Morphogenetic Evolvable Hardware

Biological Models for Generating Electronic Circuits on FPGAs

Autor: Justin Lee

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Legare: Carte broșată

Editura: VDM Verlag Dr. Mueller E.K.

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Evolvable hardware (EHW) uses simulated evolution to generatean electronic circuit with specific cha...

Informații despre carte

Autor

Justin Lee

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2008

Pagini

324

EAN

9783639057164

ISBN

3639057163

Enbook ID

06815149

Editura

VDM Verlag Dr. Mueller E.K.

Greutate

435

Dimensiuni

152 x 229 x 17

Descriere completă

Evolvable hardware (EHW) uses simulated evolution to generatean electronic circuit with specific characteristics onreconfigurable hardware, such as field programmable gate arrays(FPGAs). Adaptation, fault resistance and utilisation of thephysical properties of the hardware are key properties provided byEHW, and as such, EHW is ideally suited to applications embedded inuncertain environments, where the circuit function cannot be knowna priori by the designer. EHW has not scaled well with increases inproblem complexity, largely due to the use of direct encodings, inwhich the chromosome directly represents the device\'sconfiguration. This book investigates how biological growthmechanisms can be modelled and adapted to EHW for generating largeand complex electronic circuits on FPGAs, without requiringarchitectural details to be abstracted away. Experiments wereconducted which show that this morphogenetic approach to EHW scaleswell to increases in circuit size and complexity. An analysis ofthe informational requirements for EHW is also provided. This bookshould be of interest to researchers in adaptive hardware systems,AI, artificial life and autonomous robotics.

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Morphogenetic Evolvable Hardware

Biological Models for Generating Electronic Circuits on FPGAs

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