Journal
IEEE TRANSACTIONS ON MOBILE COMPUTING
Volume 16, Issue 11, Pages 3042-3055Publisher
IEEE COMPUTER SOC
DOI: 10.1109/TMC.2017.2688321
Keywords
Battery; full charge capacity; state of charge; fuel gauge; charging rate; voltage
Funding
- Academy of Finland CUBIC project [277498, 278207]
- Academy of Finland (AKA) [277498, 277498] Funding Source: Academy of Finland (AKA)
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Full charge capacity (FCC) refers to the amount of charge a battery can hold. It is the fundamental property of smartphone batteries that diminishes as the battery ages and is charged/discharged. We investigate the behavior of smartphone batteries while charging and demonstrate that battery voltage and charging rate information can together characterize the FCC of a battery. We propose a new method for accurately estimating FCC without exposing low-level system details or introducing new hardware or system modules. We further propose and implement a collaborative FCC estimation technique that builds on crowd-sourced battery data. The method finds the reference voltage curve and charging rate of a particular smartphone model from the data and then compares with those of an individual device. After analyzing a large data set towards a crowd-sourced rate versus FCC model, we report that 55 percent of all devices and at least one device in 330 out of 357 unique device models lost some of their FCC. For some old device models, the median capacity loss exceeded 20 percent. The models further enable debugging the performance of smartphone charging. We propose an algorithm, called BatterySense, which utilizes crowd-sourced rate to detect abnormal charging performance, estimate FCC of the device battery, and detect battery changes.
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