This content is not included in
your SAE MOBILUS subscription, or you are not logged in.
An Intelligent Decision Support System (IDSS) Prototype for Aviation Safety Analysis
Technical Paper
2000-01-2106
ISSN: 0148-7191, e-ISSN: 2688-3627
Annotation ability available
Sector:
Language:
English
Abstract
An Intelligent Decision Support System (IDSS) integrates Artificial Intelligence (AI) techniques, such as expert systems and neural networks, with classical decision analytic approaches to provide advanced information technology support. This paper discusses the development of an IDSS prototype, termed the Intelligent Safety Performance, Evaluation, and Control (InSPEC) System, that is designed to provide advanced decision support for aviation safety analysis. The five decision support modules of the InSPEC System are briefly described.
Recommended Content
Authors
Citation
Luxhøj, J., "An Intelligent Decision Support System (IDSS) Prototype for Aviation Safety Analysis," SAE Technical Paper 2000-01-2106, 2000, https://doi.org/10.4271/2000-01-2106.Also In
References
- Badiru, A. 1990 Expert Systems Application in Engineering and Manufacturing, Prentice-Hall, Englewood Cliffs, NJ
- Barnett, A. Wang A. 1997 Airline Safety: The Recent Record, Technical Report #DTFA03-97-D- 00004 from the National Center of Excellence in Aviation Operations Research, Massachusetts Institute of Technology, Cambridge, MA
- Britton, J. Luxhøj J.T 1997 A Probabilistic Neural Network for Categorizing Aircraft Event Rate Severity, IE Technical Report, September
- Cheng, A.Y. Liu, R.Y. Luxhøj J.T. 1997 Thresholds for Safety Inspection Measurements Based on Control Charts International Journal of Reliability, Quality, and Safety Engineering, Vol 4 2 205 226
- Cheng, A.Y. Liu, R.Y. Luxhøj J.T. 2000 “Monitoring Multivariate Aviation Safety Data By Data Depth: Control Charts and Threshold Systems” IIE Transactions on Operations Engineering (Special Issue on Probabilistic Models for Design, Planning, and Control of Production and Service Systems) (to appear)
- Dillingham, G. 1996 “Aviation Safety: Targeting and Training of FAA’s Safety Inspector Workforce,” General Accounting Office #GAO/T-RCED-96-26, April
- Duncan, P.A. 1998 “Safer Skies: A Focused Agenda,” FAA Aviation News, July/August, 1 7
- Eberhart, R.C. Dobbins , R.W. 1990 Neural Network PC Tools: A Practical Guide, Academic Press, New York
- Enders, J.H. R.S. Dodd, Fickeisen F 1999 Continuing Airworthiness Risk Evaluation (CARE): An Exploratory Study, Flight Safety Digest, Flight Safety Foundation, Sept. - Oct., 1 54
- Federal Aviation Administration (FAA) Handbooks/ Orders 8300.10 03-128 1989 Process Service Difficulty Report 3 128 U.S. Department of Transportation Washington, D.C. 9. Sept.
