Multi-valued and fuzzy logic realization using TaOx memristive devices

Among emerging non-volatile storage technologies, redox-based resistive switching Random Access Memory (ReRAM) is a prominent one. The realization of Boolean logic functionalities using ReRAM adds an extra edge to this technology. Recently, 7-state ReRAM devices were used to realize ternary arithmet...

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Main Authors: Bhattacharjee, Debjyoti, Kim, Wonjoo, Chattopadhyay, Anupam, Waser, Rainer, Rana, Vikas
Other Authors: School of Computer Science and Engineering
Format: Article
Language:English
Published: 2018
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Online Access:https://hdl.handle.net/10356/87587
http://hdl.handle.net/10220/45430
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-875872020-03-07T11:48:58Z Multi-valued and fuzzy logic realization using TaOx memristive devices Bhattacharjee, Debjyoti Kim, Wonjoo Chattopadhyay, Anupam Waser, Rainer Rana, Vikas School of Computer Science and Engineering School of Physical and Mathematical Sciences Random Access Memory (ReRAM) Multi-valued Logic (MVL) Among emerging non-volatile storage technologies, redox-based resistive switching Random Access Memory (ReRAM) is a prominent one. The realization of Boolean logic functionalities using ReRAM adds an extra edge to this technology. Recently, 7-state ReRAM devices were used to realize ternary arithmetic circuits, which opens up the computing space beyond traditional binary values. In this manuscript, we report realization of multi-valued and fuzzy logic operators with a representative application using ReRAM devices. Multi-valued logic (MVL), such as Łukasiewicz logic generalizes Boolean logic by allowing more than two truth values. MVL also permits operations on fuzzy sets, where, in contrast to standard crisp logic, an element is permitted to have a degree of membership to a given set. Fuzzy operations generally model human reasoning better than Boolean logic operations, which is predominant in current computing technologies. When the available information for the modelling of a system is imprecise and incomplete, fuzzy logic provides an excellent framework for the system design. Practical applications of fuzzy logic include, industrial control systems, robotics, and in general, design of expert systems through knowledge-based reasoning. Our experimental results show, for the first time, that it is possible to model fuzzy logic natively using multi-state memristive devices. Published version 2018-08-02T03:45:58Z 2019-12-06T16:45:05Z 2018-08-02T03:45:58Z 2019-12-06T16:45:05Z 2017 Journal Article Bhattacharjee, D., Kim, W., Chattopadhyay, A., Waser, R., & Rana, V. (2018). Multi-valued and fuzzy logic realization using TaOx memristive devices. Scientific Reports, 8(1), 8-. 2045-2322 https://hdl.handle.net/10356/87587 http://hdl.handle.net/10220/45430 10.1038/s41598-017-18329-3 en Scientific Reports © 2017 The Author(s) (Nature Publishing Group). This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. 10 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Random Access Memory (ReRAM)
Multi-valued Logic (MVL)
spellingShingle Random Access Memory (ReRAM)
Multi-valued Logic (MVL)
Bhattacharjee, Debjyoti
Kim, Wonjoo
Chattopadhyay, Anupam
Waser, Rainer
Rana, Vikas
Multi-valued and fuzzy logic realization using TaOx memristive devices
description Among emerging non-volatile storage technologies, redox-based resistive switching Random Access Memory (ReRAM) is a prominent one. The realization of Boolean logic functionalities using ReRAM adds an extra edge to this technology. Recently, 7-state ReRAM devices were used to realize ternary arithmetic circuits, which opens up the computing space beyond traditional binary values. In this manuscript, we report realization of multi-valued and fuzzy logic operators with a representative application using ReRAM devices. Multi-valued logic (MVL), such as Łukasiewicz logic generalizes Boolean logic by allowing more than two truth values. MVL also permits operations on fuzzy sets, where, in contrast to standard crisp logic, an element is permitted to have a degree of membership to a given set. Fuzzy operations generally model human reasoning better than Boolean logic operations, which is predominant in current computing technologies. When the available information for the modelling of a system is imprecise and incomplete, fuzzy logic provides an excellent framework for the system design. Practical applications of fuzzy logic include, industrial control systems, robotics, and in general, design of expert systems through knowledge-based reasoning. Our experimental results show, for the first time, that it is possible to model fuzzy logic natively using multi-state memristive devices.
author2 School of Computer Science and Engineering
author_facet School of Computer Science and Engineering
Bhattacharjee, Debjyoti
Kim, Wonjoo
Chattopadhyay, Anupam
Waser, Rainer
Rana, Vikas
format Article
author Bhattacharjee, Debjyoti
Kim, Wonjoo
Chattopadhyay, Anupam
Waser, Rainer
Rana, Vikas
author_sort Bhattacharjee, Debjyoti
title Multi-valued and fuzzy logic realization using TaOx memristive devices
title_short Multi-valued and fuzzy logic realization using TaOx memristive devices
title_full Multi-valued and fuzzy logic realization using TaOx memristive devices
title_fullStr Multi-valued and fuzzy logic realization using TaOx memristive devices
title_full_unstemmed Multi-valued and fuzzy logic realization using TaOx memristive devices
title_sort multi-valued and fuzzy logic realization using taox memristive devices
publishDate 2018
url https://hdl.handle.net/10356/87587
http://hdl.handle.net/10220/45430
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