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ICCAD
2002
IEEE

Battery-aware power management based on Markovian decision processes

14 years 1 months ago
Battery-aware power management based on Markovian decision processes
- This paper addresses the problem of maximizing capacity utilization of the battery power source in a portable electronic system under latency and loss rate constraints. First, a detailed stochastic model of a power-managed, batterypowered electronic system is presented. The model, which is based on the theories of continuous-time Markovian decision processes and stochastic networks, captures two important characteristics of today’s rechargeable battery cells, i.e., the current rate-capacity characteristic and the relaxation-induced capacity recovery. Next, the battery-aware dynamic power management problem is formulated as a policy optimization problem and solved exactly by using a linear programming approach. Experimental results show that the proposed method outperforms existing methods by more than 20% in terms of battery service lifetime.
Peng Rong, Massoud Pedram
Added 17 Mar 2010
Updated 17 Mar 2010
Type Conference
Year 2002
Where ICCAD
Authors Peng Rong, Massoud Pedram
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