Thermal-Aware Overclocking for Smartphones

Guru Prasad Srinivasa, David Werner, Mark Hempstead, Geoffrey Challen

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Heat dissipation and battery life continue to be major challenges for smartphones. Smartphones seldom spend time at their highest performance points due to thermal concerns and frequently undergo thermal-throttling, where performance is limited while the device cools down. While overclocking and computational sprinting can be used to increase system performance, these techniques have not been evaluated on smartphones because they exacerbate both heat dissipation and battery life. In recent years, certain machine-learning workloads such as object detection and speech recognition have been moving away from the cloud and towards the edge. These workloads are short and user-facing making them excellent candidates for sprinting. To successfully overclock any workload however, any applied technique must ensure that it avoids forcing the system to throttle. In this paper, we describe and evaluate a system that can accurately predict the impact of workloads on the thermal state of a smartphone, enabling it to determine whether overclocking a specific workload will result in thermal-throttling. We show that careful application of overclocking using our system can decrease the latency of certain user-facing workloads by up to 18%. In this paper, we describe and evaluate a system that can accurately predict the impact of workloads on the thermal state of a smartphone, enabling it to determine whether overclocking a specific workload will result in thermal-throttling. We show that careful application of overclocking using our system can decrease the latency of certain user-facing workloads by up to 18%.

Original languageEnglish (US)
Title of host publicationProceedings - 2021 IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages220-222
Number of pages3
ISBN (Electronic)9781728186436
DOIs
StatePublished - Mar 2021
Event2021 IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS 2021 - Virtual, Stony Brook, United States
Duration: Mar 28 2021Mar 30 2021

Publication series

NameProceedings - 2021 IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS 2021

Conference

Conference2021 IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS 2021
Country/TerritoryUnited States
CityVirtual, Stony Brook
Period3/28/213/30/21

Keywords

  • Smart phones, Performance evaluation, Transistors, Benchmark testing, Energy consumption, Cooling, power aware computing

ASJC Scopus subject areas

  • Hardware and Architecture
  • Information Systems
  • Software
  • Safety, Risk, Reliability and Quality
  • Artificial Intelligence
  • Computer Science Applications

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