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

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

doi:10.1109/CEC.2007.4425009

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 proceeding › Conference contribution

4 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/24^th of the computation time.

Original language	English
Title of host publication	2007 IEEE Congress on Evolutionary Computation, CEC 2007
Pages	4124-4129
Number of pages	6
DOIs	https://doi.org/10.1109/CEC.2007.4425009
Publication status	Published - 2007
Event	2007 IEEE Congress on Evolutionary Computation, CEC 2007 - , Singapore Duration: Sept 25 2007 → Sept 28 2007

Publication series

Name	2007 IEEE Congress on Evolutionary Computation, CEC 2007

Other

Other	2007 IEEE Congress on Evolutionary Computation, CEC 2007
Country/Territory	Singapore
Period	9/25/07 → 9/28/07

All Science Journal Classification (ASJC) codes

Artificial Intelligence
Software
Theoretical Computer Science

Access to Document

10.1109/CEC.2007.4425009

Cite this

Use of interactive evolutionary computation with simplified modeling for computationally expensive layout design optimization. / Kamalian, Raffi R.; Agogino, Alice M.; Takagi, Hideyuki.

2007 IEEE Congress on Evolutionary Computation, CEC 2007. 2007. p. 4124-4129 4425009 (2007 IEEE Congress on Evolutionary Computation, CEC 2007).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Kamalian, RR, Agogino, AM & 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., 4425009, 2007 IEEE Congress on Evolutionary Computation, CEC 2007, pp. 4124-4129, 2007 IEEE Congress on Evolutionary Computation, CEC 2007, Singapore, 9/25/07. https://doi.org/10.1109/CEC.2007.4425009

@inproceedings{5b76f016ccba4e4ca080b32ae571f1c5,

title = "Use of interactive evolutionary computation with simplified modeling for computationally expensive layout design optimization",

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.",

author = "Kamalian, {Raffi R.} and Agogino, {Alice M.} and Hideyuki Takagi",

year = "2007",

doi = "10.1109/CEC.2007.4425009",

language = "English",

isbn = "1424413400",

series = "2007 IEEE Congress on Evolutionary Computation, CEC 2007",

pages = "4124--4129",

booktitle = "2007 IEEE Congress on Evolutionary Computation, CEC 2007",

}

TY - GEN

T1 - Use of interactive evolutionary computation with simplified modeling for computationally expensive layout design optimization

AU - Kamalian, Raffi R.

AU - Agogino, Alice M.

AU - Takagi, Hideyuki

PY - 2007

Y1 - 2007

N2 - 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.

AB - 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.

UR - http://www.scopus.com/inward/record.url?scp=77958484151&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=77958484151&partnerID=8YFLogxK

U2 - 10.1109/CEC.2007.4425009

DO - 10.1109/CEC.2007.4425009

M3 - Conference contribution

AN - SCOPUS:77958484151

SN - 1424413400

SN - 9781424413409

T3 - 2007 IEEE Congress on Evolutionary Computation, CEC 2007

SP - 4124

EP - 4129

BT - 2007 IEEE Congress on Evolutionary Computation, CEC 2007

T2 - 2007 IEEE Congress on Evolutionary Computation, CEC 2007

Y2 - 25 September 2007 through 28 September 2007

ER -

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

Abstract

Publication series

Other

All Science Journal Classification (ASJC) codes

Access to Document

Other files and links

Fingerprint

Cite this