ETH Zurich :
Computer Science :
Pervasive Computing :
Distributed Systems :
Research :
Smart Energy
Smart Energy - ICT for Sustainability
A Research Topic of the Distributed Systems Group
Transitioning the conventional electricity grid to a smart grid with a high
degree of renewable energy sources requires substantial research in electricity
generation, distribution, and consumption. In particular on the side of the
consumers, information and communication technologies (ICT) can play an
important role to increase transparency, optimize energy efficiency and leverage
sensing and actuaction capabilities for a large variety of energy-related
applications. Every day more and more electricity sensors (smart meters) are
being deployed in private households, providing a vast amount of data that can
be stored, analyzed, and combined with other information sources such as
smartphones or Web-enabled devices.
In the eMeter project,
a conventional smart electricity meter has been combined with a smartphone in order to
visualize electricity consumption to increase energy transparency.
Building on these ideas
and the infrastructure developed in these projects, we are currently exploring a
new set of
Smart Meter Services connecting every-day devices, sensors
and actuators in the home to achieve the energy savings and efficiency gains
needed for the upcoming energy transition.
Our activities in this field performed in close cooperation with the Bits to Energy Lab.
See also the following related items:
Participating Researchers
Vlad Coroama, Vincent Becker
Selected Publications
See the Publications of the Distributed Systems Group page for a full listing of our publications.
- Liliana Barrios, Wilhelm Kleiminger
The Comfstat – Automatically sensing thermal comfort for smart thermostats.
Proceedings of the IEEE International Conference on Pervasive Computing and Communications (PerCom 2017). Kong, Big Island, Hawaii, USA, March 2017
Abstract, BibTeX, Paper (.pdf)
- Christian Beckel, Leyna Sadamori, Silvia Santini, Thorsten Staake
Automated Customer Segmentation Based on Smart Meter Data with Temperature and Daylight Sensitivity.
Proceedings of the 6th IEEE International Conference on Smart Grid Communications (SmartGridComm 2015). Miami, FL, USA. IEEE, November 2015
Abstract, BibTeX, Paper (.pdf)
- Wilhelm Kleiminger, Christian Beckel, Silvia Santini
Household Occupancy Monitoring Using Electricity Meters.
Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp 2015). Osaka, Japan, September 2015
Abstract, BibTeX, Paper (.pdf)
- Wilhelm Kleiminger, Friedemann Mattern, Silvia Santini
Predicting household occupancy for smart heating control: A comparative performance analysis of state-of-the-art approaches.
Energy and Buildings, Vol. 85, pp. 493–505, December 2014
Abstract, BibTeX, Paper (.pdf)
- Christian Beckel, Leyna Sadamori, Thorsten Staake, Silvia Santini
Revealing Household Characteristics from Smart Meter Data.
Energy, Vol. 78, pp. 397-410, December 2014doi: 10.1016/j.energy.2014.10.025
Abstract, BibTeX, Paper (.pdf)
- Christian Beckel, Wilhelm Kleiminger, Romano Cicchetti, Thorsten Staake, Silvia Santini
The ECO Data Set and the Performance of Non-Intrusive Load Monitoring Algorithms.
Proceedings of the 1st ACM International Conference on Embedded Systems for Energy-Efficient Buildings (BuildSys 2014). Memphis, TN, USA. ACM, pp. 80-89, November 2014
Abstract, BibTeX, Paper (.pdf)
- Wilhelm Kleiminger, Christian Beckel, Thorsten Staake, Silvia Santini
Occupancy Detection from Electricity Consumption Data.
Proceedings of the 5th ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings (BuildSys 2013). ACM, Rome, Italy, November 2013
Abstract, BibTeX, Paper (.pdf)
Note: This paper provides the results of a preliminary investigation. To see (or cite) the full results of our occupancy classification analysis, refer to the paper above with the title "Household Occupancy Monitoring Using Electricity Meters" published in the proceedings of the UbiComp 2015 conference.
- Christian Beckel, Leyna Sadamori, Silvia Santini
Automatic Socio-Economic Classification of Households Using Electricity Consumption Data.
Proceedings of the 4th International Conference on Future Energy Systems (ACM e-Energy '13). Berkeley, CA, USA. ACM, pp. 75-86, May 2013
Abstract, BibTeX, Paper (.pdf)
Note: This paper provides the results of a preliminary analysis. To see (or cite) the full results of our household classification analysis, refer to the paper above with the title "Revealing Household Characteristics from Smart Meter Data" published in the journal "Energy".
- Markus Weiss, Friedemann Mattern, Christian Beckel
Smart Energy Consumption Feedback – Connecting Smartphones to Smart Meters.
ERCIM News, No. 92, pp. 14-15, January 2013
Abstract, BibTeX, Paper (.pdf)
- Christian Beckel, Leyna Sadamori, Silvia Santini
Towards Automatic Classification of Private Households Using Electricity Consumption Data.
Proceedings of the Fourth ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings (BuildSys '12). Toronto, Canada. ACM, pp. 169-176, November 2012
Abstract, BibTeX, Paper (.pdf)
Note: This paper provides the results of a preliminary investigation. To see (or cite) the full results of our household classification analysis, refer to the paper above with the title "Revealing Household Characteristics from Smart Meter Data" published in the journal "Energy".
- Markus Weiss, Thorsten Staake, Friedemann Mattern, Elgar Fleisch
PowerPedia: changing energy usage with the help of a community-based smartphone application.
Personal and Ubiquitous Computing, Vol. 16, No. 6, pp. 655-664, August 2012
Abstract, BibTeX, Paper (.pdf)
- Christian Beckel, Wilhelm Kleiminger, Thorsten Staake, Silvia Santini
Improving device-level electricity consumption breakdowns in private households using ON/OFF events.
