Title :
An Optimal Analytical Solution for Processor Speed Control with Thermal Constraints
Author :
Rao, Ravishankar ; Vrudhula, Sarma ; Chakrabarti, Chaitali ; Chang, Naehyuck
Author_Institution :
Consortium for Embedded Syst., Arizona State Univ., Tempe, AZ
Abstract :
As semiconductor manufacturing technology scales to smaller device sizes, the power consumption of clocked digital ICs begins to increase. Dynamic voltage and frequency scaling (DVFS) is a well-known technique for conserving energy. Recently, it has also been used to control the CPU temperature as part of dynamic thermal management (DTM) techniques. Most works in these areas assume that the optimum speed profile (for either minimizing energy or maximizing performance) is a constant profile. However, in the presence of thermal constraints, we show that the optimal profile is in general, a time-varying function. We formulate the problem of maximizing the average throughput of a processor over a given time period, subject to thermal and speed constraints, as a problem in the calculus of variations. The variational approach provides a powerful framework for precisely specifying and solving the speed control problem, and allows us to obtain an exact analytical solution. The solution methodology is very general, and works for any convex power model, and simple lumped RC thermal models. The resulting speed profiles were found to consist of up to three segments, of which one of them is a decreasing function of time, and the others are constant. We analyze the effect of different parameters like the initial temperature, thermal capacitance and the maximum rated speed on the nature and the cost of the optimum solution. We also propose a two-speed solution that approximates the optimal speed curve. This solution was found to achieve a performance close to that of the optimum, and is also easier to implement in real processors
Keywords :
microprocessor chips; thermal management (packaging); time-varying systems; variational techniques; DTM techniques; convex power model; dynamic thermal management techniques; lumped RC thermal models; optimal analytical solution; optimal profile; optimal speed curve; processor speed control; speed constraints; thermal constraints; time-varying function; variational approach; Calculus; Clocks; Dynamic voltage scaling; Energy consumption; Frequency; Semiconductor device manufacture; Temperature control; Thermal management; Throughput; Velocity control; DTM; DVFS; algorithms; optimal control; performance; temperature; theory; thermal management;
Conference_Titel :
Low Power Electronics and Design, 2006. ISLPED'06. Proceedings of the 2006 International Symposium on
Conference_Location :
Tegernsee
Print_ISBN :
1-59593-462-6
DOI :
10.1109/LPE.2006.4271852