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Download fileNew approaches to DVFS in mobile MPSoC for power-, thermal-efficiency and reliability
preprint
posted on 2020-07-10, 07:26 authored by Somdip DeySomdip Dey, Amit Kumar Singh, Klaus D. Mcdonald-MaierModern mobile devices come equipped with heterogeneous multi-processor system-on-chip (MPSoC) consisting of different types of cores such as CPU and GPU to cater for performance requirement of different types of applications. These MPSoCs also supports dynamic voltage and frequency scaling (DVFS) to reduce dynamic power consumption, which retrospectively affects the peak temperature of the multi-processors on the chip as well. In this poster presentation, we introduce three novel approaches to DVFS in mobile MPSoCs such that the executing applications can meet the performance requirement while consuming less power, reducing peak temperature and improving thermal side-channel security and reliability in terms of lifespan of the device.
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Email Address of Submitting Author
somdip.dey@essex.ac.ukORCID of Submitting Author
0000-0001-6161-4637Submitting Author's Institution
University of EssexSubmitting Author's Country
- United Kingdom
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Keywords
agent systemreinforcement learningmachine learningCPUGPUpower optimizationhermal optimizationMPSoCuser behaviouruser interactionmobilesmartphoneprogram source codethermal side-channel attackreliabilityconvolutional neural networkSide-channel attacksecurity weaknessesembedded systemsDynamic Voltage Frequency Scaling