Evaluating record history of medical devices using association discovery and clustering techniques

被引:6
作者
Miguel Cruz, Antonio [1 ]
机构
[1] Univ Rosario, Sch Med & Hlth Sci, Bogota, DC, Colombia
关键词
Data mining; Biomedical engineering; Clinical engineering; Outsourced services; Maintenance and engineering; Hospital; Operations research; Clustering analysis; DECISION-MAKING; MAINTENANCE; NETWORKS; OPTIMIZATION; SYSTEM; RULES;
D O I
10.1016/j.eswa.2013.03.034
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this research, association discovery and clustering techniques were utilized for improving the efficiency of a hospital's service and of the maintenance tasks in a clinical engineering department. The indicator in this study is service requests. The association discovery techniques revealed problems in users' training (errors in operating procedures), intrinsic failures in medical devices, and badly scheduled maintenance policies. Clustering techniques uncovered the main causes of failures. With the evidence obtained corrective actions were taken. The service request average dropped dramatically from 6.4 to 0.4 during the analyzed period. (c) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5292 / 5305
页数:14
相关论文
共 44 条
  • [1] *** Ansoft Corp, 2003, USERS GUIDE VERSION
  • [2] A fuzzy inference system for pump failure diagnosis to improve maintenance process: The case of a petrochemical industry
    Azadeh, A.
    Ebrahimipour, V.
    Bavar, P.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (01) : 627 - 639
  • [3] BRIN S, 1997, ACM SIGMOD I DAT SIG
  • [4] Capuano M, 1996, Biomed Instrum Technol, V30, P25
  • [5] Failure analysis expert system for onshore pipelines. Part-II: End-User interface and algorithm
    Castellanos, V.
    Albiter, A.
    Hernandez, P.
    Barrera, G.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (09) : 11091 - 11104
  • [6] Minimizing the cost of integrated systems approach to process control and maintenance model by EWMA control chart using genetic algorithm
    Charongrattanasakul, P.
    Pongpullponsak, A.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (05) : 5178 - 5186
  • [7] Optimization of system reliability in multi-factory production networks by maintenance approach
    Chung, S. H.
    Lau, H. C. W.
    Ho, G. T. S.
    Ip, W. H.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (06) : 10188 - 10196
  • [8] Cohen T, 1995, Biomed Instrum Technol, V29, P308
  • [9] Cruz AM., 2010, REV SALUD PUB-BOGOTA, V11, P653
  • [10] Cruz Antonio Miguel, 2005, Biomed Instrum Technol, V39, P320