About: Hardware Acceleration for Computational Intelligence

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About: Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware Goto Sponge NotDistinct Permalink

An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	This paper presents an accelerated simulation of a Temporal Hebbian Self-organizing map (THSOM) neural network on x86 based platform. To reduce the time, our implementation utilizes all parallel features of modern x86 hardware - The data parallelism using the SIMD SSE instruction set and instruction parallelism utilizing multiple cores. The overall design of our THSOM implementation is modular, allowing us to re-implement specific parts of computations with different optimizations or parallel approaches yet still maintain good comparability between different optimizing combinations. We present the results of our measurements and influence of data parallel and instruction parallel processing compared to differently optimized versions. We also present an efficient method for frequent barrier synchronization of different threads. This paper presents an accelerated simulation of a Temporal Hebbian Self-organizing map (THSOM) neural network on x86 based platform. To reduce the time, our implementation utilizes all parallel features of modern x86 hardware - The data parallelism using the SIMD SSE instruction set and instruction parallelism utilizing multiple cores. The overall design of our THSOM implementation is modular, allowing us to re-implement specific parts of computations with different optimizations or parallel approaches yet still maintain good comparability between different optimizing combinations. We present the results of our measurements and influence of data parallel and instruction parallel processing compared to differently optimized versions. We also present an efficient method for frequent barrier synchronization of different threads. (en)
Title	Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware (en)
skos:prefLabel	Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware (en)
skos:notation	RIV/68407700:21230/08:00146974!RIV10-MSM-21230___
http://linked.open...avai/riv/aktivita	Z
http://linked.open...avai/riv/aktivity	Z(MSM6840770012)
http://linked.open...vai/riv/dodaniDat	2010
http://linked.open...aciTvurceVysledku	Marek, Rudolf Skrbek, Miroslav
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta elektrotechnická
http://linked.open...dnocenehoVysledku	369806
http://linked.open...ai/riv/idVysledku	RIV/68407700:21230/08:00146974
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Neural Networks; Self-Organizing Maps; Computational Intelligence; Hardware Acceleration (en)
http://linked.open.../riv/klicoveSlovo	Computational Intelligence Self-Organizing Maps Neural Networks Hardware Acceleration
http://linked.open...ontrolniKodProRIV	[A3F153EBDEC3]
http://linked.open...v/mistoKonaniAkce	Le Havre
http://linked.open...i/riv/mistoVydani	Ghent
http://linked.open...i/riv/nazevZdroje	European Simulation and Modelling Conference 2008
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...UplatneniVysledku	2008
http://linked.open...iv/tvurceVysledku	Skrbek, Miroslav Marek, Rudolf
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000264749400048
http://linked.open.../riv/zahajeniAkce	2008-10-27 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Transdisciplinární výzkum v oblasti biomedicínského inženýrství II
number of pages	4 (xsd:int)
http://purl.org/ne...btex#hasPublisher	EUROSIS - ETI
https://schema.org/isbn	978-90-77381-44-1
http://localhost/t...ganizacniJednotka	21230
is http://linked.open...avai/riv/vysledek of	Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware Hardware Acceleration for Computational Intelligence - THSOM Neural Network on x86 hardware

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