The Carat research team has published a dataset focusing on collaborative energy diagnostics of mobile devices and applications

 

 

The Carat research team from University of Helsinki publishes a dataset from the Carat project (http://carat.cs.helsinki.fi/) focusing on collaborative energy diagnostics of mobile devices and applications. The dataset was presented at the IEEE PerCom’15 conference last spring in the publication "Energy Modeling of System Settings: A Crowdsourced Approach" that won the Marc Weiser Best Paper Award given at the conference.

The dataset contains different smartphone context factors, such as system settings and subsystem variables, and energy rates from 149,788 mobile devices of 2535 different Android models during 2013 and beginning of 2014. In total, there are 11,209,125 data items. They contain, for example, information about Wi-Fi and mobile network usage and quality, screen brightness levels, battery temperature and voltage measurements, and CPU usage. The data can be freely used for research and educational purposes.

 

In our work, we show how combinations of different system settings and subsystem variables can be used to model and predict energy usage of mobile devices. Some system settings have a direct and significant correlation with energy consumption, for example screen brightness and network connectivity. The energy impact of other system settings and their combinations can be much more difficult to predict, such as the combination of roaming, high operating temperature, and bad signal strength. Our work demonstrates that the energy impact of these non-trivial system setting combinations can be significant, and presents a new learning based method for assessing this impact.

Read more about the dataset and our research:

Ella Peltonen, Eemil Lagerspetz, Petteri Nurmi, and Sasu Tarkoma. Constella: Recommending System Settings the Crowdsourced Way. Pervasive and Mobile Computing. To appear 2016.

 

Online http://www.sciencedirect.com/science/article/pii/S1574119215001959

Ella Peltonen, Eemil Lagerspetz, Petteri Nurmi, and Sasu Tarkoma. Energy Modeling of System Settings: A Crowdsourced Approach. In Proceedings of the IEEE International Conference on Pervasive Computing and Communications, PerCom '15, St. Louis, MO, USA, March 23-27, 2015.

 

Online http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7146507

The Carat context factor dataset can be downloaded from our website http://carat.cs.helsinki.fi/#Research
 

 

 

Created date

26.11.2015 - 10:57

Brain poetry

In the latest research result of the month section, we interview PhD student Jukka Toivanen about his recent work on brain poetry in the Discovery group led by professor Hannu Toivonen. How can humans and machines be creative together?

Kjell Lemström to be new Head of Studies

Since Jaakko Kurhila left the department to head the Open University, we had to find a new university lecturer to act as head of studies in short order. We received a total of 28 applications. Out of these, and after a preliminary qualification round, evaluations, interviews, and a department council hearing, Kjell Lemström (KL) was elected for the post. He started working as the department's Head of Studies on 2 March 2015, so the Head of the department (JP) conducted the following induction interview that very week.

This is by no means the first time Kjell has been employed by the department. He defended his thesis on ‘String Matching Techniques for Music Retrieval’ in 2000, and has held numerous teaching and research positions both before and after that, until he transferred to the Laurea University of Applied Sciences in 2011 (luckily, that was only temporary).

Head of Studies Jaakko Kurhila to head Open University

The Head of Studies at the department, University Lecturer Jaakko Kurhila, has been elected to the post of director of the Open University at the University of Helsinki. It was a tough race: all in all, 39 applicants sought the post, some of them through the Mercuri Urval headhunting process. After a consultant evaluation, interviews, and aptitude assessments, the preparatory committee for the post, the steering committee for the Open University, and the rector of the university came to a unanimous decision to select Jaakko, and the contract is already being drawn up.

Being selected from this prestigious group of applicants, and after such a thorough process, is indisputable proof of the qualifications of Jaakko and the high esteem the academic community has for him. The department extends its warmest congratulations to Jaakko for this career development and is proud of the success of its protégé.

Bridging the Gap Between Research and Standardization

In the fourth research result of the month, we report a joint work between the UH NODES group and the Cambridge NetOS group, lead by Prof. Sasu Tarkoma and Prof. Jon Crowcroft, respectively. Their work recently received the best paper award "Best of CCR" from ACM SIGCOMM.