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Fuzzy-Controlled Voltage Scaling Based on Supply Current Tracking
Dec. 2013 (vol. 62 no. 12)
pp. 2397-2410
Hamid Reza Pourshaghaghi, Eindhoven University of Technology, Eindhoven
Jose Pineda de Gyvez, Eindhoven University of Technology, Eindhoven
We discuss an adaptive fuzzy logic controller to accurately and robustly predict and track supply current variations of digital processors. The proposed controller tracks supply current variations without updating any parameter during its runtime prediction. It can be used to adjust the supply voltage and clock frequency of digital processors based on workload variations when accounting for timing-constraints and other practical requirements. Additionally, we comprehensively examine the stability analysis of the closed-loop configuration containing the fuzzy controller and the digital processor model. We prove that the fuzzy controller guarantees the asymptotic stability of the closed-loop architecture. Several experiments are performed to exhibit effectiveness of the proposed fuzzy controller comparing to the other existing conventional prediction methods. The results show that the proposed controller outperforms the other existing methods.
Index Terms:
Program processors,Fuzzy logic,Current measurement,Voltage control,Voltage measurement,Stability analysis,on-line supply current tracking,Dynamic voltage frequency scaling,fuzzy logic controller,stability analysis
Citation:
Hamid Reza Pourshaghaghi, Jose Pineda de Gyvez, "Fuzzy-Controlled Voltage Scaling Based on Supply Current Tracking," IEEE Transactions on Computers, vol. 62, no. 12, pp. 2397-2410, Dec. 2013, doi:10.1109/TC.2012.185
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