Intrinsic Evolution of Analog Circuits Using Field Programmable Gate Arrays

Author:

Whitley Derek1,Yoder Jason2,Carpenter Nicklas2

Affiliation:

1. Indiana University School of Informatics, Computing, and Engineering, Department of Brain and Psychological Sciences. dcwhitle@iu.edu

2. Rose-Hulman Institute of Technology, Computer Science Department

Abstract

Abstract Evolvable hardware is a field of study exploring the application of evolutionary algorithms to hardware systems during design, operation, or both. The work presented here focuses on the use of field programmable gate arrays (FPGAs), a type of dynamically reconfigurable hardware device typically used for electronic prototyping in conjunction with a newly created open-source platform for performing intrinsic analog evolvable hardware experiments. This work targets the reproduction of seminal field experiments that generated complex analog dynamics of unclocked FPGAs evolved through genetic manipulation of their binary circuit representation: the bitstream. Further, it demonstrates the intrinsic evolution of two nontrivial analog circuits with intriguing properties, amplitude maximization and pulse oscillation, as well as the robustness of evolved circuits to temperature variation and across-chip circuit translation.

Publisher

MIT Press

Subject

Artificial Intelligence,General Biochemistry, Genetics and Molecular Biology,Computer Science (miscellaneous),Agricultural and Biological Sciences (miscellaneous)

Reference20 articles.

1. A bird’s eye view of FPGA-based evolvable hardware;Cancare;2011 NASA/ESA conference on adaptive hardware and systems (AHS),2011

2. Whatever happened to evolvable hardware?;Clarke;EE—Times,2012

3. Genetic programming: Artificial nervous systems, artificial embryos, and embryological electronics;de Garis,1991

4. Evolvable hardware challenges: Past, present and the path to a promising future;Haddow,2018

5. Real-world applications of analog and digital evolvable hardware;Higuchi;IEEE Transactions on Evolutionary Computation,1999

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