Design of experiments for fitting subsystem metamodels

Research output: Contribution to journalConference article

21 Citations (Scopus)

Abstract

For complex systems, traditional methods of experience-based design are ineffective: the design task must be supported by simulations. Conceptual design and system-level detailed design based on numerical simulation models is limited because of the difficulty in integrating disparate subsystem models to predict overall system behavior. A metamodel-based integration strategy allows simulation results from multiple submodels to be combined into a system-level simulation. The development of a metamodel-based integration strategy for system-level design depends on effective experiment design strategies for fitting and updating subsystem metamodels.

Original languageEnglish (US)
Pages (from-to)303-310
Number of pages8
JournalWinter Simulation Conference Proceedings
StatePublished - Dec 1 1997
EventProceedings of the 1997 Winter Simulation Conference - Atlanta, GA, USA
Duration: Dec 7 1997Dec 10 1997

Fingerprint

Design of Experiments
Metamodel
Design of experiments
Subsystem
Simulation
Conceptual Design
Conceptual design
Updating
Large scale systems
Complex Systems
Simulation Model
Design
Predict
Numerical Simulation
Computer simulation
Experiment
Strategy
Experiments

All Science Journal Classification (ASJC) codes

  • Software
  • Modeling and Simulation
  • Safety, Risk, Reliability and Quality
  • Chemical Health and Safety
  • Applied Mathematics

Cite this

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abstract = "For complex systems, traditional methods of experience-based design are ineffective: the design task must be supported by simulations. Conceptual design and system-level detailed design based on numerical simulation models is limited because of the difficulty in integrating disparate subsystem models to predict overall system behavior. A metamodel-based integration strategy allows simulation results from multiple submodels to be combined into a system-level simulation. The development of a metamodel-based integration strategy for system-level design depends on effective experiment design strategies for fitting and updating subsystem metamodels.",
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Design of experiments for fitting subsystem metamodels. / Barton, Russell Richard.

In: Winter Simulation Conference Proceedings, 01.12.1997, p. 303-310.

Research output: Contribution to journalConference article

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