Morphogenetic Evolvable Hardware
Biological Models for Generating Electronic Circuits on FPGAs
(Sprache: Englisch)
Evolvable hardware (EHW) uses simulated evolution to generate an electronic circuit with specific characteristics on reconfigurable hardware, such as field programmable gate arrays (FPGAs). Adaptation, fault resistance and utilisation of the physical...
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Evolvable hardware (EHW) uses simulated evolution to generate an electronic circuit with specific characteristics on reconfigurable hardware, such as field programmable gate arrays (FPGAs). Adaptation, fault resistance and utilisation of the physical properties of the hardware are key properties provided by EHW, and as such, EHW is ideally suited to applications embedded in uncertain environments, where the circuit function cannot be known a priori by the designer. EHW has not scaled well with increases in problem complexity, largely due to the use of direct encodings, in which the chromosome directly represents the device\'s configuration. This book investigates how biological growth mechanisms can be modelled and adapted to EHW for generating large and complex electronic circuits on FPGAs, without requiring architectural details to be abstracted away. Experiments were conducted which show that this morphogenetic approach to EHW scales well to increases in circuit size and complexity. An analysis of the informational requirements for EHW is also provided. This book should be of interest to researchers in adaptive hardware systems, AI, artificial life and autonomous robotics.
Autoren-Porträt von Justin Lee
Lee, JustinJustin Lee, PhD: Completed a Ph.D. at Queensland University of Technology on the topic of Morphogenetic Evolvable Hardware. Worked for National ICT Australia on a vision-based anti-collision project for rail maintenance vehicles. Currently working as a postdoctoral fellow in Intelligent Transportation Systems at Queensland University of Technology.
Bibliographische Angaben
- Autor: Justin Lee
- 324 Seiten, Maße: 22 cm, Kartoniert (TB), Englisch
- Verlag: VDM Verlag Dr. Müller e.K.
- ISBN-10: 3639057163
- ISBN-13: 9783639057164
Sprache:
Englisch
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