CMOS and Memristor-Based Neural Network Design for Position Detection.
In: Proceedings of the IEEE, Jg. 100 (2012-06-01), Heft 6, S. 2050-2060
Online
academicJournal
Zugriff:
Most hardware neural networks have a basic competitive learning rule on top of a more involved processing algorithm. This work highlights two basic learning rules/behavior: winner-take-all (WTA) and spike-timing-dependent plasticity (STDP). It also gives a design example implementing WTA combined with STDP in a position detector. A complementary metal–oxide–semiconductor (CMOS) and a memristor-MOS technology (MMOST) design simulation results are compared on the bases of power, area, and noise handling capabilities. Design and layout were done in 130-nm IBM process for CMOS, and the HSPICE model files for the process were used to simulate the CMOS part of the MMOST design. CMOS consumes 2.9 \times 10^-4\ \cm^2 area, 55-\muW max power, and requires a 3-dB SNR. On the other hand, the MMOST design consumes 6 \times 10^-5\ \cm^2 , 15-\muW max power, and requires a 4.8-dB SNR. There is a potential to improve upon analog computing with the adoption of MMOST designs. [ABSTRACT FROM PUBLISHER]
Copyright of Proceedings of the IEEE is the property of IEEE and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Titel: |
CMOS and Memristor-Based Neural Network Design for Position Detection.
|
---|---|
Autor/in / Beteiligte Person: | Ebong, Idongesit E. ; Mazumder, Pinaki |
Link: | |
Zeitschrift: | Proceedings of the IEEE, Jg. 100 (2012-06-01), Heft 6, S. 2050-2060 |
Veröffentlichung: | 2012 |
Medientyp: | academicJournal |
ISSN: | 0018-9219 (print) |
DOI: | 10.1109/JPROC.2011.2173089 |
Schlagwort: |
|
Sonstiges: |
|