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Volume 3, Issue 3
The Reliability of Computer Predictions: Can They Be Trusted?

I. Babuška & J. T. Oden

Int. J. Numer. Anal. Mod., 3 (2006), pp. 255-272.

Published online: 2006-03

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  • Abstract

The issue of reliability of computer predictions of physical events is examined as the goal of verification and validation processes. It is argued that verification, both solution and code verification, can be carried out with a high degree of confidence, even though much remains to be done to improve and advance verification procedures. It is validation of mathematical models that stands as the major bottleneck of reliable computer predictions. Uncertainty of input data represents a major feature of validation processes and must be quantified if models are to be judged valid or invalid. Examples are given from solid mechanics and heat transfer that demonstrate validation processes employing stochastic models and fuzzy set theories.

  • Keywords

verification, validation, computer simulations.

  • AMS Subject Headings

65N30

  • Copyright

COPYRIGHT: © Global Science Press

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@Article{IJNAM-3-255, author = {Babuška , I. and Oden , J. T.}, title = {The Reliability of Computer Predictions: Can They Be Trusted?}, journal = {International Journal of Numerical Analysis and Modeling}, year = {2006}, volume = {3}, number = {3}, pages = {255--272}, abstract = {

The issue of reliability of computer predictions of physical events is examined as the goal of verification and validation processes. It is argued that verification, both solution and code verification, can be carried out with a high degree of confidence, even though much remains to be done to improve and advance verification procedures. It is validation of mathematical models that stands as the major bottleneck of reliable computer predictions. Uncertainty of input data represents a major feature of validation processes and must be quantified if models are to be judged valid or invalid. Examples are given from solid mechanics and heat transfer that demonstrate validation processes employing stochastic models and fuzzy set theories.

}, issn = {2617-8710}, doi = {https://doi.org/}, url = {http://global-sci.org/intro/article_detail/ijnam/899.html} }
TY - JOUR T1 - The Reliability of Computer Predictions: Can They Be Trusted? AU - Babuška , I. AU - Oden , J. T. JO - International Journal of Numerical Analysis and Modeling VL - 3 SP - 255 EP - 272 PY - 2006 DA - 2006/03 SN - 3 DO - http://doi.org/ UR - https://global-sci.org/intro/article_detail/ijnam/899.html KW - verification, validation, computer simulations. AB -

The issue of reliability of computer predictions of physical events is examined as the goal of verification and validation processes. It is argued that verification, both solution and code verification, can be carried out with a high degree of confidence, even though much remains to be done to improve and advance verification procedures. It is validation of mathematical models that stands as the major bottleneck of reliable computer predictions. Uncertainty of input data represents a major feature of validation processes and must be quantified if models are to be judged valid or invalid. Examples are given from solid mechanics and heat transfer that demonstrate validation processes employing stochastic models and fuzzy set theories.

Babuška , I. and Oden , J. T.. (2006). The Reliability of Computer Predictions: Can They Be Trusted?. International Journal of Numerical Analysis and Modeling. 3 (3). 255-272. doi:
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