Loading...
Improving Temperature Prediction Accuracy Using Kalman and Particle Filtering Methods
Ozceylan,Baver Haverkort,Boudewijn R. De Graaf,Maurits Gerards,Marco E.T.
Ozceylan,Baver
Haverkort,Boudewijn R.
De Graaf,Maurits
Gerards,Marco E.T.
Abstract
Predicting the device temperature is crucial for high performance mobile devices since a high temperature reduces the device reliability and lifetime, and increases the power dissipation per processing activity. For these reasons, thermal models are used to predict the temperature and schedule the workloads according to these predictions. This means that more accurate predictions can improve the reliability, lifetime and energy-efficiency of devices. We introduce two different generic methods to extend a thermal model to improve the prediction accuracy. The first method is to extend a thermal model with a Kalman filter. This approach enables a device to adapt to environmental changes more easily and to reduce the effect of noise by combining sensor data and dynamic behavior of the system. However, it assumes every random variable to be normally distributed. The second method is to extend a thermal model with a particle filter. In addition to the ability of adapting better to environmental changes, this approach enables a device to approximate any arbitrary distribution to reduce the effect of noise. Both methods are applicable to any dynamic thermal model to improve its prediction accuracy. Our experimental results show that the new methods indeed improve the prediction accuracy.
Description
Publisher Copyright: © 2020 IEEE.
Date
2020-09-14
Journal Title
Journal ISSN
Volume Title
Publisher
Institute of Electrical and Electronics Engineers Inc.
Files
Research Projects
Organizational Units
Journal Issue
Keywords
SDG 7 - Affordable and Clean Energy
Citation
Ozceylan, B, Haverkort, B R, De Graaf, M & Gerards, M E T 2020, Improving Temperature Prediction Accuracy Using Kalman and Particle Filtering Methods. in 2020 26th International Workshop on Thermal Investigations of ICs and Systems, THERMINIC 2020 - Proceedings., 9420535, 2020 26th International Workshop on Thermal Investigations of ICs and Systems, THERMINIC 2020 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 26th International Workshop on Thermal Investigations of ICs and Systems, THERMINIC 2020, Virtual, Berlin, Germany, 14/09/20. https://doi.org/10.1109/THERMINIC49743.2020.9420535