- Frick, J. Gersten, F. P.H.K. Hansen J.O. Riis, Sun. H. 1992 Evolutionary CIM Implementation - An Empirical Study of Technological-Organizational Development and Market Dynamics Proceedings of the 8th CIM Europe-Annual Conference, Birmingham, UK
- Holtzman, S 1989 Intelligent Decision Systems, Addison-Wesley Publishing Company, Reading, MA
- Hopfield, J.J. 1982 Neural Networks and Physical Systems With Emergent Collective Abilities, Proceedings of the National Academy of Science, Vol 79 2554 2558
- Hopfield, J.J. 1984 Neurons With Graded Response Have Collective Computational Properties Like Those of Two-State Neurons, Proceedings of the National Academy of Science, Vol 81 3088 3092
- Jensen, F.V 1993 Introduction to Bayesian Networks: HUGIN, Aalborg University Press, Aalborg, Denmark
- Klein, M. L.B. Methlie 1990 Expert Systems: A Decision Support Approach, New York: Addison- Wesley Publishing Company
- Kumara, S.R. R.L Kashyap, A.L. Soyster 1989 Artificial Intelligence and Manufacturing: An Introduction, Artificial Intelligence: Manufacturing Theory and Practice, Institute of Industrial Engineers, Norcross, GA
- Li, X 1994 What’s So Bad About Rule-Based Programming, IEEE Software 103 105
- Luxhøj, J.T. Development of an Intelligent Decision System for Aircraft Safety Inspections Proceedings of the 10th Integrated Production Systems (IPS) Research Seminar, Fuglsø, Denmark, 3-5, April 1995 225 248
- Luxhøj, J.T. Shyur H. 1995 Reliability Curve Fitting for Aging Helicopter Components, Reliability Engineering and System Safety, Vol 46 229 234
- Luxhøj, J.T. Arendt, D.N. Williams, T.P T.G. Horton 1997 An Application of Advanced Information Technology for Assessing Aircraft Accident Causation Proceedings of International Society of Air Safety Investigators, Anchorage, Alaska, September 29 - October 3 1997
- Luxhøj, J.T. Arendt, D.N. Williams, T.P T.G. Horton An Intelligent Computer-Based Tool for Evaluating Aircraft Accident Causation Proceedings of the European Safety and Reliability International Conference ESREL ’98, Trondheim, Norway, 17-19 June. 1998 839 846
- Luxhøj, J.T. D.N. Arendt, A. Choopavang, K. Bansal, K Horton T.G. An Aviation System Safety Model for Improved Risk Management Proceedings of the European Safety and Reliability Conference ESREL’99, Munich, Germany, 13-17, September 1999 1285 1290
- Luxhøj, J.T. Williams, T.P. Shyur H. 1997 Comparison of Regression and Neural Network Models for Prediction of Inspection Profiles for Aging Aircraft IIE Transactions on Scheduling and Logistics, Vol 29 2 91 101
- Luxhøj, J.T. Cheng, A.Y. Williams, T.P. A Bayesian Approach to Aircraft Safety Diagnostics, Proceedings of the 6th Industrial Engineering Research Conference, Miami Beach, FL, 17-18, May 1997 54 59
- Luxhøj, J.T. Cheng J. Neural Network Modeling of Aviation Safety Field Studies, Proceedings of the 7th Annual Industrial Engineering Research Conference, Banff, Alberta, Canada, 9-10 May 1998
- Luxhøj, J.T. Williams, T.P. 1998 A Bayesian Belief Network for Aircraft Tire Condition Assessment, Proceedings of the Advances in Aviation Safety Conference, Daytona Beach, Florida, 6- 8, pp April 95 101
- McCulloch, W.S. Pitts W. 1943 A Logical Calculus of Ideas Immanent in Nervous Activity Bulletin of Mathematical Biophysics, 5 115 133
- Nordmann, L. J.T. Luxhøj 2000 Neural Network Forecasting of Service Problems for Aircraft Structural Component Groupings AIAA Journal of Aircraft, Vol 37 2
- Riis, J.O. C. Neergaard 1995 Managing Technology Projects: An Organizational Learning Approach, Proceedings of the 28th Annual Hawaii International Conference on System Sciences, 514 522
- Santana, M. 1995 Managerial Learning: A Neglected Dimension in Decision Support Systems, Proceedings of the 28th Annual Hawaii International Conference on System Science, 82 91
- Shyur, H. J.T. Luxhøj, T.P. Williams 1996 Using Neural Networks to Predict Component Maintenance Requirements for Aging Aircraft, Computers and Industrial Engineering, Vol 30 2 257 267
- Williams, T.P. 1999 Intelligent Referencing Module of the InSPEC System: Hypertext Data Base of Aviation Safety Regulations and Information, Department of Civil and Environmental Engineering, Rutgers University, June
- Wells, A.T. 1997 Commercial Aviation Safety 2 nd McGraw-Hill New York