Title :
Predictive dynamic thermal and power management for heterogeneous mobile platforms
Author :
Singla, Gaurav ; Kaur, Gurinderjit ; Unver, Ali K. ; Ogras, Umit Y.
Author_Institution :
Sch. of Electr., Comput., & Energy Eng., Arizona State Univ., Tempe, AZ, USA
Abstract :
Heterogeneous multiprocessor systems-on-chip (MPSoCs) powering mobile platforms integrate multiple asymmetric CPU cores, a GPU, and many specialized processors. When the MPSoC operates close to its peak performance, power dissipation easily increases the temperature, hence adversely impacts reliability. Since using a fan is not a viable solution for hand-held devices, there is a strong need for dynamic thermal and power management (DTPM) algorithms that can regulate temperature with minimal performance impact. This paper presents a DTPM algorithm based on a practical temperature prediction methodology using system identification. The DTPM algorithm dynamically computes a power budget using the predicted temperature, and controls the types and number of active processors as well as their frequencies. Experiments on an octa-core big. LITTLE processor and common Android apps demonstrate that the proposed technique predicts temperature within 3% accuracy, while the DTPM algorithm provides around 6× reduction in temperature variance, and as large as 16% reduction in total platform power compared to using a fan.
Keywords :
Android (operating system); graphics processing units; mobile computing; multiprocessing systems; power aware computing; system-on-chip; Android apps; DTPM; GPU; MPSoC; asymmetric CPU cores; dynamic thermal and power management algorithms; hand-held devices; heterogeneous mobile platforms; heterogeneous multiprocessor systems-on-chip; octa-core big.LITTLE processor; power budget; power dissipation; system identification; temperature prediction methodology; temperature variance; total platform power; Benchmark testing; Graphics processing units; Mathematical model; Power demand; Prediction algorithms; Temperature measurement; Thermal management;
Conference_Titel :
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2015
Conference_Location :
Grenoble
Print_ISBN :
978-3-9815-3704-8