Real-time surgery management involves a complex and dynamic decision-making process. The duration of surgeries in many cases cannot be known until the surgery has actually been completed. Furthermore, disruptions such as equipment failure or the arrival of a non-elective surgery can occur simultaneously. Thus, the assignment of surgeries needs to be updated, as and when disruptions occur, to minimize their effects. In this paper, we present a stochastic dynamic programming approach to the surgery allocation problem with multiple operating rooms under uncertainty. Given an elective list for the day, the dy-namic optimization model minimizes the number of surgeries not carried out by the end of the shift and the total waiting times of patients during the day weighted according to their urgency level. Due to the curse of dimensionality, we apply an approximate dynamic programming algorithm to solve the stochastic dynamic surgery management model. Computational experiments are designed to demonstrate the performance of the proposed algorithm and its applicability to practical settings. The results show that the approximate dynamic programming algorithm provides a good approximation to the optimum policy and leads to some managerial insights. (c) 2023 Elsevier B.V. All rights reserved.
机构:
Hong Kong Univ Sci & Technol, Dept Ind Engn & Decis Analyt, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Ind Engn & Decis Analyt, Clear Water Bay, Hong Kong, Peoples R China
Fu, Xiaojin
Qi, Jin
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Hong Kong Univ Sci & Technol, Dept Ind Engn & Decis Analyt, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Ind Engn & Decis Analyt, Clear Water Bay, Hong Kong, Peoples R China
Qi, Jin
Yang, Chen
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Hong Kong Univ Sci & Technol, Dept Ind Engn & Decis Analyt, Clear Water Bay, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Ind Engn & Decis Analyt, Clear Water Bay, Hong Kong, Peoples R China
Yang, Chen
Ye, Han
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Lehigh Univ, Decis & Technol Analyt, Bethlehem, PA 18015 USAHong Kong Univ Sci & Technol, Dept Ind Engn & Decis Analyt, Clear Water Bay, Hong Kong, Peoples R China
机构:
Nagoya Univ, Grad Sch Econ, Chikusa Ku, Furo Cho, Nagoya, Aichi 4648601, JapanNagoya Univ, Grad Sch Econ, Chikusa Ku, Furo Cho, Nagoya, Aichi 4648601, Japan
机构:
Indian Inst Management Ranchi, Area Operat Management, Ranchi, Bihar, IndiaIndian Inst Management Ranchi, Area Operat Management, Ranchi, Bihar, India
机构:
Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaChongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
Li, Jian
Ran, Yan
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Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaChongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
Ran, Yan
Wang, Hongwei
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Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaChongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
Wang, Hongwei
Huang, Guangquan
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Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaChongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
Huang, Guangquan
Mu, Zongyi
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Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaChongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
Mu, Zongyi
Zhang, Genbao
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Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
Chongqing Univ Arts & Sci, Sch Mech & Elect Engn, Chongqing 402160, Peoples R ChinaChongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China