A bi-objective model for shelf space allocation using a hybrid genetic algorithm

Cunli Liang*, Yiu Ming CHEUNG, Yuping Wang

*Corresponding author for this work

Research output: Chapter in book/report/conference proceedingConference proceedingpeer-review

3 Citations (Scopus)

Abstract

The existing shelf space allocation methods only optimize the profits without considering the sales time. Actually, the time to sale the products is important as well to retailers because the time has a significant impact on the liquidity and long-term profits of a retail shop. Hence, this paper proposes a bi-objective model, in which one objective is to maximize the total profits of all store's products whereas the other objective is to minimize the total time to sale the store's products. By transforming this model into a single objective problem, we optimize the shelf space allocation problem in terms of the retail profits and sales time using a hybrid genetic algorithm (GA), in which three improved local search methods are designed to improve the GA performance on local search. Further, the new multi-criteria selection scheme is also designed to maintain diversity of population. The experimental results show that the proposed model outperforms the existing method in terms of profit per unit time.

Original languageEnglish
Title of host publicationThe 2007 International Joint Conference on Neural Networks, IJCNN 2007 Conference Proceedings
Pages2460-2465
Number of pages6
DOIs
Publication statusPublished - 2007
Event2007 International Joint Conference on Neural Networks, IJCNN 2007 - Orlando, FL, United States
Duration: 12 Aug 200717 Aug 2007

Publication series

NameIEEE International Conference on Neural Networks - Conference Proceedings
ISSN (Print)1098-7576

Conference

Conference2007 International Joint Conference on Neural Networks, IJCNN 2007
Country/TerritoryUnited States
CityOrlando, FL
Period12/08/0717/08/07

Scopus Subject Areas

  • Software

User-Defined Keywords

  • Bi-objective model
  • Hybrid genetic algorithm
  • Shelf space allocation

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