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Integration of Information in Cooperative Human-Machine Systems Learning in Gray Zone

Research Project

Project/Area Number 07680446
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 社会システム工学
Research InstitutionUniversity of Electro-Communications

Principal Investigator

TANAKA Kenji  University of Electro Communications, 大学院・情報システム学研究科, 助教授 (60197415)

Project Period (FY) 1995 – 1997
Project Status Completed (Fiscal Year 1997)
Budget Amount *help
¥2,300,000 (Direct Cost: ¥2,300,000)
Fiscal Year 1997: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1996: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 1995: ¥900,000 (Direct Cost: ¥900,000)
KeywordsMan-machine system / Evidence theory / Safety monitoring system / Human error / Uncertainty / Group of sensors / Time-criticality / Safety design / センサー群 / 時間制約 / 安全設計 / DS理論 / 人間信頼性 / ヒューマン・マシン・システム / 認知 / リスクマネジメント / 確信理論 / ヒューマンマシン / 認知心理学
Research Abstract

Results are classified into five categories as below.
1. From Bays probabilistic model to Dempster-Shafer model : Our research proposed a Dempster-Shafer theoretical model in which objective data were used and the optimal combination method were proposed to incorporate subjective belief information with objective information. The formulation in DS model is simpler than it in the Bays model so that the DS model is useful to learn effect of subjective information which human adds at a gray zone.
2. Role of human in cooperative human-machine monitoring system : In the DS model, a human-machine cooperative monitoring system was compared with an automatic monitoring system. As a result, some conditions were analytically proposed under which incorporating human judgments into automatic monitoring was more effective than complete automatic judgments.
3. Influence analysis of time-criticality on human reliability : By focusing on how time-criticality influences human judgments at the gray zone, I … More analyzed how human errors depend upon decision of the monitoring type, that is, human-machine cooperative type or complete automatic type.
4. Positively utilizing a gray zone : Reducing a gray zone does not always mean reducing uncertainty. Our results show that, rather, correct judgment is possible by utilizing positively the gray zone. From the point of view, our model was applied to product safety design and to condition based-monitoring in maintenance management. Also, our study proposed a safety design in consideration of a gray zone as a new paradigm of design toward the 21st century.
5. Application to mobile sensors system and its reliability analysis : Monitoring systems consisted of mobile sensors were analyzed where each sensor outputted "gray zone" in addition to "safety" and "danger" In the system, when the mobile sensor outputs gray zone, it collects several sensors and judges the state after integration of information. This application showed that utilizing the gray zone is useful to obtain reliability. Less

Report

(4 results)
  • 1997 Annual Research Report   Final Research Report Summary
  • 1996 Annual Research Report
  • 1995 Annual Research Report
  • Research Products

    (40 results)

All Other

All Publications (40 results)

