Modeling the Uncertainty in Complex Engineering Systems

Details Modeling the Uncertainty in Complex Engineering Systems Modeling the Uncertainty in Complex Engineering Systems

2000-05-14

arxiv.org/abs/cs/0005021v1

Computer Science

Artificial Intelligence

24 pages using ACM style file

Scientific paper

Existing procedures for model validation have been deemed inadequate for many engineering systems. The reason of this inadequacy is due to the high degree of complexity of the mechanisms that govern these systems. It is proposed in this paper to shift the attention from modeling the engineering system itself to modeling the uncertainty that underlies its behavior. A mathematical framework for modeling the uncertainty in complex engineering systems is developed. This framework uses the results of computational learning theory. It is based on the premise that a system model is a learning machine.

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