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Nurse Scheduling System Using Genetic Algorithm

Research Project

Project/Area Number 09672307
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical sociology
Research InstitutionSUZUKA UNIVERSITY OF MEDICAL SCIENCE

Principal Investigator

MAEDA Hiroshi  SUZUKA UNIVERSITY OF MEDICAL SCIENCE,DEPARTMENT OF MEDICAL ENGINEERRING,PROFESSOR, 医用工学部, 教授 (40291786)

Co-Investigator(Kenkyū-buntansha) TAKABA Minoru  SUZUKA UNIVERSITY OF MEDICAL SCIENCE,DEPARTMENT OF MEDICAL ENGINEERRING,ASSISTAN, 医用工学部, 助手 (00268070)
FURUHASHI Takeshi  NAGOYA UNIVERSITY,GRADUATE SCHOOL OF ENGINEERING,ASSOCIATE PROFESSOR, 工学研究科, 助教授 (60209187)
UCHIKAWA Yoshiki  NAGOYA UNIVERSITY,GRADUATE SCHOOL OF ENGINEERING,PROFESSOR, 工学研究科, 教授 (20023260)
Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1998: ¥500,000 (Direct Cost: ¥500,000)
KeywordsGenetic Algorithm / Nurse Scheduling / Constraint / User Interface / ユーザインターフェース / スケジューリング / 婦長
Research Abstract

Nurse Scheduling Problem is the task of allocating nurses in three shifts under various constraints. The balance is required among many constraints and many purposes. A nurse-in- chief has needed much time and efforts to make a schedule. An automatic nurse scheduling have been tried, but still not really used.
In this research, nurse-scheduling system using a genetic algorithm(GA) has been developed. Human friendliness is important, and then user interface was developed considering the use at the field. That system was tried and evaluated using the condition based on conditions really used in the certain hospital.
An adequate schedule of the good evaluation value can be expected with the generation change. Genetic algorithm was confirmed as a useful approach for nurse scheduling. However, new approach such as interactive GA will be more effective instead of full automatic method.

Report

(3 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • Research Products

    (25 results)

All Other

All Publications (25 results)

