Double-Strength CAFFEINE: Fast Template-Free Symbolic Modeling of Analog Circuits via Implicit Canonical Form Functions and Explicit Introns

Created by W.Langdon from gp-bibliography.bib Revision:1.8129

@InProceedings{McConaghy:2006:DATE,

• author = "Trent McConaghy and Georges Gielen",
• title = "Double-Strength CAFFEINE: Fast Template-Free Symbolic Modeling of Analog Circuits via Implicit Canonical Form Functions and Explicit Introns",
• booktitle = "Proceedings of Design, Automation and Test in Europe, DATE '06",
• year = "2006",
• volume = "1",
• address = "Munich",
• month = "6-10 " # mar,
• keywords = "genetic algorithms, genetic programming, EHW, SPICE, analogue circuits, circuit simulation, evolutionary computation, optimisation, SPICE, analog circuit modelling, canonical functional form expressions in evolution, double-strength CAFFEINE method, explicit introns, Analog circuits, Circuit optimisation, Circuit simulation, Circuit testing, Circuit topology, Context modelling, Mathematical model, Nonlinear circuits, Predictive models",
• ISBN = "3-9810801-1-4",
• URL = "http://trent.st/content/2006-DATE-caffeine_double.pdf",
• DOI = "doi:10.1109/DATE.2006.244136",
• size = "6 pages",
• abstract = "CAFFEINE, introduced previously, automatically generates nonlinear, template-free symbolic performance models of analog circuits from SPICE data. Its key was a directly-interpretable functional form, found via evolutionary search. In application to automated sizing of analog circuits, CAFFEINE was shown to have the best predictive ability from among 10 regression techniques, but was too slow to be used practically in the optimisation loop. In this paper, we describe double-strength CAFFEINE, which is designed to be fast enough for automated sizing, yet retain good predictive abilities. We design smooth, uniform search operators which have been shown to greatly improve efficiency in other domains. Such operators are not straightforward to design; we achieve them in functions by simultaneously making the grammar-constrained functional form implicit, and embedding explicit 'introns' (subfunctions appearing in the candidate that are not expressed). Experimental results on six test problems show that double-strength CAFFEINE achieves an average speedup of 5times on the most challenging problems and 3times overall; thus making the technique fast enough for automated sizing",
• notes = "Also known as \cite{1656888}",

}

Genetic Programming entries for Trent McConaghy Georges G E Gielen

Citations