FYI: 3 New GP Papers (fwd)

Eugene Leitl (Eugene.Leitl@lrz.uni-muenchen.de)
Mon, 11 Nov 1996 12:46:37 +0100 (MET)


Evolvable hardware is certainly the wave of the future. Notice that CAM=20
circuitry and evolvable hardware development streams are starting to=20
converge. I am very excited about this, can hardly wait until this stuff=20
hits the market. ( WYWIWYG, man ;)

'gene
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| mailto: Eugene.Leitl@uni-muenchen.de | nanotechnology, etc. etc. =
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---------- Forwarded message ----------
Date: Sat, 9 Nov 1996 12:22:41 -0800 (PST)
From: John R. Koza <koza@CS.Stanford.EDU>
To: CA@think.com
Subject: 3 New GP Papers=20

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THREE NEW PAPERS ON GENETIC PROGRAMMING
NOW AVAILABLE IN POST SCRIPT

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These 3 papers are on evolutionary design of electrical circuits=20
using genetic programming and were presented recently at various=20
conferences in Japan. .=20
------------------------------------------
All 3 papers are available in Postscript via WWW under "Research=20
Publications" and "Recent Papers" on John Koza's home page at=20
Stanford University:
http://www-cs-faculty.stanford.edu/~koza/
------------------------------------------

"Design of a 96 Decibel operational amplifier and other problems=20
for which a computer program evolved by genetic pogramming is=20
competitive with human performance" =20

By=20
John R. Koza
David Andre
Forrest H Bennett III and
Martin A. Keane=20

Presented on October 5, 1996 in Ashikaga Japan and appearing in=20
Gen, Mitsuo and Zu, Weixuan (editors). Proceedings of l996 Japan-
China Joint International Workshop on Information Systems. =20
Ashikaga: Ashikaga Institute of Technology. Pages 30 - 49.=20

It would be desirable if computers could solve problems without=20
the need for a human to write the detailed programmatic steps. =20
That is, it would be desirable to have a domain-independent=20
automatic programming technique in which "What You Want Is What=20
You Get" ("WYWIWYG" =D0 pronounced "wow-eee-wig"). Genetic=20
programming is such a technique. This paper surveys three recent=20
examples of problems (one from the field of cellular automata and=20
two from the fields of molecular biology) in which genetic=20
programming evolved a computer program that produced results that=20
were slightly better than human performance for the same problem. =20
This paper then discusses a fourth problem in greater detail and=20
demonstrates that a design for a low-distortion 96 decibel op amp=20
(including both topology and component sizing) can be evolved=20
using genetic programming. The information that the user must=20
supply to genetic programming consists of the parts bin=20
(transistors, resistors, and capacitors) and the fitness measure=20
for the major operating characteristics of an op amp.=20
------------------------------------------

"Reuse, parameterized reuse, and hierarchical reuse of=20
substructures in evolving electrical circuits using genetic=20
programming"

By=20
John R. Koza
Forrest H Bennett III
David Andre and
Martin A. Keane=20

Presented October 8, 1996 in Tsukuba, Japan and appearing in=20
Proceedings of International Conference on Evolvable Systems: From=20
Biology to Hardware (ICES-96). Lecture Notes in Computer=20
Science, Volume ---. Berlin: Springer-Verlag.=20

Most practical electrical circuits contain modular substructures=20
that are repeatedly used to create the overall circuit. Genetic=20
programming with automatically defined functions and architecture-
altering operations successfully evolved a design for a two-band=20
crossover (woofer and tweeter) filter with a crossover frequency=20
of 2,512 Hz. Both the topology and the sizing (numerical values)=20
for each component of a the circuit were evolved. In the evolved=20
circuit, three different electrical substructures were used; one=20
was invoked five times; and one was invoked as part of a=20
hierarchy; and one substructure was invoked with different=20
numerical arguments so that different numerical component values=20
were assigned to the substructure's components. =20
------------------------------------------

"Evolution of a 60 Decibel op amp using genetic programming" =20

By=20
Forrest H Bennett III
John R. Koza
David Andre and
Martin A. Keane=20

Presented October 8, 1996 in Tsukuba, Japan and appearing in=20
Proceedings of International Conference on Evolvable Systems: From=20
Biology to Hardware (ICES-96). Lecture Notes in Computer=20
Science, Volume ---. Berlin: Springer-Verlag. =20

Genetic programming was used to evolve both the topology and=20
sizing (numerical values) for each component of a low-distortion,=20
low-bias 60 decibel (1000-to-1) amplifier with good frequency=20
generalization. =20

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