Hybrid Metaheuristic Approaches for Vehicle Routing Optimization in Distribution Networks: GWO, SOS, ACO and Their Combinations
2025 19th International Conference on Telecommunication Systems, Services, and Applications (TSSA)
Metadata Publikasi
- Kategori
- Seminar Internasional Scopus
- Jurnal/Sumber
- 2025 19th International Conference on Telecommunication Systems, Services, and Applications (TSSA)
- Penerbit
- IEEE
- ISSN
- -
- Tanggal Publikasi
- 29 Desember 2025
- Volume / Issue
- -
- DOI
- 10.1109/TSSA68467.2025.11303800
Abstrak
Optimal distribution systems to reduce costs and improve service quality have become a necessity in the logistics sector. This study addresses the Vehicle Routing Problem (VRP) using a hybrid metaheuristic algorithm. The algorithm is called HMGSA (Hybrid Metaheuristic Grey Wolf Optimization, Symbiotic Organism Search, and Ant Colony Optimization). The HMGSA algorithm is a hybrid of the exploratory stage of GWO, the mutualism, commensalism, and parasitism stages of SOS, and the path construction stage of ACO. Experiments were conducted on benchmark datasets and on real-world distribution data. The results indicate that HMGSA achieved a global best distance of 699 km, with improvements of up to 160% compared to GWO. Furthermore, HMGSA outperformed other algorithms in terms of convergence stability and reliability. These findings affirm the potential of HMGSA as a practical solution for routing optimisation in modern logistics distribution systems.
Kata Kunci
Ary, M., Rahman, T. K. A., Sanjaya, R., Fitriadi, B., Nurmartiani, E. & Herawati, H. (2025). Hybrid Metaheuristic Approaches for Vehicle Routing Optimization in Distribution Networks: GWO, SOS, ACO and Their Combinations. 2025 19th International Conference on Telecommunication Systems, Services, and Applications (TSSA), https://doi.org/10.1109/TSSA68467.2025.11303800.
Maxsi Ary, Titik Khawa Abdul Rahman, Rangga Sanjaya, Budi Fitriadi, Erika Nurmartiani, and Hetti Herawati. "Hybrid Metaheuristic Approaches for Vehicle Routing Optimization in Distribution Networks: GWO, SOS, ACO and Their Combinations." 2025 19th International Conference on Telecommunication Systems, Services, and Applications (TSSA) (2025). https://doi.org/10.1109/TSSA68467.2025.11303800.
Ary, M., Rahman, T. K. A., Sanjaya, R., Fitriadi, B., Nurmartiani, E. and Herawati, H. 2025, "Hybrid Metaheuristic Approaches for Vehicle Routing Optimization in Distribution Networks: GWO, SOS, ACO and Their Combinations", 2025 19th International Conference on Telecommunication Systems, Services, and Applications (TSSA), doi: 10.1109/TSSA68467.2025.11303800.