Multi-objective optimization of RF circuit blocks via surrogate models and NBI and SPEA2 methods

L. De Tommasi; T.G.J. Beelen; M.F. Sevat; J. Rommes; E.J.W. Maten, ter

doi:10.1007/978-3-642-25100-9_23

Multi-objective optimization of RF circuit blocks via surrogate models and NBI and SPEA2 methods

L. De Tommasi, T.G.J. Beelen, M.F. Sevat, J. Rommes, E.J.W. Maten, ter

Scientific Computing

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

Abstract

Multi-objective optimization techniques can be categorized globally into deterministic and evolutionary methods. Examples of such methods are the Normal Boundary Intersection (NBI) method and the Strength Pareto Evolutionary Algorithm (SPEA2), respectively. With both methods one explores trade-offs between conflicting performances. Surrogate models can replace expensive circuit simulations so enabling faster computation of circuit performances. As surrogate models of behavioral parameters and performance outcomes, we consider look-up tables with interpolation and Neural Network models.

Original language	English
Title of host publication	Progress in Industrial Mathematics at ECMI 2010
Editors	M. Günther, A. Bartel, M. Brunk, S. Schoeps, M. Striebel
Place of Publication	Berlin
Publisher	Springer
Pages	195-201
ISBN (Print)	978-3-642-25099-6
DOIs	https://doi.org/10.1007/978-3-642-25100-9_23
Publication status	Published - 2012
Event	16th European Conference on Mathematics for Industry (ECMI 2010), July 26-30, 2010, Wuppertal, Germany - Wuppertal, Germany Duration: 26 Jul 2010 → 30 Jul 2010

Publication series

Name	Mathematics in Industry
Volume	17
ISSN (Print)	1612-3956

Conference

Conference	16th European Conference on Mathematics for Industry (ECMI 2010), July 26-30, 2010, Wuppertal, Germany
Abbreviated title	ECMI 2010
Country/Territory	Germany
City	Wuppertal
Period	26/07/10 → 30/07/10

Access to Document

10.1007/978-3-642-25100-9_23

Cite this

De Tommasi, L., Beelen, T. G. J., Sevat, M. F., Rommes, J., & Maten, ter, E. J. W. (2012). Multi-objective optimization of RF circuit blocks via surrogate models and NBI and SPEA2 methods. In M. Günther, A. Bartel, M. Brunk, S. Schoeps, & M. Striebel (Eds.), Progress in Industrial Mathematics at ECMI 2010 (pp. 195-201). (Mathematics in Industry; Vol. 17). Springer. https://doi.org/10.1007/978-3-642-25100-9_23

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title = "Multi-objective optimization of RF circuit blocks via surrogate models and NBI and SPEA2 methods",

abstract = "Multi-objective optimization techniques can be categorized globally into deterministic and evolutionary methods. Examples of such methods are the Normal Boundary Intersection (NBI) method and the Strength Pareto Evolutionary Algorithm (SPEA2), respectively. With both methods one explores trade-offs between conflicting performances. Surrogate models can replace expensive circuit simulations so enabling faster computation of circuit performances. As surrogate models of behavioral parameters and performance outcomes, we consider look-up tables with interpolation and Neural Network models.",

author = "{De Tommasi}, L. and T.G.J. Beelen and M.F. Sevat and J. Rommes and {Maten, ter}, E.J.W.",

year = "2012",

doi = "10.1007/978-3-642-25100-9_23",

language = "English",

isbn = "978-3-642-25099-6",

series = "Mathematics in Industry",

publisher = "Springer",

pages = "195--201",

editor = "M. G{\"u}nther and A. Bartel and M. Brunk and S. Schoeps and M. Striebel",

booktitle = "Progress in Industrial Mathematics at ECMI 2010",

note = "16th European Conference on Mathematics for Industry (ECMI 2010), July 26-30, 2010, Wuppertal, Germany, ECMI 2010 ; Conference date: 26-07-2010 Through 30-07-2010",

}

De Tommasi, L, Beelen, TGJ, Sevat, MF, Rommes, J & Maten, ter, EJW 2012, Multi-objective optimization of RF circuit blocks via surrogate models and NBI and SPEA2 methods. in M Günther, A Bartel, M Brunk, S Schoeps & M Striebel (eds), Progress in Industrial Mathematics at ECMI 2010. Mathematics in Industry, vol. 17, Springer, Berlin, pp. 195-201, 16th European Conference on Mathematics for Industry (ECMI 2010), July 26-30, 2010, Wuppertal, Germany, Wuppertal, Germany, 26/07/10. https://doi.org/10.1007/978-3-642-25100-9_23

Multi-objective optimization of RF circuit blocks via surrogate models and NBI and SPEA2 methods. / De Tommasi, L.; Beelen, T.G.J.; Sevat, M.F. et al.
Progress in Industrial Mathematics at ECMI 2010. ed. / M. Günther; A. Bartel; M. Brunk; S. Schoeps; M. Striebel. Berlin: Springer, 2012. p. 195-201 (Mathematics in Industry; Vol. 17).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

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AU - Maten, ter, E.J.W.

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De Tommasi L, Beelen TGJ, Sevat MF, Rommes J, Maten, ter EJW. Multi-objective optimization of RF circuit blocks via surrogate models and NBI and SPEA2 methods. In Günther M, Bartel A, Brunk M, Schoeps S, Striebel M, editors, Progress in Industrial Mathematics at ECMI 2010. Berlin: Springer. 2012. p. 195-201. (Mathematics in Industry). doi: 10.1007/978-3-642-25100-9_23

Multi-objective optimization of RF circuit blocks via surrogate models and NBI and SPEA2 methods

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