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Planning personnel retraining: column generation heuristics
- Source :
- Journal of Combinatorial Optimization. 36:896-915
- Publication Year :
- 2018
- Publisher :
- Springer Science and Business Media LLC, 2018.
-
Abstract
- Retraining of staff is a compulsory managerial function in many organisations and often requires planning for a large number of employees. The large scale of this problem and various restrictions on the resultant assignment to classes make this planning challenging. The paper presents a complexity analysis of this problem together with linear and nonlinear mathematical programming formulations. Three different column generation based optimisation procedures and a large neighbourhood search procedure, incorporating column generation, are compared by means of computational experiments. The experiments used data typical to large electricity distributors.
- Subjects :
- Nonlinear mathematical programming
021103 operations research
Control and Optimization
Computer science
business.industry
Applied Mathematics
Scale (chemistry)
media_common.quotation_subject
0211 other engineering and technologies
Retraining
02 engineering and technology
Industrial engineering
Computer Science Applications
Computational Theory and Mathematics
Theory of computation
0202 electrical engineering, electronic engineering, information engineering
Discrete Mathematics and Combinatorics
020201 artificial intelligence & image processing
Column generation
Electricity
Heuristics
Function (engineering)
business
media_common
Subjects
Details
- ISSN :
- 15732886 and 13826905
- Volume :
- 36
- Database :
- OpenAIRE
- Journal :
- Journal of Combinatorial Optimization
- Accession number :
- edsair.doi...........2c8f6e49c84b9d6b1d0ebd7196d40fd4
- Full Text :
- https://doi.org/10.1007/s10878-018-0253-2