  • [Publications] K.Tanaka & G.J.Klir: "A Design Method for Incorporating Human Judgment into Monitoring Systems" Proc.of 6th IFAC/IFIP/IFORS/IEA Symposium on Man Machine Systems. 717-722 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Reliable Design of Safety Monitoring Systems Accounting for the Uncertainty Zone" Reliability Engineering and System Safety.48. 75-84 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 田中 健次: "不確実性を考慮した安全監視システムの数理モデル" 応用数理(日本応用数理学会誌). 5-3. 180-191 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Non-probabilistic Approach to Reliable Monitoring Design under Uncertainty" 第38回自動制御連合講演会論文集. 349-350 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 田中 健次: "安全と危険との狭間へのヒューマン・マシン協調アプローチ" 日本設備管理学会春季研究発表大会論文集. 1-6 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Cooperative Reliable Monitoring by Human-Machine Systems" Proc.of the 35th SICE Annual conference. vol.1. 443-444 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 田中 健次: "安全と危険との狭間でのヒューマンマシン協調監視" 日本設備管理学会誌. 8-2. 106-112 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Safe Products versus Non-Dangerous Products - Safety Assurance Design and User-Centered Design -" Proc.of International Conference on Quality 1996. 473-476 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Human-Machine Cooperative Judgments in Non-Homogeneous Safety Monitoring Systems" Proc.of 5th IEEE Inter.Workshop on ROMAN '96. 484-488 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 廣野 篤史・田中 健次: "判定の時間限界を考慮したヒューマンマシン協調監視に関する考察" 情報システム学シンポジウム第1回「ヒューマン・マシン・システムの信頼性と安全性」. 1. 7-12 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 田中 健次: "グレーゾーンでの判断への数理アプローチ" 情報システム学シンポジウム第1回「ヒューマン・マシン・システムの信頼性と安全性」. 1. 19-24 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 田中 健次: "安全保証設計とユーザ中心の設計" 第27回日科技連信頼性・健全性シンポジウム. 49-52 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Human-Machine Cooperative Monitoring with Inspection Time Limit" Proc.of the 36th SICE Annual Conference. 721-722 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 田中 健次: "安全と危険との狭間を考慮した知的ヒューマン・マシンシステムの設計と運用" 電気学会 原子力研究会資料. NE-97-12. 1-6 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Dempster-Shafer Theoretical Approach to Reliable Monitoring Design under Uncertainty" Advances in Systems Science & Applications. Special Issue. 201-207 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Dempster-Shafer Theoretical Modeling to Reliable Monitoring Design under Uncertainty" Proc.of 4th Int.Conf.on PSAM. (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka and G.J.Klir: "A Design Method for Incorporating Human Judgment into Monitorng Systems" Proceedings of 6th IFAC/IFIP/IFORS/IEA Symposium on Analysis, Design and Evaluation of Man-machine Systems, USA. 717-722 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Reliable Design of Safety Monitoring System Accounting for the Uncertainty Zone" Reliability Engineering and System Safety. Vol.48, No.2. 75-84 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Non-probabilistic Approach to Reliable Monitoring Design under Uncertainty" Reprints of he 38th Japan Joint Automatic Control Conference. 349-350 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Cooperative Reliable Monitoring by Human-Machine Systems" Proceedings of the 35th SICE Annual Conference. 443-444 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Safe Products versus Non-Dangerous Products-Safety Assurance Design and User-Centered Design-" Proceedings of International Conference on Quality '96, Yokohama. 473-476 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Human-Machine Cooperative Judgments in Non-Homogeneous Safety Monitoring Systems" Proceedings of 5th IEEE International Workshop on Robot and Human Communications, Tsukuba, Japan. 484-488 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Dempster-Shafer Theoretical Approach to Reliable Monitoring Design under Uncertainty" Advances in Systems Science andApplications, 1997 Special issue. 201-207 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Human-Machine Cooperative Monitoring with Inspection Time Limit" Proceedings of the 36th SICE Annual Conference. 721-722 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Safety Assurance Design and User-Centered Design" Proceedings of the 27th Symposium on Reliability and Maintainability, JUSE,Tokyo, Japan. 1-2 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Dempster-Shafer Theoretical Modeling for Reliable Monitoring Design under Uncertainty" Proc.of 4th International Conference on Probabilistic Safety Assessment and Management, New York, USA. (in press). (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] K.Tanaka: "Human-Machine Cooperative Monitoring with Inspection Time Limit" Prot.of the 36th SICE Annual Conference. 721-722 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 田中 健次: "安全と危険との狭間を考慮した知的ヒューマン・マシンシステムの設計と運用" 電気学会 原子力研究会資料. NE-97-12. 1-6 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] K.Tanaka: "Dempster-Shafer Theoretical Approach to Reliable Monitoring Design under Uncertainty" Advances in Systems Science & Applications. Special Issue. 201-207 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 田中 健次: "安全保証設計とユーザ中心の設計" 第27回日科技連信頼性・保全性シンポジウム. 49-52 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 田中健次: "安全と危険との狭間へのヒューマン・マシン協調アプローチ" 日本設備管理学会春季研究発表大会論文集. 1-6 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Tanaka: "Cooperative Reliable Monitoring by Human-Machine Systems" Proc.of the 35th SICE Annual Confernce. vol.1. 443-444 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 田中健次: "安全と危険との狭間へのヒューマンマシン協調監視" 日本設備管理学会誌. 8-2. 106-112 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Tanaka: "Safe Products versus Non-Dangerous Products-Safety Assurance Design and User-Centered Design-" Proc.of International Conference on Quality 1996. 473-476 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Tanaka: "Human-Machine Cooperative Judgments in Non-Homogeneous Safety Monitoring Systems" Proc.of 5th IEEE Inter.Workshop on ROMAN'96. 484-488 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Tanaka: "Dempster-Shafer Theoretical Approach to Reliable Monitoring Design under Uncertainty" Advances in Systems Science and Applications. Special Issue (未定). (1997)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Tanaka & G.J.Klir: "A Design Method for Incorporating Human Judgweut into Monitoring Systems" Proc.of 6th IFAC/IFIP/IFORS/IEA Symposium on Man Machine Systems. 717-722 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] K.Tanaka: "Reliable Design of Safety Monitoring Systems Accounting for the Uncertainty Zoue" Reliability Engineering and System Safety. 48. 75-84 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 田中健次: "不確実性を考慮した安全監視システムの数理モデル" 応用数理(日本応用数理学会誌). 5-3. 180-191 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] K.Tanaka: "Non-probabilistic Approach to Reliable Mouitoring Design under Uncentainty" 第38回自動制御連合講演会論文集. 349-350 (1995)

    • Related Report
      1995 Annual Research Report

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Published: 1995-04-01   Modified: 2016-04-21  

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