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Abstract: We use evolutionary search to design combinational logic circuits. The technique is based on evolving the functionality and connectivity of a rectangular array of logic cells whose dimension is defined by the circuit layout. The main idea of this approach is to improve quality of the circuits evolved by the genetic algorithm (GA) by reducing the number of active gates used. We accomplish this by combining two ideas: 1) using multiobjective fitness function; 2) evolving circuit layout. It will... (Update)
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BibTeX entry: (Update)
Kalganova T. and Miller J. Evolving more efficient digital circuits by allowing circuit layout evolution and multi-objective fitness. In Stoica A., Keymeulen D., and Lohn J., editors, Proc. of the First NASA/DoD Workshop on Evolvable Hardware, pages 54--63. IEEE Computer Society, July 1999. http://citeseer.ist.psu.edu/kalganova99evolving.html More
@inproceedings{ kalganova99evolving,
author = "T. Kalganova and J. Miller",
title = "Evolving More Efficient Digital Circuits by Allowing Circuit Layout Evolution and Multi-Objective Fitness",
booktitle = "The First {NASA}/DoD Workshop on Evolvable Hardware",
month = "19-21",
publisher = "IEEE Computer Society",
address = "Pasadena, California",
editor = "Adrian Stoica and Jason Lohn and Didier Keymeulen",
isbn = "0-7695-0256-3",
pages = "54--63",
year = "1999",
url = "citeseer.ist.psu.edu/kalganova99evolving.html" }
Citations (may not include all citations):30 Designing Electronic Circuits Using Evolutionary Algorithms - Miller, Thomson et al. - 1997
18 Machine Learning Approach to Gate-Level Evolvable Hardware (context) - Iba, Iwata et al. - 1997
15 and Epigenetic View of Bio-Inspired Hardware Systems (context) - Sipper, Sanchez et al. - 1997
14 Aspects of Digital Evolution: Geometry and Learning - Miller, Thomson - 1998
11 A New Research Tool for Intrinsic Hardware Evolution - Layzell - 1998
11 Aspects of Digital Evolution: Evolvability and Architecture - Miller, Thomson - 1998
10 the Automatic Design of Robust Electronics Through Artificia.. (context) - On - 1998
7 The Genetic Algorithm as a Discovery Engine: Strange Circuit.. - Miller, Kalganova et al. - 1999
5 Evolving Digital Electronic Circuits for Real-Valued Functio.. - Miller, Thomson - 1998
4 Some Aspects of an Evolvable Hardware Approach for MultipleV.. - Kalganova, Miller et al. - 1998
4 Multiple-Valued Combinational Circuits Synthesized using Evo.. - Kalganova, Miller et al. - 1998
3 Automated Design of Combinational Logic Circuits using Genet.. (context) - Coello, Christiansen et al. - 1997
3 An evolved circuit (context) - Thompson - 1997
1 A New Evolutionary Hardware Approach for Logic Design (context) - Kalganova - 1999
1 Evolution of the digital circuits with variable layouts (context) - Kalganova, Miller et al. - 1999
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