Use of interactive evolutionary computation with simplified modeling for computationally expensive layout design optimization

Raffi R. Kamalian, Alice M. Agogino, Hideyuki Takagi

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

3 Citations (Scopus)

Abstract

This paper presents the use of Interactive Evolutionary Computation (IEC) as a method to allow a human user to embed their expert domain knowledge and experience to overcome the deficiencies of Modified Nodal Analysis (MNA)-based EC in a fraction of the time associated with computationally expensive Finite Element Modeler (FEM)-based EC. From our comparison tests for the design of a MEMS resonating mass, results show that MNA-based IEC performance was within 10% of FEM-based EC, yet it performed in only l/24th of the computation time.

Original languageEnglish
Title of host publication2007 IEEE Congress on Evolutionary Computation, CEC 2007
Pages4124-4129
Number of pages6
DOIs
Publication statusPublished - Dec 1 2007
Event2007 IEEE Congress on Evolutionary Computation, CEC 2007 - , Singapore
Duration: Sep 25 2007Sep 28 2007

Publication series

Name2007 IEEE Congress on Evolutionary Computation, CEC 2007

Other

Other2007 IEEE Congress on Evolutionary Computation, CEC 2007
CountrySingapore
Period9/25/079/28/07

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All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Software
  • Theoretical Computer Science

Cite this

Kamalian, R. R., Agogino, A. M., & Takagi, H. (2007). Use of interactive evolutionary computation with simplified modeling for computationally expensive layout design optimization. In 2007 IEEE Congress on Evolutionary Computation, CEC 2007 (pp. 4124-4129). [4425009] (2007 IEEE Congress on Evolutionary Computation, CEC 2007). https://doi.org/10.1109/CEC.2007.4425009