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- Jackson,
Introduction to Expert Systems, II edition, Addison
Wesley 1990.
This is a basic introduction to expert systems and contains
a chapter on the expert system approach to heuristic diagnosis..
It also contains a chapter with a very preliminary introduction
to model-based diagnosis
- M.
Stefik, Introduction to knowledge systems, Morgan
Kaufmann 1995.
This is an interesting book for people interested in building
a knowledge system. It covers topics such as search and
problem solving, knowledge engineering, reasoning.
Papers:
Clancey,
W.J., Heuristic Classification, Artificial Intelligence,
Vol. 25, No. 3, 1985, pp 289-350.
Knowledge-level analysis of the heuristic classification
problem solving task : relation of data patterns to a pre-enumerated
set of solutions by abstraction, heuristic association and
refinement. The central role of heuristics.Analysis of specific
examples (with focus on diagnosis).
Chandrasekaran,
B., Towards a taxonomy of problem solving types,
AI magazine, Vol 4, No.1, 1983, pp 9-17.
List
provided by Luca
Console, University of Turin, Italy.
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Design
Books:
Total
Design: Integrated Methods for Successful Product Engineering,
Stuart Pugh, 1991 Addison Wesley.
The book contains a chapter on engineering conceptual design
and a qualitative concept/modelling evaluation method -
Controlled Convergence Matrix is introduced in this chapter.
The book also contains other design cores in which model
based systems and qualitative methods can be used.
AI
System Support for Conceptual Design,
ed. J Sharpe, Published by Springer, Ambleside, England,
Proceedings of the 1995 Lancaster International Workshop
on Engineering, March 27-29, 1995, ISBN 3-540-76000-8.
This book contains several papers using model based approach
and qualitative modelling techniques in computer support
product development.
Cased-Based
Reasoning,
Janet Kolodner, published by Morgan Kaufmann Publishers,
Inc. 1993.
This book gives an extensive introduction to cased-based
reasoning. It covers: What is case-based reasoning, the
case library, retrieving cases from case library, and using
cases.
Computer
Aided Conceptual Design,
1994 Lancaster International Workshop on Engineering Design.
This book contains several papers on qualitative concept
evaluation and modelling of product using component mode
libraries.
Engineering
Design: - A systematic Approach,
second addition, G. Pahl and W. Beitz, edited by Ken Wallace,
Springer-Verlag, 1996.
Conceptual
design for engineers,
Springer-Verlag, second edition, 1985.
System
Dynamics, A Unified Approach, Karnopp,
D.C, Margolis, D.L and Roseberg, R.C., Second edition, John
wiley &Sons, Inc. 1990.
This books introduce many fundamental concepts for bond
graph modelling techniques and the approach and is a must
reading book for bond graph modelling approach.
Papers:
Welch,
R.V. and Dixon, J. R, "Representing Functions,
Behaviour and Structure During Conceptual Desing",
in Design Theory and Methodology - DTM'92 DE-Vol 42.
Book no. H00768, pp11-18, ASME, 1992.
Finger,
S. and Rinderle, J. R. "A Transformational Approach
to Mechanical Design Using a Bond Graph Grammar",
in Design Theory and Methodology - DTM'89, DE-Vol 17, Book
no H00507, pp107-116, ASME 1989.
Bracewell,
R. and Sharpe, J.E.E., "Computer Aided Methodology
for Qualitative Development of Energy transforming Systems
from first principles", Lancaster International
Workshop on Engineering design CACD'94, Lancaster 1994.
Borg
J and Yan X. T., "Design Decision Consequences:
Key to Design for Multi-X Support", International
Symposium on Tools and Methods for Concurrent Engineering
TMCE '98, England, April 1998.
Yan
X.T. and Sharpe J.E.E., "Reasoning and Truth
Maintenance of Causal Structures in Interdisciplinary Product
Modelling and Simulation", International Workshop
on Engineering Design: AI System Support for Conceptual
Design, Published by Springer, Ambleside, England, pp. 403-425,
March 27-29, 1995, ISBN 3-540-76000-8.
Baxter
J. E. and Juster N. P., " a functional data
model for assemblies used to verify product design specifications",
Proceeding of Institution of Mechanical Engineers, Journal
B, 1994.
Wood
K, Antonsson E., 1990, "Modelling imprecision
and Uncertainty in Preliminary Engineering Design",
Mech. Machine Theory, Vol. 25. No. 3, pp 305-324.
Guan
X, MacCallum K J and Duffy A H B, "Classification
of Geometric Design Information and Manipulation for Vague
Geometric Modelling", Knowledge Intensive CAD (KIC-II),
IFIP WG5.2 Workshop, Pittsburgh, USA, Sep '96
List
provided by Xiutian
Yan, University of Strathclyde, UK.
