Skip to main content
Erschienen in: Journal of Scheduling 4/2016

01.08.2016

Dynamic patient admission scheduling with operating room constraints, flexible horizons, and patient delays

verfasst von: Sara Ceschia, Andrea Schaerf

Erschienen in: Journal of Scheduling | Ausgabe 4/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We revisit and extend the patient admission scheduling problem, in order to make it suitable for practical applications. The main novelty is that we consider constraints on the utilisation of operating rooms for patients requiring a surgery. In addition, we propose a more elaborate model that includes a flexible planning horizon, a complex notion of patient delay, and new components of the objective function. We design a solution approach based on local search, which explores the search space using a composite neighbourhood. In addition, we develop an instance generator that uses real-world data and statistical distributions so as to synthesise realistic and challenging case studies, which are made available on the web along with our solutions and the validator. Finally, we perform an extensive experimental evaluation of our solution method including statistically principled parameter tuning and an analysis of some features of the model and their corresponding impact on the objective function.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Beliën, J., & Demeulemeester, E. (2007). Building cyclic master surgery schedules with leveled resulting bed occupancy. European Journal of Operational Research, 176(2), 1185–1204.CrossRef Beliën, J., & Demeulemeester, E. (2007). Building cyclic master surgery schedules with leveled resulting bed occupancy. European Journal of Operational Research, 176(2), 1185–1204.CrossRef
Zurück zum Zitat Beliën, J., Demeulemeester, E., & Cardoen, B. (2008). A decision support system for cyclic master surgery scheduling with multiple objectives. Journal of Scheduling, 12(2), 147–161.CrossRef Beliën, J., Demeulemeester, E., & Cardoen, B. (2008). A decision support system for cyclic master surgery scheduling with multiple objectives. Journal of Scheduling, 12(2), 147–161.CrossRef
Zurück zum Zitat Bilgin, B., Demeester, P., Misir, M., Vancroonenburg, W., & Vanden Berghe, G. (2012). One hyper-heuristic approach to two timetabling problems in health care. Journal of Heuristics, 18(3), 401–434.CrossRef Bilgin, B., Demeester, P., Misir, M., Vancroonenburg, W., & Vanden Berghe, G. (2012). One hyper-heuristic approach to two timetabling problems in health care. Journal of Heuristics, 18(3), 401–434.CrossRef
Zurück zum Zitat Birattari, M. (2004). The problem of tuning metaheuristics as seen from a machine learning perspective. PhD thesis, Université Libre de Bruxelles, Belgium. Birattari, M. (2004). The problem of tuning metaheuristics as seen from a machine learning perspective. PhD thesis, Université Libre de Bruxelles, Belgium.
Zurück zum Zitat Blake, J. T., & Carter, M. W. (1997). Surgical process scheduling: a structured review. Journal of the Society for Health Systems, 5(3), 17–30. Blake, J. T., & Carter, M. W. (1997). Surgical process scheduling: a structured review. Journal of the Society for Health Systems, 5(3), 17–30.
Zurück zum Zitat Cardoen, B., Demeulemeester, E., & Beliën, J. (2010). Operating room planning and scheduling: A literature review. European Journal of Operational Research, 201(3), 921–932.CrossRef Cardoen, B., Demeulemeester, E., & Beliën, J. (2010). Operating room planning and scheduling: A literature review. European Journal of Operational Research, 201(3), 921–932.CrossRef
Zurück zum Zitat Ceschia, S., & Schaerf, A. (2011). Local search and lower bounds for the patient admission scheduling problem. Computers & Operations Research, 38(10), 1452–1463.CrossRef Ceschia, S., & Schaerf, A. (2011). Local search and lower bounds for the patient admission scheduling problem. Computers & Operations Research, 38(10), 1452–1463.CrossRef
Zurück zum Zitat Ceschia, S., & Schaerf, A. (2012). Modeling and solving the dynamic patient admission scheduling problem under uncertainty. Artificial Intelligence in Medicine, 56(3), 199–205.CrossRef Ceschia, S., & Schaerf, A. (2012). Modeling and solving the dynamic patient admission scheduling problem under uncertainty. Artificial Intelligence in Medicine, 56(3), 199–205.CrossRef
