Univ. of Technol., Sydney (UTS), Sydney, NSW, Australia
Abstract :
A multiobjective optimization model is presented in this paper for the Autonomous Straddle Carriers Scheduling (ASCS) problem in automated container terminals, which is more practical than the single objective model. The model considers three objectives [i.e., Straddle Carriers (SCs) traveling time, SC waiting time and finishing time of high-priority container-transferring jobs], and their weighted sum is investigated as the representative example. The presented model is formulated as a pickup and delivery problem with time windows in the form of binary integer programming. An exact algorithm based on Branch-and-Bound with Column Generation (BBCG) is employed for solving the multiobjective ASCS problem. Based on the map of an actual fully automated container terminal, simulation results are compared with the single-objective scheduling to demonstrate the effectiveness and flexibility of the presented multiobjective model, as well as the efficacy of the BBCG algorithm for autonomous SC scheduling.
Keywords :
integer programming; lifting equipment; scheduling; sea ports; tree searching; BBCG algorithm; automated container terminals; automated lifting vehicles; autonomous straddle carrier scheduling; binary integer programming; branch-and-bound with column generation algorithm; high-priority container-transferring jobs; multiobjective ASCS problem; multiobjective optimization model; pickup and delivery problem with time windows; single-objective scheduling; straddle carrier finishing time; straddle carrier waiting time; traveling time; weighted sum; Containers; Linear programming; Optimal scheduling; Scheduling; Vehicles; Automated container terminals; exact optimization; multiobjective; scheduling; straddle carriers (SCs);
Journal_Title :
Automation Science and Engineering, IEEE Transactions on
DOI :
10.1109/TASE.2012.2210417