Applications of Computation-In-Memory Architectures based on Memristive Devices

Said Hamdioui; Hoang Anh Du Nguyen; Mottaqiallah Taouil; Abu Sebastian; Manuel  Le Gallo; Sandeep Pande; Siebren  Schaafsma; Francky Catthoor; Shidhartha Das; Fernando  G. Redondo; G. Karunaratne; Abbas Rahimi; Luca Benini

doi:10.23919/DATE.2019.8715020

Applications of Computation-In-Memory Architectures based on Memristive Devices

Said Hamdioui, Hoang Anh Du Nguyen, Mottaqiallah Taouil, Abu Sebastian, Manuel Le Gallo, Sandeep Pande, Siebren Schaafsma, Francky Catthoor, Shidhartha Das, Fernando G. Redondo, G. Karunaratne, Abbas Rahimi, Luca Benini

Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

33 Citations (Scopus)

996 Downloads (Pure)

Abstract

Today's computing architectures and device technologies are unable to meet the increasingly stringent demands on energy and performance posed by emerging applications. Therefore, alternative computing architectures are being explored that leverage novel post-CMOS device technologies. One of these is a Computation-in-Memory architecture based on memristive devices. This paper describes the concept of such an architecture and shows different applications that could significantly benefit from it. For each application, the algorithm, the architecture, the primitive operations, and the potential benefits are presented. The applications cover the domains of data analytics, signal processing, and machine learning.

Original language	English
Title of host publication	Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019
Subtitle of host publication	Proceedings
Publisher	IEEE
Pages	486-491
Number of pages	6
ISBN (Electronic)	978-3-9819263-2-3
ISBN (Print)	978-1-7281-0331-0
DOIs	https://doi.org/10.23919/DATE.2019.8715020
Publication status	Published - 2019
Event	DATE 2019 : Design, Automation and Test in Europe Conference and Exhibition - Florence, Italy Duration: 25 Mar 2019 → 29 Mar 2019 Conference number: 22nd

Conference

Conference	DATE 2019
Country/Territory	Italy
City	Florence
Period	25/03/19 → 29/03/19

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Hamdioui, S., Du Nguyen, H. A., Taouil, M., Sebastian, A., Le Gallo, M., Pande, S., Schaafsma, S., Catthoor, F., Das, S., G. Redondo, F., Karunaratne, G., Rahimi, A., & Benini, L. (2019). Applications of Computation-In-Memory Architectures based on Memristive Devices. In Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019: Proceedings (pp. 486-491). Article 8715020 IEEE. https://doi.org/10.23919/DATE.2019.8715020

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title = "Applications of Computation-In-Memory Architectures based on Memristive Devices",

abstract = "Today's computing architectures and device technologies are unable to meet the increasingly stringent demands on energy and performance posed by emerging applications. Therefore, alternative computing architectures are being explored that leverage novel post-CMOS device technologies. One of these is a Computation-in-Memory architecture based on memristive devices. This paper describes the concept of such an architecture and shows different applications that could significantly benefit from it. For each application, the algorithm, the architecture, the primitive operations, and the potential benefits are presented. The applications cover the domains of data analytics, signal processing, and machine learning. ",

author = "Said Hamdioui and {Du Nguyen}, {Hoang Anh} and Mottaqiallah Taouil and Abu Sebastian and {Le Gallo}, Manuel and Sandeep Pande and Siebren Schaafsma and Francky Catthoor and Shidhartha Das and {G. Redondo}, Fernando and G. Karunaratne and Abbas Rahimi and Luca Benini",

note = "Accepted author manuscript; DATE 2019 : Design, Automation and Test in Europe Conference and Exhibition ; Conference date: 25-03-2019 Through 29-03-2019",

year = "2019",

doi = "10.23919/DATE.2019.8715020",

language = "English",

isbn = "978-1-7281-0331-0",

pages = "486--491",

booktitle = "Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019",

publisher = "IEEE",

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Hamdioui, S, Du Nguyen, HA, Taouil, M, Sebastian, A, Le Gallo, M, Pande, S, Schaafsma, S, Catthoor, F, Das, S, G. Redondo, F, Karunaratne, G, Rahimi, A & Benini, L 2019, Applications of Computation-In-Memory Architectures based on Memristive Devices. in Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019: Proceedings., 8715020, IEEE, pp. 486-491, DATE 2019 , Florence, Italy, 25/03/19. https://doi.org/10.23919/DATE.2019.8715020

Applications of Computation-In-Memory Architectures based on Memristive Devices. / Hamdioui, Said; Du Nguyen, Hoang Anh; Taouil, Mottaqiallah et al.
Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019: Proceedings. IEEE, 2019. p. 486-491 8715020.

Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

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T1 - Applications of Computation-In-Memory Architectures based on Memristive Devices

AU - Hamdioui, Said

AU - Du Nguyen, Hoang Anh

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AU - Sebastian, Abu

AU - Le Gallo, Manuel

AU - Pande, Sandeep

AU - Schaafsma, Siebren

AU - Catthoor, Francky

AU - Das, Shidhartha

AU - G. Redondo, Fernando

AU - Karunaratne, G.

AU - Rahimi, Abbas

AU - Benini, Luca

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AB - Today's computing architectures and device technologies are unable to meet the increasingly stringent demands on energy and performance posed by emerging applications. Therefore, alternative computing architectures are being explored that leverage novel post-CMOS device technologies. One of these is a Computation-in-Memory architecture based on memristive devices. This paper describes the concept of such an architecture and shows different applications that could significantly benefit from it. For each application, the algorithm, the architecture, the primitive operations, and the potential benefits are presented. The applications cover the domains of data analytics, signal processing, and machine learning.

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M3 - Conference contribution

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BT - Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019

PB - IEEE

T2 - DATE 2019

Y2 - 25 March 2019 through 29 March 2019

ER -

Applications of Computation-In-Memory Architectures based on Memristive Devices

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