Issues in development of simultaneous forward-inverse metamodels

Research output: Chapter in Book/Report/Conference proceedingConference contribution

14 Scopus citations

Abstract

Metamodels provide estimates of simulation outputs as a function of design parameters. Often in the design of a system or product, one has performance targets in mind, and would like to identify system design parameters that would yield the target performance vector. Typically this is handled iteratively through an optimization search procedure. As an alternative, one could map system performance requirements to design parameters via an inverse metamodel. Inverse metamodels can be fitted 'for free,' given an experiment design to fit several forward models for multiple performance measures. This paper discusses this strategy, and some of the issues that must be resolved to make the approach practical.

Original languageEnglish (US)
Title of host publicationProceedings of the 2005 Winter Simulation Conference
Pages209-217
Number of pages9
DOIs
Publication statusPublished - Dec 1 2005
Event2005 Winter Simulation Conference - Orlando, FL, United States
Duration: Dec 4 2005Dec 7 2005

Publication series

NameProceedings - Winter Simulation Conference
Volume2005
ISSN (Print)0891-7736

Other

Other2005 Winter Simulation Conference
CountryUnited States
CityOrlando, FL
Period12/4/0512/7/05

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All Science Journal Classification (ASJC) codes

  • Software
  • Modeling and Simulation
  • Computer Science Applications

Cite this

Barton, R. R. (2005). Issues in development of simultaneous forward-inverse metamodels. In Proceedings of the 2005 Winter Simulation Conference (pp. 209-217). [1574253] (Proceedings - Winter Simulation Conference; Vol. 2005). https://doi.org/10.1109/WSC.2005.1574253