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Analysis of human error in plant operations by behavior simulation using a virtual subject

Research Project

Project/Area Number 22760588
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Reaction engineering/Process system
Research InstitutionNara Institute of Science and Technology

Principal Investigator

NODA Masaru  奈良先端科学技術大学院大学, 情報科学研究科, 准教授 (60293891)

Project Period (FY) 2010 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2011: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords異常診断 / ヒューマンエラー / 認知モデル / アラームシステム / プラント事故 / 化学プラント / オペレータ / イベント相関解析 / 迷惑アラーム / シミュレーション / 認知情報処理
Research Abstract

To analyze human errors in plant operations, it is essential to evaluate various performances of fault detection and identification(FDI) in emergencies. In this study, an operator model, which mimics the FDI behavior of a human operator with primary cognitive and executive capabilities, is developed as a virtual subject for supervising a chemical plant system. Analyzing the FDI tracks generated by the behavior simulation using the virtual subject under an alarm system makes it possible to evaluate the performance of the alarm system. In a case study, the evaluation method using the virtual subject is applied for designing an appropriate alarm system in a boiler plant simulator. FDI performances of the original alarm system for all assumed malfunctions are evaluated and alarm signal selection and limit settings are reconsidered according to the evaluation results. The results of the case study demonstrate the usefulness of the model-based evaluation method.

Report

(3 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • Research Products

    (30 results)

All 2012 2011 2010

All Journal Article (13 results) (of which Peer Reviewed: 13 results) Presentation (17 results)

  • [Journal Article] オペレータアンケートによるプラントアラームシステムの8特性評価2012

    • Author(s)
      高井努, 野田賢, 樋口文孝
    • Journal Title

      ヒューマンファクターズ

      Volume: 16巻 Pages: 80-87

    • NAID

      130002151242

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] プラント運転用DCS画面設計指針とそのオペレータ評価2012

    • Author(s)
      馬場一嘉, 野田賢, 西谷紘一
    • Journal Title

      ヒューマンファクターズ

      Volume: 16巻 Pages: 88-98

    • NAID

      130002151243

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] イベント相関解析によるエチレンプラント運転ログデータからの迷惑アラームの抽出2012

    • Author(s)
      高井努, 野田賢
    • Journal Title

      化学工学論文集

      Volume: 38 Pages: 110-116

    • NAID

      10030160583

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] イベント相関解析によるエチレンプラント運転ログデータからの不要イベント抽出2011

    • Author(s)
      高井務, 野田賢
    • Journal Title

      化学工学論文集

      Volume: 37巻 Pages: 539-545

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] プラントアラームシステム適正化のためのイベント相関解析法の拡張2011

    • Author(s)
      倉田浩二郎, 野田賢, 菊池康紀, 平尾雅彦
    • Journal Title

      化学工学論文集

      Volume: 37巻 Pages: 338-343

    • NAID

      10029241913

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Event Correlation Analysis for Alarm System Rationalization2011

    • Author(s)
      Masaru Noda, Fumitaka Higuchi, Tsutomu Takai, Hirokazu Nishitani
    • Journal Title

      Asia-Pacific J. of Chem. Eng.

      Volume: Vol.6 Pages: 497-502

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] プラント運転ログデータのイベント相関解析によるアラームシステムの性能評価2011

    • Author(s)
      高井努, 野田賢
    • Journal Title

      化学工学論文集

      Volume: 37 Pages: 539-545

    • NAID

      10030160232

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] イベント相関解析によるエチレンプラントのアラーム削減2010

    • Author(s)
      樋口文孝, 野田賢, 西谷紘一
    • Journal Title

      化学工学論文集

      Volume: 36巻 Pages: 576-581

    • NAID

      10027619509

    • Related Report
      2011 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 二層Cause-Effectモデルによるプラントアラーム変数選択法2010

