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Bayesian estimator of human error probability based on human performance data
  • ISSN号:1004-4132
  • 期刊名称:《系统工程与电子技术:英文版》
  • 分类:O212.1[理学—概率论与数理统计;理学—数学] V556[航空宇航科学与技术—人机与环境工程;航空宇航科学技术]
  • 作者机构:[1]College of Mechatronic Engineering and Automation, National University of Defense Technology, Changsha 410073, China, [2]Department of Computer, Changsha Social Work College, Changsha 410004, China
  • 相关基金:This work was supported by the Specialized Research Fund for the Doctoral Program of Higher Education (20114307120032) and the National Natural Science Foundation of China (71201167).
中文摘要:

A Bayesian method for estimating human error probability(HEP) is presented.The main idea of the method is incorporating human performance data into the HEP estimation process.By integrating human performance data and prior information about human performance together,a more accurate and specific HEP estimation can be achieved.For the time-unrelated task without rigorous time restriction,the HEP estimated by the common-used human reliability analysis(HRA) methods or expert judgments is collected as the source of prior information.And for the time-related task with rigorous time restriction,the human error is expressed as non-response making.Therefore,HEP is the time curve of non-response probability(NRP).The prior information is collected from system safety and reliability specifications or by expert judgments.The(joint) posterior distribution of HEP or NRP-related parameter(s) is constructed after prior information has been collected.Based on the posterior distribution,the point or interval estimation of HEP/NRP is obtained.Two illustrative examples are introduced to demonstrate the practicality of the aforementioned approach.

英文摘要:

A Bayesian method for estimating human error probability(HEP) is presented.The main idea of the method is incorporating human performance data into the HEP estimation process.By integrating human performance data and prior information about human performance together,a more accurate and specific HEP estimation can be achieved.For the time-unrelated task without rigorous time restriction,the HEP estimated by the common-used human reliability analysis(HRA) methods or expert judgments is collected as the source of prior information.And for the time-related task with rigorous time restriction,the human error is expressed as non-response making.Therefore,HEP is the time curve of non-response probability(NRP).The prior information is collected from system safety and reliability specifications or by expert judgments.The(joint) posterior distribution of HEP or NRP-related parameter(s) is constructed after prior information has been collected.Based on the posterior distribution,the point or interval estimation of HEP/NRP is obtained.Two illustrative examples are introduced to demonstrate the practicality of the aforementioned approach.

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期刊信息
  • 《系统工程与电子技术:英文版》
  • 主管单位:中国航天机电集团
  • 主办单位:中国航天工业总公司二院
  • 主编:高淑霞
  • 地址:北京海淀区永定路52号
  • 邮编:100854
  • 邮箱:jseeoffice@126.com
  • 电话:010-68388406 68386014
  • 国际标准刊号:ISSN:1004-4132
  • 国内统一刊号:ISSN:11-3018/N
  • 邮发代号:82-270
  • 获奖情况:
  • 航天系统优秀期刊奖,美国工程索引(EI)和英国科学文摘(SA)收录
  • 国内外数据库收录:
  • 荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,美国科学引文索引(扩展库),英国科学文摘数据库
  • 被引量:242