A Novel Hybrid Simulated Annealing for No-Wait Open-Shop Surgical Case Scheduling Problems

被引:13
|
作者
Rahimi, Amin [1 ]
Hejazi, Seyed Mojtaba [1 ]
Zandieh, Mostafa [2 ]
Mirmozaffari, Mirpouya [3 ]
机构
[1] Qazvin Azad Univ, Fac Ind & Mech Engn, Qazvin 341851416, Iran
[2] Shahid Beheshti Univ, Management & Accounting Fac, Dept Ind Management, Gen Campus, Tehran 1983969411, Iran
[3] Dalhousie Univ, Dept Ind Engn, 5269 Morris St, Halifax, NS B3H 4R2, Canada
关键词
hybrid meta-heuristic simulated annealing algorithms; operating rooms; no-wait open-shop surgical case scheduling problem; makespan; transportation time; mixed integer linear programming; heuristic algorithm; MAINTENANCE; ALGORITHMS;
D O I
10.3390/asi6010015
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the problem of finding an assignment of "n" surgeries to be presented in one of "m" identical operating rooms (ORs) or machines as the surgical case scheduling problem (SCSP) is proposed. Since ORs are among NP-hard optimization problems, mathematical and metaheuristic methods to address OR optimization problems are used. The job or surgical operation ordering in any OR is a permanent part of all sequencing and scheduling problems. The transportation times between ORs are defined based on the type of surgical operations and do not depend on distance, so there is no surgical operation waiting time for transferring. These problems are called no-wait open-shop scheduling problems (NWOSP) with transportation times. The transportation system for the problems is considered a multi-transportation system with no limitation on the number of transportation devices. Accordingly, this study modeled a novel combined no-wait open-shop surgical case scheduling problem (NWOSP-SCSP) with multi-transportation times for the first time to minimize the maximum percentile of makespan for OR as a single objective model. A mixed-integer linear program (MILP) with small-sized instances is solved. In addition to the small-sized model, a novel metaheuristic based on a hybrid simulated annealing (SA) algorithm to solve large-sized problems in an acceptable computational time is suggested, considering the comparison of the SA algorithm and a new recommended heuristic algorithm. Then, the proposed hybrid SA and SA algorithms are compared based on their performance measurement. After reaching the results with a numerical analysis in Nova Scotia health authority hospitals and health centers, the hybrid SA algorithm has generated significantly higher performance than the SA algorithm.
引用
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页数:21
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