中国安全生产科学技术
中國安全生產科學技術
중국안전생산과학기술
JOURNAL OF SAFETY SCIENCE AND TECHNOLOGY
2014年
11期
151-156
,共6页
刘君强%张马兰%左洪福%谢吉伟
劉君彊%張馬蘭%左洪福%謝吉偉
류군강%장마란%좌홍복%사길위
区间数学%贝叶斯神经网络%安全质量管理%可靠性
區間數學%貝葉斯神經網絡%安全質量管理%可靠性
구간수학%패협사신경망락%안전질량관리%가고성
interval mathematics%Bayesian neutral network%safe quality management%reliability
针对当下航空公司安全质量管理体系( Quality Management System,SQMS)中风险识别与可靠性改进的问题,提出了基于区间数学改进的贝叶斯神经网络的灵敏度分析方法。利用区间数学理论分析贝叶斯神经网络中各指标与整体安全质量状况的扰动关系,实现指标灵敏度分析。通过东方航空公司的实例分析,发现在对指标进行人工干预时组合指标干预效果较好,且安全管理体系实施后指标的灵敏度有明显向好的方向变化的趋势。
針對噹下航空公司安全質量管理體繫( Quality Management System,SQMS)中風險識彆與可靠性改進的問題,提齣瞭基于區間數學改進的貝葉斯神經網絡的靈敏度分析方法。利用區間數學理論分析貝葉斯神經網絡中各指標與整體安全質量狀況的擾動關繫,實現指標靈敏度分析。通過東方航空公司的實例分析,髮現在對指標進行人工榦預時組閤指標榦預效果較好,且安全管理體繫實施後指標的靈敏度有明顯嚮好的方嚮變化的趨勢。
침대당하항공공사안전질량관리체계( Quality Management System,SQMS)중풍험식별여가고성개진적문제,제출료기우구간수학개진적패협사신경망락적령민도분석방법。이용구간수학이론분석패협사신경망락중각지표여정체안전질량상황적우동관계,실현지표령민도분석。통과동방항공공사적실례분석,발현재대지표진행인공간예시조합지표간예효과교호,차안전관리체계실시후지표적령민도유명현향호적방향변화적추세。
To meet the requirements of risk identification and reliability improvement on Safety and Quality Manage-ment System ( SQMS) in airline companies, a method of sensitivity analysis by improved Bayesian neural network based on interval mathematics was put forward.The interval mathematics theory was applied to analyze the disturb-ance relationship between each index and overall safety and quality status of Bayesian neural network, so as to real-ize the sensitivity analysis of indexes.The case study of Eastern Airlines showed that the intervention effect of com-bined indexes was better when conducting artificial intervention to indexes, and the sensitivity of indexes tended to be better obviously after the implementation of safety management system.