Skip to main content

A Model-Based Approach to Blame-Assignment in Design

  • Chapter
Artificial Intelligence in Design ’92

Abstract

We analyze the blame-assignment task in the context of experience-based design and redesign of physical devices. We identify three types of blame-assignment tasks that differ in the types of information they take as input: the design does not achieve a desired behavior of the device, the design results in an undesirable behavior, a specific structural element in the design misbehaves. We then describe a model-based approach for solving the blame-assignment task. This approach uses structure-behavior-function models that capture a designer’s comprehension of the way a device works in terms of causal explanations of how its structure results in its behaviors. We also address the issue of indexing the models in memory. We discuss how the three types of blame-assignment tasks require different types of indices for accessing the models. Finally we describe the KRITIK2 system that implements and evaluates this model-based approach to blame assignment.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  • Brown, D. and Chandrasekaran, B.: 1989, Design Problem Solving: Knowledge Structures and Control Strategies, London, UK, Pitman, 1989.

    Google Scholar 

  • Bylander, T. and Chandrasekaran B.: 1985, Understanding Behavior Using Consolidation, Ninth International Joint Conference on Artificial Intelligence, pp. 450–454.

    Google Scholar 

  • Friedland, P. and Iwasaki, Y.: 1985, The Concept and Implementation of Skeletal Plans, Automated Reasoning, 1, pp. 161–208.

    MathSciNet  Google Scholar 

  • Gero, J.S., Lee, H.S., and Tham, K.W.: 1991, Behaviour: A Link between Function and Structure in Design, Proceedings IFIP WG5.2 Working Conference on Intelligent CAD, pp. 201–230.

    Google Scholar 

  • Goel, A.: 199 la, A Model-Based Approach to Case Adaptation, Proceedings of the Thirteenth Annual Conference of the Cognitive Science Society, pp. 143–148.

    Google Scholar 

  • Goel, A.: 1991b, Model Revision: A Theory of Incremental Model Learning, Proceedings of the Eighth International Workshop on Machine Learning, pp. 605–609.

    Google Scholar 

  • Goel, A. and Chandrasekaran, B.: 1989, Functional Representation of Designs and Redesign Problem Solving, Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, pp. 1388–1394.

    Google Scholar 

  • Goel, A. and Chandrasekaran, B.: 1990, A Task Structure for Case-Based Design, Proceedings of the 1990 IEEE International Conference on Systems, Man, and Cybernetics, pp. 587–592.

    Google Scholar 

  • Keller, R., Manago, C., Nayak, P., Rua, M.: 1988, Internal Memo, Knowledge Systems Laboratory, Stanford University.

    Google Scholar 

  • Minsky, M.: 1963, Steps Towards Artificial Intelligence, Computers and Thought, Feigenbaum and Feldman (editors), McGraw-Hill, New York.

    Google Scholar 

  • Murthy, S. and Addanki, S.: 1987, PROMPT: An Innovative Design Tool, Proceedings of the Sixth National Conference on Artificial Intelligence, pp. 637: 642.

    Google Scholar 

  • Navinchandra, D., Sycara, K. and Narasimhan, S.: 1991, Behavioral Synthesis in CADET, a Case-Based Design Tool, Proceedings of the 7th Conference on Artificial Intelligence Applications, pp. 217–221.

    Google Scholar 

  • Rieger, C. and Grinberg, M.: 1978, A System for Cause-Effect Representation and Simulation for Computer-Aided Design, Artificial Intelligence and Pattern Recognition in Computer-Aided Design, J. Latombe (editor), Amsterdam, Netherlands, North Holland, pp. 299–334.

    Google Scholar 

  • Sacerdoti, E.: 1977, A Structure for Plans and Behavior, Lawrence Erlbaum, Hillsdale, NJ.

    Google Scholar 

  • Samuel, A.: 1967, Some Studies in Machine Learning Using the Game of Checkers - II, IBM Journal, 11 (11), 601.

    Article  Google Scholar 

  • Sembugamoorthy, V. and Chandrasekaran, B.: 1986, Functional Representation of Devices and Compilation of Diagnostic Problem-Solving Systems, Experience, Memory and Reasoning, J. Kolodner and C. Riesbeck (editors), Lawrence Erlbaum, Hillsdale, NJ, pp. 47–73.

    Google Scholar 

  • Stallman, R. and Sussman, G.: 1977, Forward Reasoning and Dependency-Directed Backtracking in a System for Computer-Aided Circuit Analysis, Artificial Intelligence, 9, pp. 135.

    Article  MATH  Google Scholar 

  • Steinberg, L.I. and Mitchell, T.M.: 1985, The REDESIGN System: A Knowledge-based Approach to VLSICAD, IEEE Design and Test of Computers, 2 (1), 45.

    Article  Google Scholar 

  • Umeda, Y., Takeda, H., Tomiyama, T., Yoshikawa, H.: 1990, Function, Behaviour, and Structure, Applications of Artificial Intelligence in Engineering, vol 1, Design, Proceedings of the Fifth International Conference, Gero (editor), Springer-Verlag, Berlin, pp. 177–193.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 1992 Springer Science+Business Media Dordrecht

About this chapter

Cite this chapter

Stroulia, E., Shankar, M., Goel, A., Penberthy, L. (1992). A Model-Based Approach to Blame-Assignment in Design. In: Gero, J.S., Sudweeks, F. (eds) Artificial Intelligence in Design ’92. Springer, Dordrecht. https://doi.org/10.1007/978-94-011-2787-5_26

Download citation

  • DOI: https://doi.org/10.1007/978-94-011-2787-5_26

  • Publisher Name: Springer, Dordrecht

  • Print ISBN: 978-94-010-5238-2

  • Online ISBN: 978-94-011-2787-5

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics