GPU Implementation of an Echo State Network for Optical Wavefront Prediction

Türeiti Keith; Steve Wedell; Tom Van Cutsem

GPU Implementation of an Echo State Network for Optical Wavefront Prediction

Türeiti Keith, Steve Wedell, Tom Van Cutsem

Research output: Chapter in Book/Report/Conference proceeding › Meeting abstract (Book)

Abstract

As a convenient and highly efficient solution to a wide-range of scientific and engineering problems, graphical processing units (GPUs) provide an attractive alternative to multi-core CPUs. An example is an echo state network (ESN) used to predict the occurrence of an optical wavefront. This short paper examines the feasibility of implementing an ESN on a GPU for a specialised control application.

Original language	English
Title of host publication	Work in Progress session at PDP 2012, the 20th Euromicro International Conference on Parallel, Distributed and Network-Based Computing
Number of pages	2
Publication status	Published - Feb 2012
Event	PDP 20120 - Euromicro International Conference on Parallel, Distributed and Network-Based Processing - Garching, Germany Duration: 15 Feb 2012 → 17 Feb 2012

Conference

Conference	PDP 20120 - Euromicro International Conference on Parallel, Distributed and Network-Based Processing
Country/Territory	Germany
City	Garching
Period	15/02/12 → 17/02/12

Bibliographical note

Erwin Grosspietsch and Konrad Kloeckner

Keywords

GPU
Echo State Network
Parallelism

Cite this

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title = "GPU Implementation of an Echo State Network for Optical Wavefront Prediction",

abstract = "As a convenient and highly efficient solution to a wide-range of scientific and engineering problems, graphical processing units (GPUs) provide an attractive alternative to multi-core CPUs. An example is an echo state network (ESN) used to predict the occurrence of an optical wavefront. This short paper examines the feasibility of implementing an ESN on a GPU for a specialised control application.",

keywords = "GPU, Echo State Network, Parallelism",

author = "T{\"u}reiti Keith and Steve Wedell and {Van Cutsem}, Tom",

note = "Erwin Grosspietsch and Konrad Kloeckner; null ; Conference date: 15-02-2012 Through 17-02-2012",

year = "2012",

month = feb,

language = "English",

booktitle = "Work in Progress session at PDP 2012, the 20th Euromicro International Conference on Parallel, Distributed and Network-Based Computing",

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Keith, T, Wedell, S & Van Cutsem, T 2012, GPU Implementation of an Echo State Network for Optical Wavefront Prediction. in Work in Progress session at PDP 2012, the 20th Euromicro International Conference on Parallel, Distributed and Network-Based Computing. PDP 20120 - Euromicro International Conference on Parallel, Distributed and Network-Based Processing, Garching, Germany, 15/02/12.

TY - CHAP

T1 - GPU Implementation of an Echo State Network for Optical Wavefront Prediction

AU - Keith, Türeiti

AU - Wedell, Steve

AU - Van Cutsem, Tom

N1 - Erwin Grosspietsch and Konrad Kloeckner

PY - 2012/2

Y1 - 2012/2

N2 - As a convenient and highly efficient solution to a wide-range of scientific and engineering problems, graphical processing units (GPUs) provide an attractive alternative to multi-core CPUs. An example is an echo state network (ESN) used to predict the occurrence of an optical wavefront. This short paper examines the feasibility of implementing an ESN on a GPU for a specialised control application.

AB - As a convenient and highly efficient solution to a wide-range of scientific and engineering problems, graphical processing units (GPUs) provide an attractive alternative to multi-core CPUs. An example is an echo state network (ESN) used to predict the occurrence of an optical wavefront. This short paper examines the feasibility of implementing an ESN on a GPU for a specialised control application.

KW - GPU

KW - Echo State Network

KW - Parallelism

M3 - Meeting abstract (Book)

BT - Work in Progress session at PDP 2012, the 20th Euromicro International Conference on Parallel, Distributed and Network-Based Computing

Y2 - 15 February 2012 through 17 February 2012

ER -

GPU Implementation of an Echo State Network for Optical Wavefront Prediction

Abstract

Conference

Bibliographical note

Keywords

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Cite this