Prototype of an Intelligent Failure Analysis System

The investigation of commercial/industrial failures is a vital, but complex task. This paper presents an Intelligent Failure Analysis System (aIFAS). It is a system designed by a failure analyst with the goal of making failure investigation easier. The knowledge base for aIFAS comes from commercial laboratory reports. The methodologies employed represent the experience gained from over six years of development. One goal of aIFAS is to provide a case-based expert system tool to help find answers. Functionality ranges from matching a new case against stored example cases to extracting relational data from the aIFAS knowledge base.

[1]  H. Jaap van den Herik,et al.  Modelling uncertainty in ESATS by classification inference: An expert system for the analysis of thallium-201 scintigrams , 1988, Pattern Recognit. Lett..

[2]  P. J Graham-Jones,et al.  Expert and knowledge-based systems in failure analysis , 1995 .

[3]  Du Zhang,et al.  A TOOL FOR KNOWLEDGE BASE VERIFICATION , 1993 .

[4]  J. E. Vargas,et al.  Developing maintainable expert systems using case‐based reasoning , 1993 .

[5]  A K Kochhar,et al.  Knowledge-Based Approaches to Fault Diagnosis: A Practical Evaluation of the Relative Merits of Deep and Shallow Knowledge , 1994 .

[6]  Fatemeh Zahedi Intelligent Systems for Business: Expert Systems with Neural Networks , 1993 .

[7]  Julie E. Kendall,et al.  Systems analysis and design , 1981 .

[8]  Philippe Corriveau Book review: Knowledge-Based Systems Analysis and Design-A KADS Developer's Handbook by Stewart W. Tansley and Clive C. Hayball (Prentice Hall 1993) , 1995 .

[9]  Ah-Hwee Tan,et al.  Connectionist Expert System with Adaptive Learning Capability , 1991, IEEE Trans. Knowl. Data Eng..

[10]  Jasper Graham-Jones,et al.  The Development of Generic Failure Analysis Expert System Based on Case-Based Reasoning , 1996 .

[11]  Robert M. O'Keefe,et al.  Developing a strategy for expert system verification and validation , 1994, IEEE Trans. Syst. Man Cybern..

[12]  Giancarlo Mauri,et al.  Evaluating Performance and Quality of Knowledge-Based Systems: Foundation and Methodology , 1993, IEEE Trans. Knowl. Data Eng..

[13]  James L. Alty,et al.  Knowledge engineering for industrial expert systems , 1991, Autom..

[14]  Alan Cooper,et al.  About Face: The Essentials of User Interface Design , 1995 .

[15]  Fatemeh Zahedi,et al.  Intelligent systems for business , 1992 .

[16]  Farhi Marir,et al.  Case-based reasoning: A review , 1994, The Knowledge Engineering Review.

[17]  John E. Robinson,et al.  KNOWLEDGE-BASED RUNWAY ASSIGNMENT FOR ARRIVAL AIRCRAFT IN THE TERMINAL AREA , 1997 .

[18]  Witold Brostow,et al.  Failure of Plastics , 1986 .

[19]  Dean Allemang,et al.  Combining case-based reasoning and task-specific architectures , 1994, IEEE Expert.

[20]  C. Fourali Fuzzy logic and the quality of assessment of portfolios , 1994 .

[21]  Ian H. Witten,et al.  Using Concept Learning for Knowledge Acquisition , 1988, Int. J. Man Mach. Stud..

[22]  C. R. Mount,et al.  A case-based reasoning system for identifying failure mechanisms , 2000 .

[23]  S. W. Koh,et al.  Integrating expert systems with a relational database in semiconductor manufacturing , 1993 .

[24]  Osman Balci,et al.  Validating Expert System Performance , 1987, IEEE Expert.

[25]  Spyros G. Tzafestas,et al.  Diagnostic expert system inference engine based on the certainty factors model , 1994, Knowl. Based Syst..

[26]  Avelino J. Gonzalez,et al.  Validation techniques for case-based reasoning systems , 1998, IEEE Trans. Syst. Man Cybern. Part A.

[27]  Faruk Polat,et al.  UVT: a unification-based tool for knowledge base verification , 1993, IEEE Expert.

[28]  Claude Ray Mount An Intelligent Failure Analysis System. , 2000 .

[29]  Gennady Agre,et al.  KBS Maintenance as Learning Two-Tiered Domain Representation , 1995, ICCBR.

[30]  David N. French,et al.  Metallurgical Failures in Fossil Fired Boilers , 1983 .

[31]  Clive Colin Hayball,et al.  Knowledge-based systems analysis and design , 1993 .

[32]  David Hinkle,et al.  Applying Case-Based Reasoning to Manufacturing , 1995, AI Mag..

[33]  Klaus-Peter Adlassnig,et al.  Fuzzy Set Theory in Medical Diagnosis , 1986, IEEE Transactions on Systems, Man, and Cybernetics.

[34]  R. Scott,et al.  Artificial intelligence: its use in medical diagnosis. , 1993, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[35]  Elisabetta Binaghi A fuzzy logic inference model for a rule-based system in medical diagnosis , 1990 .

[36]  Gabor Karsai,et al.  Real-time fault diagnostics , 1991, IEEE Expert.

[37]  Henry H. Rueter,et al.  Extracting expertise from experts: Methods for knowledge acquisition , 1987 .

[38]  Joe W. Duran,et al.  A General Expert System Design for Diagnostic Problem Solving , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[39]  Zhiming Zhang,et al.  Similarity Measures for Retrieval in Case-Based Reasoning Systems , 1998, Appl. Artif. Intell..

[40]  Anna Hart The role of induction in knowledge elilcitation , 1985 .

[41]  Paul S. Rosenbloom,et al.  Improving Accuracy by Combining Rule-Based and Case-Based Reasoning , 1996, Artif. Intell..

[42]  Trevor J. M. Bench-Capon,et al.  Two aspects of the validation and verification of knowledge-based systems , 1993, IEEE Expert.

[43]  Ed P. Andert,et al.  Integrated Knowledge-Based System Design and Validation for Solving Problems in Uncertain Environments , 1992, Int. J. Man Mach. Stud..

[44]  T.Warren Liao,et al.  An integrated database and expert system for failure mechanism identification: Part II—the system and performance testing , 1999 .

[45]  Peter L. Lee,et al.  An integrated neural network/expert system approach for fault diagnosis , 1993 .

[46]  Hector Garcia,et al.  A Modular Approach to Multiple Faults Diagnosis , 1990 .

[47]  Mark Chignell,et al.  Expert Systems For Experts , 1988 .

[48]  T.Warren Liao,et al.  An integrated database and expert system for failure mechanism identification: Part I—automated knowledge acquisition , 1999 .