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

Department of Electronics and Communication Engineering

Istanbul Technical University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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.

Original language	English
Title of host publication	ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems
Subtitle of host publication	Technosapiens for Saving Humanity
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9798350326499
DOIs	https://doi.org/10.1109/ICECS58634.2023.10414189
Publication status	Published - 2023
Event	30th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2023 - Istanbul, Turkey Duration: 4 Dec 2023 → 7 Dec 2023

Publication series

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

Conference

Conference	30th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2023
Country/Territory	Turkey
City	Istanbul
Period	4/12/23 → 7/12/23

Bibliographical note

Publisher Copyright:
© 2023 IEEE.

Keywords

Compute-in-Memory
energy consumption
switching activity

Access to Document

10.1109/ICECS58634.2023.10414189

Cite this

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).

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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.",

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

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year = "2023",

doi = "10.1109/ICECS58634.2023.10414189",

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

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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).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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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.

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M3 - Conference contribution

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

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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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