    • Author(s)
      武田和宏, 濱口孝司, 野田賢, 木村直樹, 伊藤利昭
    • Journal Title

      化学工学論文集

      Volume: 36巻 Pages: 582-588

    • NAID

      10027619518

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Cause-Effectモデルに基づくプラントアラームシステムの性能評価の一手法2010

    • Author(s)
      木村直樹, 野田賢, 武田和宏, 濱口孝司, 伊藤利昭
    • Journal Title

      ヒューマンファクターズ

      Volume: 15巻 Pages: 28-35

    • NAID

      40017293707

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Cause-Effectモデルに基づくプラントアラームシステム設計2010

    • Author(s)
      武田和宏, 濱口孝司, 野田賢
    • Journal Title

      化学工学論文集

      Volume: 36巻 Pages: 136-142

    • NAID

      10027040378

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 二層Cause-Effectモデルによるプラントアラーム変数選択法2010

    • Author(s)
      武田和宏, 濱口孝司, 野田賢, 木村直樹, 伊藤利明
    • Journal Title

      化学工学論文集

      Volume: 36 Pages: 582-588

    • NAID

      10027619518

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cause-Effectモデルに基づくプラントアラームシステムの性能評価の一手法2010

    • Author(s)
      木村直樹, 野田賢, 武田和宏, 濱口孝司, 伊藤利明
    • Journal Title

      ヒューマンファクターズ

      Volume: 15 Pages: 28-35

    • NAID

      40017293707

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] アラームの発報順を考慮したプラントアラーム変数選択法2012

    • Author(s)
      加藤誠, 野田賢, 武田和宏, 菊池康紀, 平尾雅彦
    • Organizer
      化学工学会第77年会
    • Place of Presentation
      工学院大学
    • Year and Date
      2012-03-15
    • Related Report
      2011 Final Research Report
  • [Presentation] 仮想オペレータモデルの構築とプラントアラームシステム評価への応用2012

    • Author(s)
      野田賢
    • Organizer
      第12回計測自動制御学会制御部門大会
    • Place of Presentation
      奈良県文化会館
    • Year and Date
      2012-03-14
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] Operation Analysis of Ethylene Plant by Event Correlation Analysis of Operation Log Data2012

    • Author(s)
      Masaru Noda, Tsutomu Takai and Fumitaka Higuchi
    • Organizer
      FOCAPO2012
    • Place of Presentation
      Savannah
    • Year and Date
      2012-01-08
    • Related Report
      2011 Final Research Report
  • [Presentation] アラームマネジメントのためのプラント運転データ解析2011

    • Author(s)
      野田賢, 高井努, 杉本謙二
    • Organizer
      第54回自動制御連合講演会
    • Place of Presentation
      豊橋技術科学大学
    • Year and Date
      2011-11-19
    • Related Report
      2011 Final Research Report
  • [Presentation] Event Correlation Analysis of Plant Operation Data with Large Variance in Time Lag for Alarm System Rationalization2011

    • Author(s)
      Masaru Noda, Kohjiro Kurata, Yasunori Kikuchi and Masahiko Hirao
    • Organizer
      2011AIChE Annual Meeting
    • Place of Presentation
      Minneapolis
    • Year and Date
      2011-10-16
    • Related Report
      2011 Final Research Report
  • [Presentation] Performance Monitoring of Industrial Plant Alarm Systems using Event Correlation Analysis2011

    • Author(s)
      Tsutomu Takai and Masaru Noda
    • Organizer
      2011AIChE Annual Meeting
    • Place of Presentation
      Minneapolis
    • Year and Date
      2011-10-16
    • Related Report
      2011 Final Research Report
  • [Presentation] イベント相関解析を用いたアラームシステムのパフォーマンスモニタリング2011

    • Author(s)
      高井努, 野田賢
    • Organizer
      化学工学会第43回秋季大会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2011-09-14
    • Related Report
      2011 Final Research Report
  • [Presentation] Design Method of Plant Alarm Systems on the Basis of Two-Layer Cause-Effect Model2011

