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Enhanced Cell-Based Algorithm with dynamic radius for solving capacitated multi-source Weber problem

delete2025-01-19
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PRE
AI
R
Razak, Nurhazwani Ahmad
A
Abdul-Rahman, Syariza *
A
Aida Mauziah Benjamin
M
Martino Luis
DOI:10.1080/17509653.2024.2446245delete
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Abstract

Abstract

En 中文
This study proposes a novel enhancement to location allocation algorithms called the Enhanced Cell-based Algorithm (ECBA), which specifically addresses the Capacitated Multi-source Weber Problem, a variant of the Location Allocation Problem. The ECBA finds profitable cells in a continuous space to strategically locate facilities while minimising transportation costs. ECBA operates by dividing the distribution of customers into smaller cells that signify promising locations, establishes an initial facility configuration using fixed and dynamic radii and applies an Alternating Transportation Problem to determine optimal new locations. The algorithm was tested on datasets containing 50, 654 and 1060 customers, along with various facility configurations. The results showed that the algorithm outperformed previous studies in identifying strategic facility locations while adhering to capacity restrictions. The performance and effectiveness of the ECBA make it a useful tool for addressing other LAP applications with similar requirements. These contributions extend its applicability to a variety of complex location allocation challenges.
Keywords:
Location allocation problem
capacitated multi-source weber problem
heuristic algorithm
Cell-based algorithm
dynamic radius
C44
C63
R42

Journal

International Journal of Management Science and Engineering Management cover
International Journal of Management Science and Engineering Management
IF:
2.6
Papers:
243
Citations:
739

Organization

U
Universiti Utara Malaysia
Scholars:
834
Papers: 788
Citations: 4
U
University of Exeter
Scholars:
2.0W
Papers: 2.1W
Citations: 3.6W
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