A Modified Artificial Bee Colony Algorithm for Scheduling Optimization of Multi-aisle AS/RS System
- 13 July 2020
- book chapter
- conference paper
- Published by Springer Science and Business Media LLC
- Vol. 12145, 94-103
- https://doi.org/10.1007/978-3-030-53956-6_9
Abstract
A modified artificial bee colony algorithm is proposed for solving the scheduling optimization problem of multi-aisle automatic storage/retrieval system. The optimization model of the problem is analyzed and founded, in which the sequence constraint of tasks and calculation of the number of aisles are more realistic. According to the features of the problem, the encoding and decoding strategies for solutions to MABC algorithm are redesigned. Probability selection-based updating method is also introduced to enhance the neighborhood search and preserve the good fragments. The experimental results show that MABC can obtain better results than PSO and GA algorithm, and is a competitive approach for AS/RS scheduling optimization.Keywords
This publication has 11 references indexed in Scilit:
- Multimodal multiobjective optimization with differential evolutionSwarm and Evolutionary Computation, 2018
- Two-Level Master–Slave RFID Networks Planning via Hybrid Multiobjective Artificial Bee Colony OptimizerIEEE Transactions on Systems, Man, and Cybernetics: Systems, 2017
- Scheduling the truckload operations in automated warehouses with alternative aisles for palletsApplied Soft Computing, 2017
- Particle Swarm Optimization for Single Objective Continuous Space Problems: A ReviewEvolutionary Computation, 2017
- Ensemble multi-objective biogeography-based optimization with application to automated warehouse schedulingEngineering Applications of Artificial Intelligence, 2015
- An Improved Artificial Bee Colony Algorithm for Solving Hybrid Flexible Flowshop With Dynamic Operation SkippingIEEE Transactions on Cybernetics, 2015
- An efficient hybrid algorithm for integrated order batching, sequencing and routing problemInternational Journal of Production Economics, 2015
- Optimization of the picking sequence of an automated storage and retrieval system (AS/RS)Published by Institute of Electrical and Electronics Engineers (IEEE) ,2014
- Travel time models for automated warehouses with aisle transferring storage and retrieval machineEuropean Journal of Operational Research, 2010
- A warehouse management system with sequential picking for multi-container deliveriesComputers & Industrial Engineering, 2010