Two-level rejuvenation for android smartphones and its optimization

TitleTwo-level rejuvenation for android smartphones and its optimization
Publication TypeJournal Article
Year of Publication2019
AuthorsY Qiao, Z Zheng, Y Fang, F Qin, KS Trivedi, and KY Cai
JournalIeee Transactions on Reliability
Volume68
Issue2
Start Page633
Pagination633 - 652
Date Published06/2019
Abstract

© 1963-2012 IEEE. The Android operating system (OS) is a sophisticated man-made system and is the dominant OS in the current smartphone market. Due to the accumulation of errors in the system internal state and the incremental consumption of resources, such as the Dalvik heap memory of software applications and the physical memory, software aging is observed frequently and recognized as a chronic problem of Android smartphones. To mitigate this problem, we propose a two-level software rejuvenation, with the two levels referring to software applications and the OS, in this paper. Based on this strategy, a Markov regenerative process model is constructed to evaluate the steady-state availability and to optimize the time required to trigger rejuvenation for Android smartphones. The parameters of the model, such as the degradation rate and failure rate of software applications and the Android OS, are obtained via our testing platform. Experiments on two real Android applications show that the availability of an Android smartphone increases by 10.81% and 10.18% for the two subjects in our experiments, respectively. An empirical study comparing our two-level strategy with one-level strategies (single application-level and system-level rejuvenation) further verifies the effectiveness of our approach.

DOI10.1109/TR.2018.2881306
Short TitleIeee Transactions on Reliability