Memristor based computation-in-memory architecture for data-intensive applications

S. Hamdioui, L. Xie, H.A.D. Nguyen, M. Taouil, K. Bertels, H. Corporaal, H. Jiao, F. Catthoor, D. Wouters, L. Eike, J. Van Lunteren

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

149 Citaten (Scopus)

Samenvatting

One of the most critical challenges for today's and future data-intensive and big-data problems is data storage and analysis. This paper first highlights some challenges of the new born Big Data paradigm and shows that the increase of the data size has already surpassed the capabilities of today's computation architectures suffering from the limited bandwidth, programmability overhead, energy inefficiency, and limited scalability. Thereafter, the paper introduces a new memristor-based architecture for data-intensive applications. The potential of such an architecture in solving data-intensive problems is illustrated by showing its capability to increase the computation efficiency, solving the communication bottleneck, reducing the leakage currents, etc. Finally, the paper discusses why memristor technology is very suitable for the realization of such an architecture; using memristors to implement dual functions (storage and logic) is illustrated.

Originele taal-2Engels
TitelProceedings of the 2015 Design, Automation and Test in Europe Conference and Exhibition, DATE 2015, 9-13 March 2015, Grenoble, France
Plaats van productiePiscataway
UitgeverijInstitute of Electrical and Electronics Engineers
Pagina's1718-1725
Aantal pagina's8
ISBN van elektronische versie978-3-9815-3705-5
ISBN van geprinte versie978-1-4799-6404-8
StatusGepubliceerd - 22 apr. 2015
Evenement18th Design, Automation and Test in Europe Conference and Exhibition (DATE 2015) - Alpexpo Congress Centre, Grenoble, Frankrijk
Duur: 9 mrt. 201513 mrt. 2015
Congresnummer: 18
https://www.date-conference.com/date15/

Congres

Congres18th Design, Automation and Test in Europe Conference and Exhibition (DATE 2015)
Verkorte titelDATE 2015
Land/RegioFrankrijk
StadGrenoble
Periode9/03/1513/03/15
AnderDesign, Automation and Test in Europe Conference and Exhibition ; 18 (Grenoble) : 2015.03.09-13
Internet adres

Vingerafdruk

Duik in de onderzoeksthema's van 'Memristor based computation-in-memory architecture for data-intensive applications'. Samen vormen ze een unieke vingerafdruk.

Citeer dit