Zurück zum Zitat Chow, V. S., Puterman, M. L., Salehirad, N., Huang, W., & Atkins, D. (2011). Reducing surgical ward congestion through improved surgical scheduling and uncapacitated simulation. Production and Operations Management, 20(3), 418–430.CrossRef Chow, V. S., Puterman, M. L., Salehirad, N., Huang, W., & Atkins, D. (2011). Reducing surgical ward congestion through improved surgical scheduling and uncapacitated simulation. Production and Operations Management, 20(3), 418–430.CrossRef
Zurück zum Zitat Cioppa, T. M., & Lucas, T. W. (2007). Efficient nearly orthogonal and space-filling latin hypercubes. Technometrics, 49(1), 45–55.CrossRef Cioppa, T. M., & Lucas, T. W. (2007). Efficient nearly orthogonal and space-filling latin hypercubes. Technometrics, 49(1), 45–55.CrossRef
Zurück zum Zitat Demeester, P., Souffriau, W., De Causmaecker, P., & Vanden Berghe, G. (2010). A hybrid tabu search algorithm for automatically assigning patients to beds. Artificial Intelligence in Medicine, 48(1), 61–70.CrossRef Demeester, P., Souffriau, W., De Causmaecker, P., & Vanden Berghe, G. (2010). A hybrid tabu search algorithm for automatically assigning patients to beds. Artificial Intelligence in Medicine, 48(1), 61–70.CrossRef
Zurück zum Zitat Fei, H., Chu, C., Meskens, N., & Artiba, A. (2008). Solving surgical cases assignment problem by a branch-and-price approach. International Journal of Production Economics, 112(1), 96–108.CrossRef Fei, H., Chu, C., Meskens, N., & Artiba, A. (2008). Solving surgical cases assignment problem by a branch-and-price approach. International Journal of Production Economics, 112(1), 96–108.CrossRef
Zurück zum Zitat Fei, H., Meskens, N., & Chu, C. (2010). A planning and scheduling problem for an operating theatre using an open scheduling strategy. Computers & Industrial Engineering, 58(2), 221–230.CrossRef Fei, H., Meskens, N., & Chu, C. (2010). A planning and scheduling problem for an operating theatre using an open scheduling strategy. Computers & Industrial Engineering, 58(2), 221–230.CrossRef
Zurück zum Zitat Gartner, D., & Kolisch, R. (2014). Scheduling the hospital-wide flow of elective patients. European Journal of Operational Research, 233(3), 689–699.CrossRef Gartner, D., & Kolisch, R. (2014). Scheduling the hospital-wide flow of elective patients. European Journal of Operational Research, 233(3), 689–699.CrossRef
Zurück zum Zitat Guerriero, F., & Guido, R. (2011). Operational research in the management of the operating theatre: a survey. Health Care Management Science, 14(1), 89–114.CrossRef Guerriero, F., & Guido, R. (2011). Operational research in the management of the operating theatre: a survey. Health Care Management Science, 14(1), 89–114.CrossRef
Zurück zum Zitat Hans, E.W., & Vanberkel, P.T. (2012). Operating theatre planning and scheduling. In: Handbook of healthcare system Scheduling, vol 168, Springer, chap 5, pp 105–130. Hans, E.W., & Vanberkel, P.T. (2012). Operating theatre planning and scheduling. In: Handbook of healthcare system Scheduling, vol 168, Springer, chap 5, pp 105–130.
Zurück zum Zitat Hans, E. W., Wullink, G., van Houdenhoven, M., & Kazemier, G. (2008). Robust surgery loading. European Journal of Operational Research, 185(3), 1038–1050.CrossRef Hans, E. W., Wullink, G., van Houdenhoven, M., & Kazemier, G. (2008). Robust surgery loading. European Journal of Operational Research, 185(3), 1038–1050.CrossRef
Zurück zum Zitat Harper, P. R., & Shahani, A. K. (2002). Modelling for the planning and management of bed capacities in hospitals. The Journal of the Operational Research Society, 53(1), 11–18.CrossRef Harper, P. R., & Shahani, A. K. (2002). Modelling for the planning and management of bed capacities in hospitals. The Journal of the Operational Research Society, 53(1), 11–18.CrossRef
Zurück zum Zitat Hulshof, P. J., Boucherie, R. J., Hans, E. W., & Hurink, J. L. (2013). Tactical resource allocation and elective patient admission planning in care processes. Health Care Management Science, 16(2), 152–166.CrossRef Hulshof, P. J., Boucherie, R. J., Hans, E. W., & Hurink, J. L. (2013). Tactical resource allocation and elective patient admission planning in care processes. Health Care Management Science, 16(2), 152–166.CrossRef
Zurück zum Zitat Hulshof, P. J. H., Kortbeek, N., Boucherie, R. J., Hans, E. W., & Bakker, P. J. M. (2012). Taxonomic classification of planning decisions in health care: A structured review of the state of the art in OR/MS. Health Systems, 1(2), 129–175.CrossRef Hulshof, P. J. H., Kortbeek, N., Boucherie, R. J., Hans, E. W., & Bakker, P. J. M. (2012). Taxonomic classification of planning decisions in health care: A structured review of the state of the art in OR/MS. Health Systems, 1(2), 129–175.CrossRef
