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Dataset supporting the conference paper "Power- and Deadline-Aware Dynamic Inference on Intermittent Computing Systems"

Dataset supporting the conference paper "Power- and Deadline-Aware Dynamic Inference on Intermittent Computing Systems"
Dataset supporting the conference paper "Power- and Deadline-Aware Dynamic Inference on Intermittent Computing Systems"
This dataset supports the publication: "Power- and Deadline-Aware Dynamic Inference on Intermittent Computing Systems" by Hengrui Zhao, Lei Xun, Jagmohan Chauhan and Geoff Merrett CONFERENCE: Design, Automation and Test in Europe Conference 2025 This dataset includes the experimental results for Figure 1, 6, 7, 8, 9 of the paper. This dataset contains: 'Fig1.csv': Data supporting Fig. 1. Comparison of accuracy and inference latency of ePerceptron with the baseline. 'Fig6.csv': Data supporting Fig. 6. The operating cycles of the system when running the largest sub-network of DualAdaptNet at different current inputs. 'Fig7.csv': Data supporting Fig. 7. The accuracy and inference latency of DualAdaptNet, ePerceptive, and Zygarde under continuous power supply. 'Fig8.csv': Data supporting Fig. 8. The number of completed and correct inferences performed by the three models (DualAdaptNet, ePerceptive, and Zygarde) under constant current supply. 'Fig9.csv': Data supporting Fig. 9. The number of completed and correct inferences performed by the three models (DualAdaptNet, ePerceptive, and Zygarde) under varying current supply.
University of Southampton
Zhao, Hengrui
9a7e2ba5-4932-4188-8aef-ae39d17fca46
Xun, Lei
d30d0c37-7c17-4eed-b02c-1a0f81844f17
Chauhan, Jagmohan
831a12dc-6df9-40ea-8bb3-2c5da8882804
Merrett, Geoff
89b3a696-41de-44c3-89aa-b0aa29f54020
Zhao, Hengrui
9a7e2ba5-4932-4188-8aef-ae39d17fca46
Xun, Lei
d30d0c37-7c17-4eed-b02c-1a0f81844f17
Chauhan, Jagmohan
831a12dc-6df9-40ea-8bb3-2c5da8882804
Merrett, Geoff
89b3a696-41de-44c3-89aa-b0aa29f54020

Zhao, Hengrui (2025) Dataset supporting the conference paper "Power- and Deadline-Aware Dynamic Inference on Intermittent Computing Systems". University of Southampton doi:10.5258/SOTON/D3341 [Dataset]

Record type: Dataset

Abstract

This dataset supports the publication: "Power- and Deadline-Aware Dynamic Inference on Intermittent Computing Systems" by Hengrui Zhao, Lei Xun, Jagmohan Chauhan and Geoff Merrett CONFERENCE: Design, Automation and Test in Europe Conference 2025 This dataset includes the experimental results for Figure 1, 6, 7, 8, 9 of the paper. This dataset contains: 'Fig1.csv': Data supporting Fig. 1. Comparison of accuracy and inference latency of ePerceptron with the baseline. 'Fig6.csv': Data supporting Fig. 6. The operating cycles of the system when running the largest sub-network of DualAdaptNet at different current inputs. 'Fig7.csv': Data supporting Fig. 7. The accuracy and inference latency of DualAdaptNet, ePerceptive, and Zygarde under continuous power supply. 'Fig8.csv': Data supporting Fig. 8. The number of completed and correct inferences performed by the three models (DualAdaptNet, ePerceptive, and Zygarde) under constant current supply. 'Fig9.csv': Data supporting Fig. 9. The number of completed and correct inferences performed by the three models (DualAdaptNet, ePerceptive, and Zygarde) under varying current supply.

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Fig1.csv - Dataset
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Fig6.csv - Dataset
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Fig7.csv - Dataset
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Fig8.csv - Dataset
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Fig9.csv - Dataset
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README.txt - Dataset
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More information

Published date: 3 April 2025

Identifiers

Local EPrints ID: 497099
URI: http://eprints.soton.ac.uk/id/eprint/497099
PURE UUID: 214d1d0b-fb9e-486d-9b81-2990c41b81be
ORCID for Geoff Merrett: ORCID iD orcid.org/0000-0003-4980-3894

Catalogue record

Date deposited: 14 Jan 2025 16:22
Last modified: 03 Apr 2025 04:01

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Contributors

Creator: Hengrui Zhao
Contributor: Lei Xun
Research team head: Jagmohan Chauhan
Research team head: Geoff Merrett ORCID iD

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