Bed Management for Inpatients Using Particle Swarm Optimization
DOI:
https://doi.org/10.52731/liir.v001.039Keywords:
0–1 integer programming, bed management, particle swarm optimizationAbstract
We present a particle swarm optimization model in inpatient bed management. The management satisfies patient and hospital preferences in the allocation of beds in hospitals. The patient's interest is to be satisfied as much as possible with their bed preferences, such as private or general rooms. Meanwhile, hospitals prefer to receive patients from the same department in the same room, to minimize doctor and nurse movement and provide medical care efficiently. A formula is drawn out with the two interests in the objective function. The numerical results show the effectiveness of the proposed algorithm.
References
Cabinet Office, Annual report on the ageing society: https://www8.cao.go.jp/kourei/english/annualreport/index-wh.html. at Accessed [Data 30/4/2022].
Ministry of Health, Labour and Welfare, Report on the hospital bed functions: https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/open_data_00007.html. at Accessed [Data 30/4/2022] in Japanese.
Ministry of Health, Labour and Welfare, Regional medical care plan: https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/0000080850.html. at Accessed [Data 30/4/2022] in Japanese.
Z.A. Abdalkareem, A. Amir, M.A. Al-Betar, P. Ekhan, A.I. Hammourl, "Healthcare scheduling in optimization context: a review," Health and Technology, vol. 11, pp. 445-469, 2021.
L. He, S.C. Madathil, A. Oberoi, G. Servis, M.T. Khasawneh, "A systematic review of research design and modeling techniques in inpatient bed management," Computers & Industrial Engineering, vol. 127, pp. 451-466, 2019.
P. Demeester, W. Souffriau, P.D. Causmaecker, G.V. Berghe, "A hybrid tabu search algorithm for automatically assigning patients to beds," Artificial Intelligence in Medi-cine, vol. 48, issue 1, pp. 61-70, 2010.
L.S.L. Bastos, J.F. Marchesi, S. Hamacher, J.L. Fleck, "A mixed integer programming approach to the patient admission scheduling problem," European Journal of Operational Research, vol. 273, issue 3, pp. 831-840, 2019.
F. Schafer, M. Walther, A. Hubner, H. Kuhn, "Operational patient-bed assignment problem in large hospital settings including overflow and uncertainty management," Flexible Services and Manufacturing Journal, vol. 31, pp. 1012-1041, 2019.
J. Kennedy and R.C. Eberhart, "Particle swarm optimization", Proceeding of IEEE International Conference on Neural Networks, vol.4, pp. 1942-1948, 1995.