An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures

Berke Akgül; Tufan Coşkun Karalar

doi:10.1109/ICECS58634.2023.10414189

An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures

Berke Akgül
, Tufan Coşkun Karalar

Elektronik ve Hab.Müh.Bölümü

Istanbul Technical University

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › bilirkişi

Özet

In this paper, an activity factor list is generated using the NeuroSim V3.0 Compute-in-Memory (CIM) simulation program for MNIST-like datasets. This list provides necessary information for designers to make a pre-estimation on the energy consumption of SRAM-based CIM architectures. According to that, created list can shorten-up the process of CIM-design by eliminating repetitive simulations to estimate energy consumption for each individual dataset. In brief, we generated a switching activity factor list containing 5 different datasets for MLP neural networks to enlight energy consumption behaviour of SRAM-based CIM architectures.

Orijinal dil	İngilizce
Ana bilgisayar yayını başlığı	ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems
Ana bilgisayar yayını alt yazısı	Technosapiens for Saving Humanity
Yayınlayan	Institute of Electrical and Electronics Engineers Inc.
ISBN (Elektronik)	9798350326499
DOI'lar	https://doi.org/10.1109/ICECS58634.2023.10414189
Yayın durumu	Yayınlandı - 2023
Etkinlik	30th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2023 - Istanbul, Turkey Süre: 4 Ara 2023 → 7 Ara 2023

Yayın serisi

Adı	ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	30th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2023
Ülke/Bölge	Turkey
Şehir	Istanbul
Periyot	4/12/23 → 7/12/23

Bibliyografik not

Publisher Copyright:
© 2023 IEEE.

Belgeye Erişim

10.1109/ICECS58634.2023.10414189

Diğer Dosyalar ve Linkler

Link to publication in Scopus

Alıntı Yap

Akgül, B., & Karalar, T. C. (2023). An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures. In ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity (ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICECS58634.2023.10414189

Akgül, Berke ; Karalar, Tufan Coşkun. / An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures. ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity. Institute of Electrical and Electronics Engineers Inc., 2023. (ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity).

@inproceedings{c2751150618a40aea1e1bd2e84875b57,

title = "An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures",

abstract = "In this paper, an activity factor list is generated using the NeuroSim V3.0 Compute-in-Memory (CIM) simulation program for MNIST-like datasets. This list provides necessary information for designers to make a pre-estimation on the energy consumption of SRAM-based CIM architectures. According to that, created list can shorten-up the process of CIM-design by eliminating repetitive simulations to estimate energy consumption for each individual dataset. In brief, we generated a switching activity factor list containing 5 different datasets for MLP neural networks to enlight energy consumption behaviour of SRAM-based CIM architectures.",

keywords = "Compute-in-Memory, energy consumption, switching activity",

author = "Berke Akg{\"u}l and Karalar, \{Tufan Co{\c s}kun\}",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 30th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2023 ; Conference date: 04-12-2023 Through 07-12-2023",

year = "2023",

doi = "10.1109/ICECS58634.2023.10414189",

language = "English",

series = "ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems",

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Akgül, B & Karalar, TC 2023, An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures. in ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity. ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity, Institute of Electrical and Electronics Engineers Inc., 30th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2023, Istanbul, Turkey, 4/12/23. https://doi.org/10.1109/ICECS58634.2023.10414189

An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures. / Akgül, Berke; Karalar, Tufan Coşkun.
ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity. Institute of Electrical and Electronics Engineers Inc., 2023. (ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity).

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde Bölüm › Konferans katkısı › bilirkişi

TY - GEN

T1 - An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures

AU - Akgül, Berke

AU - Karalar, Tufan Coşkun

PY - 2023

Y1 - 2023

N2 - In this paper, an activity factor list is generated using the NeuroSim V3.0 Compute-in-Memory (CIM) simulation program for MNIST-like datasets. This list provides necessary information for designers to make a pre-estimation on the energy consumption of SRAM-based CIM architectures. According to that, created list can shorten-up the process of CIM-design by eliminating repetitive simulations to estimate energy consumption for each individual dataset. In brief, we generated a switching activity factor list containing 5 different datasets for MLP neural networks to enlight energy consumption behaviour of SRAM-based CIM architectures.

AB - In this paper, an activity factor list is generated using the NeuroSim V3.0 Compute-in-Memory (CIM) simulation program for MNIST-like datasets. This list provides necessary information for designers to make a pre-estimation on the energy consumption of SRAM-based CIM architectures. According to that, created list can shorten-up the process of CIM-design by eliminating repetitive simulations to estimate energy consumption for each individual dataset. In brief, we generated a switching activity factor list containing 5 different datasets for MLP neural networks to enlight energy consumption behaviour of SRAM-based CIM architectures.

KW - Compute-in-Memory

KW - energy consumption

KW - switching activity

UR - https://www.scopus.com/pages/publications/85184665465

U2 - 10.1109/ICECS58634.2023.10414189

DO - 10.1109/ICECS58634.2023.10414189

M3 - Conference contribution

AN - SCOPUS:85184665465

T3 - ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity

BT - ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 30th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2023

Y2 - 4 December 2023 through 7 December 2023

ER -

Akgül B, Karalar TC. An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures. In ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity. Institute of Electrical and Electronics Engineers Inc. 2023. (ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity). doi: 10.1109/ICECS58634.2023.10414189

An Activity Factor List for Energy Consumption of SRAM-based CIM Architectures

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Belgeye Erişim

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