学位论文详细信息
Coordinated management of the processor and memory for optimizing energy efficiency
Feedback control;Optimization;Adaptive control;3D stacked architecture;Thermal management;Energy efficiency;Android
Rao, Karthik ; Yalamanchili, Sudhakar Wardi, Yorai Electrical and Computer Engineering Egerstedt, Magnus Mukhopadhyay, Saibal Pande, Santosh Greathouse, Joseph ; Yalamanchili, Sudhakar
University:Georgia Institute of Technology
Department:Electrical and Computer Engineering
关键词: Feedback control;    Optimization;    Adaptive control;    3D stacked architecture;    Thermal management;    Energy efficiency;    Android;   
Others  :  https://smartech.gatech.edu/bitstream/1853/60234/1/RAO-DISSERTATION-2018.pdf
美国|英语
来源: SMARTech Repository
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【 摘 要 】

Energy efficiency is a key design goal for future computing systems. With diverse components interacting with each other on the System-on-Chip (SoC), dynamically managing performance, energy and temperature is a challenge in 2D architectures and more so in a 3D stacked environment. Temperature has emerged as the parameter of primary concern. Heuristics based schemes have been employed so far to address these issues. Looking ahead into the future, complex multiphysics interactions between performance, energy and temperature reveal the limitations of such approaches. Therefore in this thesis, first, a comprehensive characterization of existing methods is carried out to identify causes for their inefficiency. Managing different components in an independent and isolated fashion using heuristics is seen to be the primary drawback. Following this, techniques based on feedback control theory to optimize the energy efficiency of the processor and memory in a coordinated fashion are developed. They are evaluated on a real physical system and a cycle-level simulator demonstrating significant improvements over prior schemes. The two main messages of this thesis are, (i) coordination between multiple components is paramount for next generation computing systems and (ii) temperature ought to be treated as a resource like compute or memory cycles.

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