    • Author(s)
      Kazuhiro Takeda, Annuar Aimi, Takashi Hamaguchi, Masaru Noda, and Naoki Kimura
    • Organizer
      The 15th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      Kaiserslautern
    • Year and Date
      2011-09-12
    • Related Report
      2011 Final Research Report
  • [Presentation] An Evaluation Method for Plant Alarm Systems based on a Cause-Effect Model2011

    • Author(s)
      Naoki Kimura, Kazuhiro Takeda, Masaru Noda, and Takashi Hamaguchi
    • Organizer
      The 21th European symposium on computer aided process engineering
    • Place of Presentation
      Chalkidiki
    • Year and Date
      2011-05-29
    • Related Report
      2011 Final Research Report
  • [Presentation] アラームシステム適正化のためのプラント運転データの詳細解析2011

    • Author(s)
      倉田浩二郎, 菊池康紀, 野田賢, 平尾雅彦
    • Organizer
      化学工学会第76年会
    • Place of Presentation
      東京農工大
    • Year and Date
      2011-03-22
    • Related Report
      2011 Final Research Report
  • [Presentation] 二層CEモデルに基づくプラントアラームシステムの診断性評価2010

    • Author(s)
      木村直樹, 野田賢, 武田和宏, 濱口孝司
    • Organizer
      日本プラント・ヒューマンファクター学会2010年度大会
    • Place of Presentation
      奈良先端大
    • Year and Date
      2010-09-17
    • Related Report
      2011 Final Research Report
  • [Presentation] Plant Alarm Signal Selection on the Basis of Two-Layers Cause-Effect Model2010

    • Author(s)
      Kazuhiro Takeda, Takashi Hamaguchi, Masaru Noda, Naoki Kimura, and Toshiaki Itoh
    • Organizer
      KES2010
    • Place of Presentation
      Cardiff
    • Year and Date
      2010-09-08
    • Related Report
      2011 Final Research Report
  • [Presentation] CEモデルに基づくアラーム変数選択法のダイナミックシミュレーションによる検証2010

    • Author(s)
      木村直樹, 野田賢, 武田和宏, 濱口孝司
    • Organizer
      化学工学会第42回秋季大会
    • Place of Presentation
      同志社大学
    • Year and Date
      2010-09-06
    • Related Report
      2011 Final Research Report
  • [Presentation] Research challenges for human-centered pant operations in chemical process industries2010

    • Author(s)
      Masaru Noda
    • Organizer
      PSE Asia 2010
    • Place of Presentation
      Singapore
    • Year and Date
      2010-07-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] A Comprehensive Evaluation Method of Alarm System from The Standpoint of 8 Characteristics2010

    • Author(s)
      Tsutomu Takai, Higuchi Fumitaka, Akirou Shimameguri, Masaru Noda and Taketoshi Kurooka
    • Organizer
      PSE Asia
    • Place of Presentation
      Singapore
    • Year and Date
      2010-07-25
    • Related Report
      2011 Final Research Report
  • [Presentation] Sensor Selection Method using Cause-Effect Model for Plant Alarm System Design2010

    • Author(s)
      Kazuhiro Takeda, Takashi Hamaguchi, Masaru Noda, Naoki Kimura and Toshiaki Ito
    • Organizer
      PSE Asia2010
    • Place of Presentation
      Singapore
    • Year and Date
      2010-07-25
    • Related Report
      2011 Final Research Report
  • [Presentation] Rationalization of Plant Alarm System using Event Correlation Analysis2010

    • Author(s)
      Fumitaka Higuchi, Ichizo Yamamoto, Tsutomu Takai, Masaru Noda, Hirokazu Nishitani
    • Organizer
      PSE Asia2010
    • Place of Presentation
      Singapore
    • Year and Date
      2010-07-25
    • Related Report
      2011 Final Research Report

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Published: 2010-11-30   Modified: 2016-04-21  

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