TY - JOUR
T1 - A survey on the applications of variable neighborhood search algorithm in healthcare management
AU - Lan, Shaowen
AU - Fan, Wenjuan
AU - Yang, Shanlin
AU - Pardalos, Panos M.
AU - Mladenovic, Nenad
N1 - Publisher Copyright:
© 2021, The Author(s), under exclusive licence to Springer Nature Switzerland AG part of Springer Nature.
PY - 2021/9
Y1 - 2021/9
N2 - This paper reviews the papers on the applications of VNS in the health care area by analyzing the characteristics of VNS in different problems. In the health care field, many complex optimization problems need to be tackled in a short time considering multiple influencing factors, such as personnel preferences, resources limitations, etc. As a metaheuristic, Variable neighborhood search (VNS) algorithm can get an approximate solution for the complex problem in a short time, and has been widely used to deal with the real-world health care optimization problems based on systematic neighborhood changes and perturbation operations when needed. We classify the found papers into five categories based on the topics, i.e., home health care problems, operating room problems, nurse rostering problems, routing optimization problems, and other topics. For each topic, the detailed operations of VNS and the differences in solving various problems have been discussed. In addition, we analyze the studied problems and summarize the approaches used in the literature. The application tendency of VNS in the health care area is also discussed at the end of the paper.
AB - This paper reviews the papers on the applications of VNS in the health care area by analyzing the characteristics of VNS in different problems. In the health care field, many complex optimization problems need to be tackled in a short time considering multiple influencing factors, such as personnel preferences, resources limitations, etc. As a metaheuristic, Variable neighborhood search (VNS) algorithm can get an approximate solution for the complex problem in a short time, and has been widely used to deal with the real-world health care optimization problems based on systematic neighborhood changes and perturbation operations when needed. We classify the found papers into five categories based on the topics, i.e., home health care problems, operating room problems, nurse rostering problems, routing optimization problems, and other topics. For each topic, the detailed operations of VNS and the differences in solving various problems have been discussed. In addition, we analyze the studied problems and summarize the approaches used in the literature. The application tendency of VNS in the health care area is also discussed at the end of the paper.
KW - Health care
KW - Home health care
KW - Metaheuristic
KW - Nurse rostering
KW - Operating room
KW - Optimization problem
KW - Perturbation operations
KW - Routing optimization
KW - Variable neighborhood search
UR - https://www.scopus.com/pages/publications/85100732591
U2 - 10.1007/s10472-021-09727-5
DO - 10.1007/s10472-021-09727-5
M3 - 文章
AN - SCOPUS:85100732591
SN - 1012-2443
VL - 89
SP - 741
EP - 775
JO - Annals of Mathematics and Artificial Intelligence
JF - Annals of Mathematics and Artificial Intelligence
IS - 8-9
ER -