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A simulation-based optimisation for the stochastic green capacitated p-median problem
- Source :
- Journal of Industrial Engineering and Management. 15:552
- Publication Year :
- 2022
- Publisher :
- Omnia Publisher SL, 2022.
-
Abstract
- Purpose: This paper aims to propose a new model called the stochastic green capacitated p-median problem with a simulation-based optimisation approach. An integer linear programming mathematical model is built considering the total emission produced by vehicles and the uncertain parameters including the travel cost for a vehicle to travel from a particular facility to a customer and the amount of CO2 emissions produced. We also develop a simulation-based optimisation algorithm for solving the problem.Design/methodology/approach: The authors proposed new algorithms to solve the problem. The proposed algorithm is a hybridisation of Monte Carlo simulation and a Variable Neighbourhood Search matheuristic. The proposed model and method are evaluated using instances that are available in the literature.Findings: Based on the results produced by the computational experiments, the developed approach can obtain interesting results. The obtained results display that the proposed method can solve the problems within a short computational time and the solutions produced have good quality (small deviations).Originality/value: To the best of our knowledge, there is no paper in the previous literature investigating the simulation-based optimisation for the stochastic green capacitated p-median problem. There are two main contributions in this paper. First, to build a new model for the capacitated p-median problem taking into account the environmental impact. Second, to design a simulation-based optimisation approach to solve the stochastic green capacitated p-median problem incorporating VNS-based matheuristic and Monte Carlo simulation.
- Subjects :
- Combinatorial optimization
Anàlisi estocàstica
Strategy and Management
Logística (Indústria)
Economia i organització d'empreses::Direcció d'operacions [Àrees temàtiques de la UPC]
Green logistic
Stochastic analysis
Optimització combinatòria
Industrial and Manufacturing Engineering
Stochastic
Stochastic models
Business logistics
VNS
The capacitated p-median problem
Models estocàstics
Subjects
Details
- ISSN :
- 20130953 and 20138423
- Volume :
- 15
- Database :
- OpenAIRE
- Journal :
- Journal of Industrial Engineering and Management
- Accession number :
- edsair.doi.dedup.....690984fe917340373e4a518736c9c296
- Full Text :
- https://doi.org/10.3926/jiem.3813