• DocumentCode
    349975
  • Title

    Development of nurse scheduling support system using interactive EA

  • Author

    Inoue, Takeshi ; Furuhashi, Takeshi ; Fujii, Makoto ; Maeda, Hiroshi ; Takaba, Minoru

  • Author_Institution
    Nagoya Univ., Japan
  • Volume
    5
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    533
  • Abstract
    The nurse scheduling problem (NSP) is the task of allocating nurses in three shifts under constraints. A nurse-in-chief needs a lot of time and effort to make a schedule. Studies on automatic scheduling have been done. A genetic algorithm (GA) has been applied to this nurse scheduling problem. However, this type of conventional scheduling method could not satisfy the user. It has been difficult to incorporate the evaluation criteria of the nurse-in-chief. An interactive GA has been studied. In the process of this GA, humans directly evaluate the offspring. The interactive GA has been applied to the fields of arts and Kansei engineering. The paper presents a nurse scheduling support system utilizing an interactive evolutionary algorithm (EA). From the past schedule, and users operation, the system learns the user´s evaluation criteria of the system, and generates schedules under the obtained criteria, and displays some of the best schedules to the user. Then she can decide which parts of the schedules to adopt, or to be improved. The system reschedules the parts that need improvement. Repeating this process, the system and the user help each other to find a satisfactory schedule. The paper also presents a hardware implementation of EA for this interactive nurse scheduling system. For human-machine interaction, quick response of the system is indispensable
  • Keywords
    evolutionary computation; health care; medical administrative data processing; scheduling; automatic scheduling; interactive evolutionary algorithm; nurse scheduling support system; nurse-in-chief; user´s evaluation criteria; Art; Displays; Evolutionary computation; Genetic algorithms; Hardware; Humans; Man machine systems; Medical services; Processor scheduling; Sliding mode control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1999. IEEE SMC '99 Conference Proceedings. 1999 IEEE International Conference on
  • Conference_Location
    Tokyo
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-5731-0
  • Type

    conf

  • DOI
    10.1109/ICSMC.1999.815608
  • Filename
    815608