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Introducing the Dynamic Customer Location-Allocation Problem
- Source :
- CEC
- Publication Year :
- 2019
- Publisher :
- IEEE, 2019.
-
Abstract
- In this paper, we introduce a new stochastic Location-Allocation Problem which assumes the movement of customers over time. We call this new problem Dynamic Customer Location-Allocation Problem (DC-LAP). The problem is based on the idea that customers will change locations over a defined horizon and these changes have to be taken into account when establishing facilities to service customers demands. We generate 1440 problem instances by varying the problem parameters of movement rate which determines the possible number of times a customer will change locations over the defined period, the number of facilities and the number of customers. We propose to analyse the characteristics of the instances generated by testing a search algorithm using the stochastic dynamic evaluation (based on the replication of customer movement scenarios) and a deterministic static evaluation (based on the assumption that customer will not move over time). We show that the dynamic approach obtains globally better results, but the performances are highly related to the parameters of the problem. Moreover, the dynamic approach involves a significantly high computational overhead.
- Subjects :
- Service (business)
Mathematical optimization
021103 operations research
Stochastic process
Search algorithm
Computer science
0211 other engineering and technologies
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Resource management
Location-allocation
02 engineering and technology
Replication (computing)
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2019 IEEE Congress on Evolutionary Computation (CEC)
- Accession number :
- edsair.doi...........601e757e4a028f154d50fdaa03fd9c61
- Full Text :
- https://doi.org/10.1109/cec.2019.8790150