Detail publikace

Self-Reconfigurable Evolvable Hardware System for Adaptive Image Processing

SALVADOR, R. OTERO, A. MORA, J. DE LA TORRE, E. RIESGO, T. SEKANINA, L.

Originální název

Self-Reconfigurable Evolvable Hardware System for Adaptive Image Processing

Typ

článek v časopise ve Web of Science, Jimp

Jazyk

angličtina

Originální abstrakt

This paper presents an evolvable hardware system, fully contained in an FPGA, which is capable of autonomously generating digital processing circuits, implemented on an array of processing elements (PEs). Candidate circuits are generated by an embedded evolutionary algorithm and implemented by means of dynamic partial reconfiguration, enabling evaluation in the final hardware. The PE array follows a systolic approach, and PEs do not contain extra logic such as path multiplexers or unused logic, so array performance is high. Hardware evaluation in the target device and the fast reconfiguration engine used yield smaller reconfiguration than evaluation times. This means that the complete evaluation cycle is faster than software-based approaches and previous evolvable digital systems. The selected application is digital image filtering and edge detection. The evolved filters yield better quality than classic linear and nonlinear filters using mean absolute error as standard comparison metric. Results do not only show better circuit adaptation to different noise types and intensities, but also a nondegrading filtering behavior. This means they may be run iteratively to enhance filtering quality. These properties are even kept for high noise levels (40 percent). The system as a whole is a step toward fully autonomous, adaptive systems.

Klíčová slova

evolutionary computing, genetic algorithms, evolvable hardware, FPGAs, self-adaptive systems, reconfigurable hardware, adaptable architectures, autonomous systems

Autoři

SALVADOR, R.; OTERO, A.; MORA, J.; DE LA TORRE, E.; RIESGO, T.; SEKANINA, L.

Rok RIV

2013

Vydáno

2. 7. 2013

ISSN

0018-9340

Periodikum

IEEE TRANSACTIONS ON COMPUTERS

Ročník

62

Číslo

8

Stát

Spojené státy americké

Strany od

1481

Strany do

1493

Strany počet

12

BibTex

@article{BUT103423,
  author="Ruben {Salvador} and Andres {Otero} and Javier {Mora} and Eduardo {De la Torre} and Teresa {Riesgo} and Lukáš {Sekanina}",
  title="Self-Reconfigurable Evolvable Hardware System for Adaptive Image Processing",
  journal="IEEE TRANSACTIONS ON COMPUTERS",
  year="2013",
  volume="62",
  number="8",
  pages="1481--1493",
  doi="10.1109/TC.2013.78",
  issn="0018-9340"
}