  • [Publications] 前 田 宏, 高 羽 実 他: "遺伝的アルゴリズムを用いたスケジュールエンジンによる看護婦勤務表作成の試み" 日本医療情報学会 看護情報システム研究会 講演集. 第13回. 17-20 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Takeshi Furuhashi etc: "Degree of Truth Value as a Criterion for Division of Chromosomes for Pseudo-Bacterial Genetic Algorithm" ファジィシステムシンポジウム講演 論文集. 第13巻. 353-356 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 高 羽 実, 前 田 宏, 坂部長正: "遺伝的アルゴリズムを用いた看護婦勤務スケジュール表作成システムの開発" 医療情報学連合大会 論文集. 第18回. 816-817 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 井上武士, 古橋 武, 前田 宏 他: "進化的計算を用いたインタラクティブ・システムによる看護婦勤務表作成支援" ファジィ学会 Ecomp研究会 講演論文集. 第11回. 17-19 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 前 田 宏, 高 羽 実, 坂部長正: "遺伝的アルゴリズムを用いた看護婦勤務表作成システム" 鈴鹿医療科学大学 紀要. 第6号. 6月発行予定 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] T.Suzukki, T.Furuhashi: "Efficient Generation of Fuzzy Rules Using Bacterial Evolutionary Algorithm and Classification of Fuzzy Rules" Proceedings of IIZUKA'98.Coft Computing. 931-934 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] N.E.Nawa, T.Furuhashi: "Becterial Evolutionary Algorithm for Fuzzy System Design" Proc.1998 IEEE Int'l Conf.on Systems, Man, and Cybernetics(SMC'98). 2424-2429 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Hiroshi Maeda, Minoru Takaba etc: "Approach of Nurse Scheduling System Using Genetic Algorithm" Proc.13^<th> symposium on Nurse Informatics, Japan Medical Informatics. 17-20 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Takeshi Furuhashi etc: "Degree of Truth Value as a Criterion for Division of Chromosomes for Pseudo-Bacterial Genetic Algorithm" Proc.Fuzzy system Symposium. 353-356 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Tomohiro Yoshikawa, Takashi Furuhashi: "A Study on Realization of Homeotic Gene Using ONAA Coding Method" Proc.13^<th> Fuzzy Symposium. 315-318 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Minoru Takaba, Hiroshi Maeda etc: "Development of Nurse Scheduling System Using Genetic Algorithm" Proc.18^<th> Symposium on Medical Informatics. 816-817 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Takeshi Inoue, Takeshi Furuhashi, Hiroshi Maeda etc: "Nurse Scheduling by Interactive System Using Evolutionary Computation" Proc.11^<th> Symposium on E Comp, Fussy. 17-19 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Hiroshi Maeda, Minoru Takaba etc: "Nurse Scheduling System Using Genetic Algorithm" Journal of Suzuka University of Medical Science, Printing. (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Toshihiro. Suzuki, Takeshi. Furuhashi: "Efficient Generation of Fuzzy Rules Using Bacterial Evolutionary Algorithm and Classification of Fuzzy Rules" Proc.of IIZUKA '98, Soft Computing. 931-934 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] N.E.Nawa, T.Furuhashi: "Bacterial Evolutionary Algorithm for Fuzzy System Design" Proc.1998 IEEE Int'l Conf.on Systems, Man, and Cybernetics (SMC'98). 2424-2429 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 井上武士, 古橋 武, 前田 宏 他: "インタラクティブGAによる看護婦勤務スケジュール作成表に関する一考察" 電気関係学会東海支部連合大会 講演論文集. 9月. 303 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 高羽 実, 前田 宏, 坂部長正: "遺伝的アルゴリズムを用いた看護婦勤務スケジュール表作成システムの開発" 医療情報学連合大会 論文集. 第18回. 816-817 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 井上武士, 古橋 武, 前田 宏 他: "進化的計算を用いたインタラクティブ・システムによる看護婦勤務表作成支援" ファジイ学会Ecomp研究会 講演論文集. 第11回. 17-19 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 前田 宏, 高羽 実, 坂部長正: "遺伝的アルゴリズムを用いた看護婦勤務表作成システム" 鈴鹿医療科学大学 紀要. 第6巻. 6月発行予定 (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] T.Suzuki, T.Furuhashi: "Efficient Generation of Fuzzy Rules Using Bacterial Evolutionary Algorithm and Classificcation of Fuzzy Rules" Proceedings of IIZUKA ′98. Soft Computing. 931-934 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] N.E.Nawa, T.Furuhashi: "Bacterial Evolutionaly Algonthm for Fuzzy System Design" Proc. 1998 IEEE Int′l Conf. on Systems,Man,and Cybernetics (SMC′98). 2424-2429 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 前田 宏, 高羽 実 他: "遺伝的アルゴリズムを用いたスケジュールエンジンによる看護婦勤務表作成の試み" 日本医療情報学会 看護情報システム研究会 講演集. 第13回. 17-20 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 前田 宏, 高羽 実: "遺伝的アルゴリズムを用いた看護婦勤務スケジュール表作成" 電気関係学会東海支部連合大会 講演 論文集. 9月. 307- (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 古橋 武 他: "DNAコーディング法によるホメティック遺伝子の実現に関する-考察" ファジィシステムシンポジウム 講演 論文集. 第13巻. 315-318 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Takeshi Furuhashi etc: "Degree of Truth Value as a Criterion for Division of Chromosomes for Pseudo-Bacterial Genetic Algorithm" ファジィシステムシンポジウム 講演 論文集. 第13巻. 353-356 (1997)

    • Related Report
      1997 Annual Research Report

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Published: 1998-04-01   Modified: 2016-04-21  

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