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- W3158811069 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%." @default.
- W3158811069 created "2021-05-10" @default.
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- W3158811069 date "2021-03-01" @default.
- W3158811069 modified "2023-10-18" @default.
- W3158811069 title "Thermal-Aware Overclocking for Smartphones" @default.
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- W3158811069 doi "https://doi.org/10.1109/ispass51385.2021.00039" @default.
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