Zurück zum Zitat Hutzschenreuter, AK., Bosman, PAN., Blonk-Altena, I., van Aarle, J., & La Poutré, H. (2008). Agent-based patient admission scheduling in hospitals. In: Proceedings of the 7th International Joint Conference on Autonomous Agents and Multiagent Systems: Industrial Track, International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, AAMAS ’08, pp 45–52. Hutzschenreuter, AK., Bosman, PAN., Blonk-Altena, I., van Aarle, J., & La Poutré, H. (2008). Agent-based patient admission scheduling in hospitals. In: Proceedings of the 7th International Joint Conference on Autonomous Agents and Multiagent Systems: Industrial Track, International Foundation for Autonomous Agents and Multiagent Systems, Richland, SC, AAMAS ’08, pp 45–52.
Zurück zum Zitat Kirkpatrick, S., Gelatt, C. D, Jr, & Vecchi, M. P. (1983). Optimization by simulated annealing. Science, 220, 671–680.CrossRef Kirkpatrick, S., Gelatt, C. D, Jr, & Vecchi, M. P. (1983). Optimization by simulated annealing. Science, 220, 671–680.CrossRef
Zurück zum Zitat van Laarhoven, P. J. M., & Aarts, E. H. L. (1987). Simulated annealing: Theory and applications. New York: Kluwer Academic Publishers.CrossRef van Laarhoven, P. J. M., & Aarts, E. H. L. (1987). Simulated annealing: Theory and applications. New York: Kluwer Academic Publishers.CrossRef
Zurück zum Zitat Lamiri, M., Grimaud, F., & Xie, X. (2009). Optimization methods for a stochastic surgery planning problem. International Journal of Production Economics, 120(2), 400–410.CrossRef Lamiri, M., Grimaud, F., & Xie, X. (2009). Optimization methods for a stochastic surgery planning problem. International Journal of Production Economics, 120(2), 400–410.CrossRef
Zurück zum Zitat Marazzi, A., Paccaud, F., Ruffieux, C., & Beguin, C. (1998). Fitting the distributions of length of stay by parametric models. Medical Care, 36(6), 915–27.CrossRef Marazzi, A., Paccaud, F., Ruffieux, C., & Beguin, C. (1998). Fitting the distributions of length of stay by parametric models. Medical Care, 36(6), 915–27.CrossRef
Zurück zum Zitat Min, D., & Yih, Y. (2010a). An elective surgery scheduling problem considering patient priority. Computers & Operations Research, 37(6), 1091–1099. Min, D., & Yih, Y. (2010a). An elective surgery scheduling problem considering patient priority. Computers & Operations Research, 37(6), 1091–1099.
Zurück zum Zitat Min, D., & Yih, Y. (2010b). Scheduling elective surgery under uncertainty and downstream capacity constraints. European Journal of Operational Research, 206(3), 642–652.CrossRef Min, D., & Yih, Y. (2010b). Scheduling elective surgery under uncertainty and downstream capacity constraints. European Journal of Operational Research, 206(3), 642–652.CrossRef
Zurück zum Zitat Nunes, L. G. N., de Carvalho, S. V., & de Cassia Meneses Rodrigues, R. (2009). Markov decision process applied to the control of hospital elective admissions. Artificial Intelligence in Medicine, 47(2), 159–171.CrossRef Nunes, L. G. N., de Carvalho, S. V., & de Cassia Meneses Rodrigues, R. (2009). Markov decision process applied to the control of hospital elective admissions. Artificial Intelligence in Medicine, 47(2), 159–171.CrossRef
Zurück zum Zitat Oostrum, J. M., Bredenhoff, E., & Hans, E. W. (2009). Suitability and managerial implications of a master surgical scheduling approach. Annals of Operations Research, 178(1), 91–104.CrossRef Oostrum, J. M., Bredenhoff, E., & Hans, E. W. (2009). Suitability and managerial implications of a master surgical scheduling approach. Annals of Operations Research, 178(1), 91–104.CrossRef
Zurück zum Zitat Patrick, J., Puterman, M. L., & Queyranne, M. (2008). Dynamic multipriority patient scheduling for a diagnostic resource. Operations Research, 56(6), 1507–1525.CrossRef Patrick, J., Puterman, M. L., & Queyranne, M. (2008). Dynamic multipriority patient scheduling for a diagnostic resource. Operations Research, 56(6), 1507–1525.CrossRef
Zurück zum Zitat Range, T., Lusby, R., & Larsen, J. (2014). A column generation approach for solving the patient admission scheduling problem. European Journal of Operational Research, 235(1), 252–264.CrossRef Range, T., Lusby, R., & Larsen, J. (2014). A column generation approach for solving the patient admission scheduling problem. European Journal of Operational Research, 235(1), 252–264.CrossRef
