Title :
Research of three-dimensional container-packing problems based on Discrete Particle Swarm Optimization algorithm
Author :
He, Chuan ; Zhang, Yuan-Biao ; Wu, Jian-Wen ; Chang, Cheng
Author_Institution :
Zhuhai Coll., Math. Modeling, Innovative Practice Base, Jinan Univ., Jinan, China
Abstract :
Given the full consideration of the characteristics of the three-dimensional container-packing problem in this paper, we build a multi-constrained and multi-objective mathematical model, with the constrains of safety and carrying capacity, under the objectives of packing maximum weight of the goods, as well as having the highest stability. Solving the model with Discrete Particle Swarm Optimization (DPSO) algorithm which can deal with discrete optimization problems effectively by redefining the velocity and position formula of basic Particle Swarm Optimization(PSO). The simulation results prove that the DPSO algorithm can excellently solve the three-dimensional container-packing problem.
Keywords :
bin packing; logistics; particle swarm optimisation; 3D container packing problems; carrying capacity constraint; discrete particle swarm optimization; multiconstrained mathematical model; multiobjective mathematical model; safety constraint; Business communication; Computer science; Containers; Helium; Heuristic algorithms; Logistics; Mathematical model; Particle measurements; Particle swarm optimization; Testing; Discrete Particle Swarm Optimization; Mathematical Model; Three-dimensional container-packing;
Conference_Titel :
Test and Measurement, 2009. ICTM '09. International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-4699-5
DOI :
10.1109/ICTM.2009.5413015