Dynamic voltage-frequency optimization using Simultaneous Perturbation Stochastic Approximation

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Dynamic voltage-frequency optimization using Simultaneous Perturbation Stochastic Approximation. / Bogdanov, Evgenii ; Bozhnyuk, Alexander ; Bykov, David ; Sartasov, Stanislav ; Sergeenko, Anna ; Granichin, Oleg .

2021 7th International Conference on Event-Based Control, Communication, and Signal Processing (EBCCSP). IEEE Circuits and Systems Society, 2021.

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

Harvard

Bogdanov, E , Bozhnyuk, A , Bykov, D , Sartasov, S , Sergeenko, A & Granichin, O 2021, Dynamic voltage-frequency optimization using Simultaneous Perturbation Stochastic Approximation. in 2021 7th International Conference on Event-Based Control, Communication, and Signal Processing (EBCCSP). IEEE Circuits and Systems Society, 7th International Conference on Event-Based Control, Communication and Signal Processing, EBCCSP 2021, Virtual, Online, 23/06/21.

BibTeX

@inproceedings{dd339276d6f0404692f7ac49571a029f,

title = "Dynamic voltage-frequency optimization using Simultaneous Perturbation Stochastic Approximation",

abstract = "Simultaneous perturbation stochastic approximation was previously shown to provide good results for optimizing resource consumption under dynamically changing workload. We employ this approach to develop dynamic voltage-frequency scaling (DVFS) governor for Android OS. We design experimental methodology and show our algorithm performance compared to common Android DVFS governors. A link to the source code is also provided.",

keywords = "energy consumption, simultaneous perturbation stochastic approximation, SPSA, dynamic voltage frequency scaling, DVFS",

author = "Evgenii Bogdanov and Alexander Bozhnyuk and David Bykov and Stanislav Sartasov and Anna Sergeenko and Oleg Granichin",

note = "E. Bogdanov, A. Bozhnyuk, S. Sartasov and O. Granichin, {"}On Application of Simultaneous Perturbation Stochastic Approximation for Dynamic Voltage-Frequency Scaling in Android OS,{"} 2021 7th International Conference on Event-Based Control, Communication, and Signal Processing (EBCCSP), 2021, pp. 1-7, doi: 10.1109/EBCCSP53293.2021.9502396.; 7th International Conference on Event-Based Control, Communication and Signal Processing, EBCCSP 2021 ; Conference date: 23-06-2021 Through 25-06-2021",

year = "2021",

month = dec,

day = "10",

language = "English",

isbn = "978-1-6654-3698-4",

booktitle = "2021 7th International Conference on Event-Based Control, Communication, and Signal Processing (EBCCSP)",

publisher = "IEEE Circuits and Systems Society",

address = "United States",

}

RIS

TY - GEN

T1 - Dynamic voltage-frequency optimization using Simultaneous Perturbation Stochastic Approximation

AU - Bogdanov, Evgenii

AU - Bozhnyuk, Alexander

AU - Bykov, David

AU - Sartasov, Stanislav

AU - Sergeenko, Anna

AU - Granichin, Oleg

N1 - E. Bogdanov, A. Bozhnyuk, S. Sartasov and O. Granichin, "On Application of Simultaneous Perturbation Stochastic Approximation for Dynamic Voltage-Frequency Scaling in Android OS," 2021 7th International Conference on Event-Based Control, Communication, and Signal Processing (EBCCSP), 2021, pp. 1-7, doi: 10.1109/EBCCSP53293.2021.9502396.

PY - 2021/12/10

Y1 - 2021/12/10

N2 - Simultaneous perturbation stochastic approximation was previously shown to provide good results for optimizing resource consumption under dynamically changing workload. We employ this approach to develop dynamic voltage-frequency scaling (DVFS) governor for Android OS. We design experimental methodology and show our algorithm performance compared to common Android DVFS governors. A link to the source code is also provided.

AB - Simultaneous perturbation stochastic approximation was previously shown to provide good results for optimizing resource consumption under dynamically changing workload. We employ this approach to develop dynamic voltage-frequency scaling (DVFS) governor for Android OS. We design experimental methodology and show our algorithm performance compared to common Android DVFS governors. A link to the source code is also provided.

KW - energy consumption, simultaneous perturbation stochastic approximation, SPSA, dynamic voltage frequency scaling, DVFS

M3 - Conference contribution

SN - 978-1-6654-3698-4

BT - 2021 7th International Conference on Event-Based Control, Communication, and Signal Processing (EBCCSP)

PB - IEEE Circuits and Systems Society

T2 - 7th International Conference on Event-Based Control, Communication and Signal Processing, EBCCSP 2021

Y2 - 23 June 2021 through 25 June 2021

ER -

ID: 88778290