Paper
28 July 2023 A fuzzy interval optimization approach for p-Hub median problem under uncertain information
Yu Wang, Tao Zhu, Kaibo Yuan
Author Affiliations +
Proceedings Volume 12756, 3rd International Conference on Applied Mathematics, Modelling, and Intelligent Computing (CAMMIC 2023); 127560O (2023) https://doi.org/10.1117/12.2686151
Event: 2023 3rd International Conference on Applied Mathematics, Modelling and Intelligent Computing (CAMMIC 2023), 2023, Tangshan, China
Abstract
Through the discretization of continuous design parameters to form various environment scenarios, stochastic and robust optimization approaches often led to the sub-optimal solution for the uncertain p-hub median problem. This paper presented a triangular fuzzy number-based model for Non-Strict Uncapacitated Multi-Allocation p-hub Median Problem (NSUMApHMP). To complete such kind of comparisons between different interval-valued solutions, a direct intervalvalued measurement approach was proposed by means of calculating the overlapping areas using the triangular fuzzy number membership function. Then a tailored Tabu search algorithm was devised to solve this model, in which an improved Floyd-Warshall algorithm was also developed to find the shortest paths for all Origin-Destination pairs. The classic Civil Aeronautics Board (CAB) data was used to verify this approach. Our investigation compared various algorithms and models, and the results showed a significant improvement in computed CPU time using our proposed algorithm compared to alternative algorithms. Furthermore, our proposed model outperformed other models in terms of total system cost. Notably, both the robust model and our proposed model are well-suited for uncertain environments, and we acknowledge the potential impact of uncertainty on the performance of these models.
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Yu Wang, Tao Zhu, and Kaibo Yuan "A fuzzy interval optimization approach for p-Hub median problem under uncertain information", Proc. SPIE 12756, 3rd International Conference on Applied Mathematics, Modelling, and Intelligent Computing (CAMMIC 2023), 127560O (28 July 2023); https://doi.org/10.1117/12.2686151
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KEYWORDS
Fuzzy logic

Data modeling

Monte Carlo methods

Design and modelling

Stochastic processes

Computer simulations

Genetic algorithms

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