Object oriented time series exploration: Applied to power consumption analysis of embedded systems

作者：

Highlights：

• Original time series decomposition and segmentation based on object oriented model.

• Combining time series features with system event logs.

• Investigating power consumption issues in embedded systems illustrated for commercial devices.

• Enhancing knowledge on embedded system operation.

摘要

•Original time series decomposition and segmentation based on object oriented model.•Combining time series features with system event logs.•Investigating power consumption issues in embedded systems illustrated for commercial devices.•Enhancing knowledge on embedded system operation.

论文关键词：Time series decomposition,Feature extraction,Power consumption analysis,Anomaly detection,Data exploration

论文评审过程：Received 25 August 2020, Revised 28 June 2021, Accepted 29 June 2021, Available online 8 July 2021, Version of Record 26 July 2021.

论文官网地址：https://doi.org/10.1016/j.eswa.2021.115531