[Menu]
Diagnosis
This
is an annotated list of references for getting started with
diagnosis and model-based diagnosis. The references are fine
for people with a basic AI background:
Introductory
books on diagnosis and model-based diagnosis
- Jackson,
Introduction to Expert Systems, II edition, Addison
Wesley 1990.
This is a basic introduction to expert systems and contains
a chapter on the expert system approach to heuristic diagnosis..
It also contains a chapter with a very preliminary introduction
to model-based diagnosis
- M.
Stefik, Introduction to knowledge systems, Morgan
Kaufmann 1995.
This is an interesting book for people interested in building
a knowledge system. It covers topics such as search and
problem solving, knowledge engineering, reasoning.
Two interesting sections devoted to problem solving tasks
- classification:
on heurstic approaches to diagnosis: approaches to classification,
cases studies (e.g. Mycin, MDX, Prospector, ..)knowledge
and methods for classification
- diagnosis
and troubleshooting, with an introduction to causal and
model-based approaches to diagnosis, case studies (e.g.
casnet, GDE, Sophie, Scherlock, ...), knowledge and methods
for diagnosis
Introductory
papers:
- R.
Davis AND W. Hamscher, Model-based reasoning: Troubleshooting,
in
- Exploring
Artificial Intelligence, H. Schrobe (ed.),
Morgan Kaufmann 1988
and
- Readings
in Model-based diagnosis, W. Hamscher, L. Console,
J. de Kleer(eds), Morgan Kaufmann 1992
- J.M.
David, J.P. Krivine, R. Simmons, Second Generation
Expert Systems, a step forward in knowledge engineering,
in
- Second
Generation Expert Systems, J.M. David, J.P. Krivine,
R. Simmons (eds.), Springer Verlag 1993
- P.
Struss, Knowledge-based Diagnosis - An Important
Challenge and Touchstone for AI, in Proceedings of the
10th European Conference on Artificial Intelligence, pp.
863-874, John Wiley & Sons, August 1992.
Collections
of papers on model-based diagnosis
- W.
Hamscher, L. Console, J. de Kleer, Readings in Model-based
diagnosis, Morgan Kaufmann, 1992.
A collection of some of the most relevant papers on the
automated diagnosis of physical systems published in the
early ages and up to 1992. It contains some of the seminal
and most referenced papers. Organized in sections concerning
- Introduction
to model-based diagnosis
- logical
foundations
- The
General Diagnostic Engine
- Fault
models
- Analog
systems
- Diagnosis
of devices with state
- Hierarchies
- Relaxation
of Diagnostic Assumptions
- Probabilitsic
approaches
Each
section features an introduction by the editors. The book
includes an annotated bibliography.
- J.M.
David, J.P. Krivine, R. Simmons, Second Generation
Expert Systems, Springer Verlag 1993.
A collection of papers on Second Generation Expert Systems,
including papers on diagnosis and model-based diagnosis.
- L.
Console, G. Friedrich, Special Issue on model-based
diagnosis of the journal Annals of mathematics and Artificial
Intelligence, vol 11, no. 1-4, 1994, J.C. Baltzer AG.
It includes papers from the 2nd Int. Workshop on Principles
of Diagnosis (Dx-91) and from the ECAI 92 Worksop on model-based
reasoning and an introduction from the editors.
Research
papers can be found in the proceedings of the main AI Conferences
including IJCAI, AAAI, ECAI and in many AI journals, such
as Artificial Intelligence, AI in Engineering, IEEE Transactions
on KDE, Computational Intelligence, etc.
Application
papers can be found in many AI application conferences such
as IAAI and IEEE CAIA and in many journals such as IEEE Expert,
Applied AI, AI Edam and AI in Engineering.
The
Diagnosis community has organized a series of workshops since
1990, called the International workshop on principles of diagnosis
(DX). The proceedings may be available from the editors or
via MONET.
- 1990:
Stanford (CA), editor: W Hamscher
- 1991:
Milano (Italy), editor: L. Console
- 1992:
Orcas Island (WA), editor E. Scarl
- 1993:
Abersystwyth (UK), editor C. Price
- 1994:
New Paltz (NY), editor G. Provan
- 1995:
Goslar (D), editor W. Nejdl
- 1996:
Val Morin (Quebec, Canada), editor S. Abu Akima
- 1997:
Mont Saint Michel (F), editor M-O. Cordier
- 1998:
Cape Cod (MA), editors P. Nayak and B. Williams
List
provided by Luca
Console, University of Turin, Italy.
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