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A Holistic Metric Approach to Solving the Dynamic Location-Allocation Problem
- Source :
- Lecture Notes in Computer Science ISBN: 9783030041908, SGAI Conf.
- Publication Year :
- 2018
- Publisher :
- Springer International Publishing, 2018.
-
Abstract
- In this paper, we introduce a dynamic variant of the Location-Allocation problem: Dynamic Location-Allocation Problem (DULAP). DULAP involves the location of facilities to service a set of customer demands over a defined horizon. To evaluate a solution to DULAP, we propose two holistic metric approaches: Static and Dynamic Approach. In the static approach, a solution is evaluated with the assumption that customer locations and demand remain constant over a defined horizon. In the dynamic approach, the assumption is made that customer demand, and demographic pattern may change over the defined horizon. We introduce a stochastic model to simulate customer population and distribution over time. We use a Genetic Algorithm and Population-Based Incremental Learning algorithm used in previous work to find robust and satisfactory solutions to DULAP. Results show the dynamic approach of evaluating a solution finds good and robust solutions.
- Subjects :
- 021110 strategic, defence & security studies
Mathematical optimization
education.field_of_study
Horizon (archaeology)
Computer science
Stochastic modelling
05 social sciences
Population
0211 other engineering and technologies
02 engineering and technology
Set (abstract data type)
0502 economics and business
Metric (mathematics)
Genetic algorithm
Location-allocation
Constant (mathematics)
education
050203 business & management
Subjects
Details
- ISBN :
- 978-3-030-04190-8
- ISBNs :
- 9783030041908
- Database :
- OpenAIRE
- Journal :
- Lecture Notes in Computer Science ISBN: 9783030041908, SGAI Conf.
- Accession number :
- edsair.doi...........b9efbb5fc7762658f1d944058de59157
- Full Text :
- https://doi.org/10.1007/978-3-030-04191-5_35