Research on human error ontology modeling and BN diagnosisfor handover in ATM system

doi:10.16265/j.cnki.issn1003-3033.2018.06.012

Abstract

Abstract: For the purpose of controlling the risk of human error in the handover process in ATM under the influence of human error and improving the security of operation,an ATM human error ontology model was built on the basis of the model of HERA-JANUS,and a human error diagnosis BN model was extracted from the domain ontology model by means of BNTab and NeticaJ subsequently.Also,a revised prior BN was acquired by training statistical data from ASRS database,and a certain unsafe event relating to handover was used as an example to verify the effectiveness of the BN and find key errors.The results show that key factors in human errors in handover can be identified in virtue of the BN transformed from the ontology,and three kinds of internal error behaviors such as incorrect transmit information,misjudgment,late or no detection have a significant influence on information transfer,selection of action,timing of action,respectively.

Key words: handover in air traffic management(ATM), human error diagnosis, ontology extraction, Bayesian network (BN), human error in ATM technique-JANUS (HERA-JANUS) model

CLC Number:

X949

WANG Jiening, YU Rui. Research on human error ontology modeling and BN diagnosisfor handover in ATM system[J]. China Safety Science Journal, 2018, 28(6): 67-72.

References

[1] VINARTI R A,HEDERMAN L.Personalization of infectious disease risk prediction:towards automatic generation of a Bayesian network[C].Computer-Based Medical Systems (CBMS),2017:594-599.
[2] SAYED M S,LOHSE N.Ontology-driven generation of Bayesian diagnostic models for assembly systems[J].The International Journal of Advanced Manufacturing Technology,2014,74(5/6/7/8):1033-1052.
[3] 秦大力,于德介.基于本体的机械故障诊断贝叶斯网络[J].中国机械工程,2013,24(9):1195-1200.
QIN Dali,YU Dejie.Ontology-based diagnostic Bayesian network for mechanical fault diagnosis[J].China Mechanical Engineering,2013,24(9):1195-1200.
[4] 李娟莉,杨兆建.提升机故障诊断不确定性推理方法[J].煤炭学报,2014,39(3):586-592.
LI Juanli,YANG Zhaojian.An uncertain reasoning method of hoist fault diagnosis[J].Journal of China Coal Society,2014,39(3):586-592.
[5] 徐田华,杨连报,胡红利,等.高速铁路信号系统异构数据融合和智能维护决策[J].西安交通大学学报,2015,49(1):72-78.
XU Tianhua,YANG Lianbao,HU Hongli,et al.Heterogeneous data fusion and intelligent maintenance decision for high speed railway signaling systems[J].Journal of Xi'an Jiaotong University,2015,49(1):72-78.
[6] 王洁宁,赵晓鹏.基于本体的机场跑道侵入智能违规诊断研究[J].计算机应用研究,2017,34(3):791-794.
WANG Jiening,ZHAO Xiaopeng.Ontology-based research on intelligent violation diagnosis of airport runway incursion[J].Application Research of Computers,2017,34(3):791-794.
[7] 王洁宁,赵晓鹏.机场安全热点本体建模及智能划分研究[J].中国安全科学学报,2016,26(5):47-52.
WANG Jiening,ZHAO Xiaopeng.Research on ontology modeling and intelligent level ranking of airport safety hotspots[J].China Safety Science Journal,2016,26(5):47-52.
[8] 袁乐平,张兴俭.空中交通管制员人因可靠性分析方法[J].中国安全科学学报,2017,27(9):98-103.
YUAN Leping,ZHANG Xingjian.Study on technique for human reliability analysis of air traffic controllers[J].China Safety Science Journal,2017,27(9):98-103.
[9] 梁曼,徐肖豪,邹少孚.基于模糊BN和SHELLO模型的管制人为因素安全风险分析[J].中国安全科学学报,2013,23(11):126-131.
LIANG Man,XU Xiaohao,ZOU Shaofu.Air traffic control human factors safety risk analysis based on fuzzy Bayesian network and SHELLO model[J].China Safety Science Journal,2013,23(11):126-131.
[10] ISAAC A,SHORROCK S T,KENNEDY R,et al.The human error in ATM technique (HERA-JANUS)[R].Human Factors and Manpower Unit(DIS /HUM),2003.
[11] FENZ S.An ontology-based approach for constructing Bayesian networks[J].Data and Knowledge Engineering,2012,73(2):73-88.
[12] SETTAS D,CERONE A,FENZ S,et al.Enhancing ontology-based anti-pattern detection using Bayesian networks[J].Expert Systems With Applications,2012,39(10):9 041-9 053.
[13] FRANKE U,JOHNSON P,KONIG J,et al.Availability of enterprise IT systems:an expert-based Bayesian framework[J].Software Quality Journal,2012,20(2):369-394.
[14] 胡勇健,肖志怀,周云飞,等.基于贝叶斯网络Noisy Or模型的水电机组故障诊断研究[J].水力发电学报,2015,34(6):197-203.
HU Yongjian,XIAO Zhihuai,ZHOU Yunfei,et al.Study of hydropower units fault diagnosis based on Bayesian network Noisy Or model[J].Journal of Hydroelectric Engineering,2015,34(6):197-203.
[15] 曹杰.贝叶斯网络结构学习与应用研究[D].合肥:中国科学技术大学,2017.
CAO Jie.Bayesian network structure learning and application[D].Hefei:University of Science and Technology of China,2017.