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The minimum shift design problem

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  • Luca Di Gaspero
  • Johannes Gärtner
  • Guy Kortsarz
  • Nysret Musliu
  • Andrea Schaerf
  • Wolfgang Slany

Abstract

The min- Shift Design problem (MSD) is an important scheduling problem that needs to be solved in many industrial contexts. The issue is to find a minimum number of shifts and the number of employees to be assigned to these shifts in order to minimize the deviation from workforce requirements. Our research considers both theoretical and practical aspects of the min- Shift Design problem. This problem is closely related to the minimum edge-cost flow problem (MECF), a network flow variant that has many applications beyond shift scheduling. We show that MSD reduces to a special case of MECF and, exploiting this reduction, we prove a logarithmic hardness of approximation lower bound for MSD. On the basis of these results, we propose a hybrid heuristic for the problem, which relies on a greedy heuristic followed by a local search algorithm. The greedy part is based on the network flow analogy, and the local search algorithm makes use of multiple neighborhood relations. An experimental analysis on structured random instances shows that the hybrid heuristic clearly outperforms our previous commercial implementation. Furthermore, it highlights the respective merits of the composing heuristics for different performance parameters. Copyright Springer Science+Business Media, LLC 2007

Suggested Citation

  • Luca Di Gaspero & Johannes Gärtner & Guy Kortsarz & Nysret Musliu & Andrea Schaerf & Wolfgang Slany, 2007. "The minimum shift design problem," Annals of Operations Research, Springer, vol. 155(1), pages 79-105, November.
  • Handle: RePEc:spr:annopr:v:155:y:2007:i:1:p:79-105:10.1007/s10479-007-0221-1
    DOI: 10.1007/s10479-007-0221-1
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    References listed on IDEAS

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    1. John J. Bartholdi & James B. Orlin & H. Donald Ratliff, 1980. "Cyclic Scheduling via Integer Programs with Circular Ones," Operations Research, INFORMS, vol. 28(5), pages 1074-1085, October.
    2. Musliu, Nysret & Schaerf, Andrea & Slany, Wolfgang, 2004. "Local search for shift design," European Journal of Operational Research, Elsevier, vol. 153(1), pages 51-64, February.
    3. Arthur F. Veinott & Harvey M. Wagner, 1962. "Optimal Capacity Scheduling---I," Operations Research, INFORMS, vol. 10(4), pages 518-532, August.
    4. Castro, J. & Nabona, N., 1996. "An implementation of linear and nonlinear multicommodity network flows," European Journal of Operational Research, Elsevier, vol. 92(1), pages 37-53, July.
    5. Arthur F. Veinott & Harvey M. Wagner, 1962. "Optimal Capacity Scheduling---II," Operations Research, INFORMS, vol. 10(4), pages 533-546, August.
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    Cited by:

    1. Borisovsky, P. & Dolgui, A. & Eremeev, A., 2009. "Genetic algorithms for a supply management problem: MIP-recombination vs greedy decoder," European Journal of Operational Research, Elsevier, vol. 195(3), pages 770-779, June.
    2. Antonio Jiménez-Martín & Faustino Tello & Alfonso Mateos, 2020. "A Variation of the ATC Work Shift Scheduling Problem to Deal with Incidents at Airport Control Centers," Mathematics, MDPI, vol. 8(3), pages 1-27, March.
    3. Pieter Smet & Annelies Lejon & Greet Vanden Berghe, 2021. "Demand smoothing in shift design," Flexible Services and Manufacturing Journal, Springer, vol. 33(2), pages 457-484, June.
    4. Lusby, Richard Martin & Range, Troels Martin & Larsen, Jesper, 2015. "A Benders decomposition-based Matheuristic for the Cardinality Constrained Shift Design Problem," Discussion Papers on Economics 9/2015, University of Southern Denmark, Department of Economics.
    5. Lin, Shih-Wei & Ying, Kuo-Ching, 2014. "Minimizing shifts for personnel task scheduling problems: A three-phase algorithm," European Journal of Operational Research, Elsevier, vol. 237(1), pages 323-334.
    6. Lusby, Richard Martin & Range, Troels Martin & Larsen, Jesper, 2016. "A Benders decomposition-based matheuristic for the Cardinality Constrained Shift Design Problem," European Journal of Operational Research, Elsevier, vol. 254(2), pages 385-397.
    7. Alex Bonutti & Sara Ceschia & Fabio De Cesco & Nysret Musliu & Andrea Schaerf, 2017. "Modeling and solving a real-life multi-skill shift design problem," Annals of Operations Research, Springer, vol. 252(2), pages 365-382, May.
    8. Van den Bergh, Jorne & Beliën, Jeroen & De Bruecker, Philippe & Demeulemeester, Erik & De Boeck, Liesje, 2013. "Personnel scheduling: A literature review," European Journal of Operational Research, Elsevier, vol. 226(3), pages 367-385.
    9. Leung, Polly P.L. & Wu, C.H. & Kwong, C.K. & Ip, W.H. & Ching, W.K., 2021. "Digitalisation for optimising nursing staff demand modelling and scheduling in nursing homes," Technological Forecasting and Social Change, Elsevier, vol. 164(C).
    10. Arjan Akkermans & Gerhard Post & Marc Uetz, 2021. "Solving the shift and break design problem using integer linear programming," Annals of Operations Research, Springer, vol. 302(2), pages 341-362, July.

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