Zurück zum Zitat Riise, A., & Burke, E. K. (2011). Local search for the surgery admission planning. Journal of Heuristics, 17, 389–414.CrossRef Riise, A., & Burke, E. K. (2011). Local search for the surgery admission planning. Journal of Heuristics, 17, 389–414.CrossRef
Zurück zum Zitat Schmidt, R., Geisler, S., & Spreckelsen, C. (2013). Decision support for hospital bed management using adaptable individual length of stay estimations and shared resources. BMC Medical Informatics and Decision Making, 13, 3.CrossRef Schmidt, R., Geisler, S., & Spreckelsen, C. (2013). Decision support for hospital bed management using adaptable individual length of stay estimations and shared resources. BMC Medical Informatics and Decision Making, 13, 3.CrossRef
Zurück zum Zitat Testi, A., & Tànfani, E. (2009). Tactical and operational decisions for operating room planning: Efficiency and welfare implications. Health Care Management Science, 12(4), 363–373.CrossRef Testi, A., & Tànfani, E. (2009). Tactical and operational decisions for operating room planning: Efficiency and welfare implications. Health Care Management Science, 12(4), 363–373.CrossRef
Zurück zum Zitat Vancroonenburg, W., De Causmaecker, P., & Vanden Berghe, G. (2012). Patient-to-room assignment planning in a dynamic context. In: Proceedings of the 9th International Conference on the Practice and Theory of Automated Timetabling (PATAT-2012), pp 193–208. Vancroonenburg, W., De Causmaecker, P., & Vanden Berghe, G. (2012). Patient-to-room assignment planning in a dynamic context. In: Proceedings of the 9th International Conference on the Practice and Theory of Automated Timetabling (PATAT-2012), pp 193–208.
Zurück zum Zitat Vancroonenburg, W., De Causmaecker, P., Spieksma, F., & Vanden Berghe, G. (2013). Scheduling elective patient admissions considering room assignment and operating theatre capacity constraints. In: Proceedings of the 5th International Conference on Applied Operational Research, Lecture Notes in Management Science, vol 5, pp 153–158. Vancroonenburg, W., De Causmaecker, P., Spieksma, F., & Vanden Berghe, G. (2013). Scheduling elective patient admissions considering room assignment and operating theatre capacity constraints. In: Proceedings of the 5th International Conference on Applied Operational Research, Lecture Notes in Management Science, vol 5, pp 153–158.
Zurück zum Zitat Vijayakumar, B., Parikh, P. J., Scott, R., Barnes, A., & Gallimore, J. (2013). A dual bin-packing approach to scheduling surgical cases at a publicly-funded hospital. European Journal of Operational Research, 224(3), 583–591.CrossRef Vijayakumar, B., Parikh, P. J., Scott, R., Barnes, A., & Gallimore, J. (2013). A dual bin-packing approach to scheduling surgical cases at a publicly-funded hospital. European Journal of Operational Research, 224(3), 583–591.CrossRef
Zurück zum Zitat Vissers, J., Bertrand, J., & De Vries, G. (2001). A framework for production control in health care organizations. Production Planning & Control, 12(6), 591–604.CrossRef Vissers, J., Bertrand, J., & De Vries, G. (2001). A framework for production control in health care organizations. Production Planning & Control, 12(6), 591–604.CrossRef
Zurück zum Zitat Vissers, J. M., Adan, I. J., & Dellaert, N. P. (2007). Developing a platform for comparison of hospital admission systems: An illustration. European Journal of Operational Research, 180(3), 1290–1301.CrossRef Vissers, J. M., Adan, I. J., & Dellaert, N. P. (2007). Developing a platform for comparison of hospital admission systems: An illustration. European Journal of Operational Research, 180(3), 1290–1301.CrossRef
Zurück zum Zitat Wullink, G., Houdenhoven, M., Hans, E. W., Oostrum, J. M., Lans, M., & Kazemier, G. (2007). Closing emergency operating rooms improves efficiency. Journal of Medical Systems, 31(6), 543–546.CrossRef Wullink, G., Houdenhoven, M., Hans, E. W., Oostrum, J. M., Lans, M., & Kazemier, G. (2007). Closing emergency operating rooms improves efficiency. Journal of Medical Systems, 31(6), 543–546.CrossRef
Metadaten
Titel
Dynamic patient admission scheduling with operating room constraints, flexible horizons, and patient delays
verfasst von
Sara Ceschia
Andrea Schaerf
Publikationsdatum
01.08.2016
Verlag
Springer US
Erschienen in
Journal of Scheduling / Ausgabe 4/2016
Print ISSN: 1094-6136
Elektronische ISSN: 1099-1425
DOI
https://doi.org/10.1007/s10951-014-0407-8

Weitere Artikel der Ausgabe 4/2016

Journal of Scheduling 4/2016 Zur Ausgabe

Premium Partner