Title :
Multi-objective optimization of large scale berth allocation and quay crane assignment problems
Author :
Cheong, Chun Yew ; Habibullah, M.S. ; Goh, Rick Siow Mong ; Fu, Xiuju
Author_Institution :
Inst. of High Performance Comput., Singapore, Singapore
Abstract :
This paper describes the use of multi-objective optimization on a berth allocation and quay crane assignment problem (BACAP). The BACAP involves the simultaneous optimization of two highly-coupled container terminal operations, namely berth allocation and quay crane assignment, which have been traditionally solved as individual problems. The developed multi-objective evolutionary algorithm (MOEA) is validated on a large scale BACAP dataset, consisting of 23 berths and 87 quay cranes, generated based on the port conditions at the Pasir Panjang container terminal, which is the largest container terminal in Singapore. Optimization results show that the multi-objective optimization approach offers the port manager flexibility in selecting a desirable solution for implementation.
Keywords :
cranes; evolutionary computation; scheduling; Pasir Panjang container terminal; Singapore; highly-coupled container terminal operations; large scale berth allocation; multi-objective evolutionary algorithm; multi-objective optimization; quay crane assignment problems; Algorithm design and analysis; Cranes; Multi-objective optimization; berth allocation problem; evolutionary algorithm; quay crane assignment problem;
Conference_Titel :
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-6586-6
DOI :
10.1109/ICSMC.2010.5641824