ACM SIGBED Review - Special Issue on the 3rd International Workshop on Networks of Cooperating Objects (CONET 2012), Vol. 9, No. 3, ACM, pp. 32-38, New York, NY, USA, July 2012
Abstract, BibTeX, Paper (.pdf)
- Christian Beckel, Wilhelm Kleiminger, Thorsten Staake, Silvia Santini
Improving Device-level Electricity Consumption Breakdowns in Private Households Using ON/OFF Events.
Proceedings of the 3rd International Workshop on Networks of Cooperating Objects (CONET 2012). Co-located with the CPS Week 2012. Beijing, China. pp. 40-52, April 2012
Abstract, BibTeX
Note: This paper is available as a reprint for the ACM SIGBED review (see entry above). Please use the SIGBED version for citations (BibTeX).
- Markus Weiss, Adrian Helfenstein, Friedemann Mattern, Thorsten Staake
Leveraging smart meter data to recognize home appliances.
Proceedings of the IEEE International Conference on Pervasive Computing and Communications (PerCom 2012). pp. 190-197, Lugano, Switzerland, March 2012
Abstract, BibTeX, Paper (.pdf)
- Markus Weiss, Claire Loock, Thorsten Staake, Friedemann Mattern, Elgar Fleisch
Evaluating Mobile Phones as Energy Consumption Feedback Devices.
In: P. Sénac, M. Ott, A. Seneviratne (Eds.): MobiQuitous 2010. LNICST, Vol. 73, pp. 63-77, 2012
Abstract, BibTeX, Paper (.pdf)
- Wilhelm Kleiminger, Christian Beckel, Silvia Santini
Opportunistic Sensing for Efficient Energy Usage in Private Households.
Proceedings of the Smart Energy Strategies Conference 2011. Zurich, Switzerland, September 2011
BibTeX, Paper (.pdf)
- Markus Weiss, Dominique Guinard
Increasing Energy Awareness Through Web-enabled Power Outlets.
Proceedings of MUM 2010 (9th ACM SIGMOBILE Conference on Mobile and Ubiquitous Multimedia). Limassol, Cyprus, December 2010
Abstract, BibTeX, Paper (.pdf)
- Markus Weiss
eMeter: Stromverbrauchsfeedback auf Basis eines Pervasive Energy Monitoring Systems.
Doktoranden-Workshop Energieinformatik 2010. Oldenburg, Germany, November 2010
Abstract, BibTeX, Paper (.pdf)
- Markus Weiss, Adrian Merkle, Thorsten Staake, Elgar Fleisch
Towards a PowerPedia – A Collaborative Energy Encyclopedia.
Proceedings of UCSE2010 Workshop at Ubicomp 2010 (1st Workshop on Ubiquitous Computing for Sustainable Energy). Copenhagen, Denmark, September 2010
Abstract, BibTeX, Paper (.pdf)
- Friedemann Mattern, Thorsten Staake, Markus Weiss
ICT for Green - How Computers Can Help Us to Conserve Energy.
Proceedings of e-Energy 2010. ACM, pp. 1-10, Passau, Germany, April 2010
Abstract, BibTeX, Paper (.pdf)
- Markus Weiss, Tobias Graml, Thorsten Staake, Friedemann Mattern, Elgar Fleisch
Handy feedback: Connecting smart meters with mobile phones.
Proceedings of MUM 2009 (ACM International Conference on Mobile and Ubiquitous Multimedia). Cambridge, UK, November 2009
Abstract, BibTeX, Paper (.pdf)
- Markus Weiss, Dominique Guinard, Thorsten Staake, and Wolf Roediger
eMeter: An interactive energy monitor.
Adjunct Proceedings of Ubicomp 2009 (International Conference on Ubiquitous Computing). Orlando, Florida, USA, September 2009
Abstract, BibTeX, Paper (.pdf)
- Dominique Guinard, Markus Weiss, Vlad Trifa
Are you Energy-Efficient? Sense it on the Web!
Adjunct Proceedings of Pervasive 2009 (International Conference on Pervasive Computing). Nara, Japan, May 2009
BibTeX, Paper (.pdf)
Related Student Projects
The following table lists corresponding student projects in our group. Note that some descriptions will be in German.
Type | Title | Student | Supervisor | Semester |
M |
The Comfstat – Automatically sensing thermal comfort for smart heating |
Liliana Barrios | Wilhelm Kleiminger | FS 16 |
B |
Crowdsourcing Performances in Energy Datasets Labeling |
Felix Rauchenstein | Hông-Ân Cao | FS 16 |
B |
A Resilient Activity Collecting System in Residential Homes |
Patrick Stäuble | Hông-Ân Cao | FS 16 |
L |
Smart Heating System in Residential Areas |
Michael Spiegel, Samuel Schmid | Wilhelm Kleiminger | HS 15 |
M |
Opportunistic Sensing for Smart Heating Control Systems |
Marc Hueppin | Wilhelm Kleiminger | FS 15 |
B |
Web-based Energy Consumption Data Dashboard |
Zeno Koller | Christian Beckel, Wilhelm Kleiminger | FS 15 |
B |
High-Frequency Sensing and Analysis of the Power Line in Households |
Tino Burri | Christian Beckel, Wilhelm Kleiminger | FS 15 |
M |
Distributed Consumption Analysis |
Thomas Selber | Christian Beckel | HS 13 |
M |
NILM-Eval: Disaggregation of Real-World Electricity Consumption Data |
Romano Cicchetti | Christian Beckel | HS 13 |
B |
Efficient Data Storage & Retrieval of Electricity Consumption Data |
Steven van Damme | Christian Beckel | FS 13 |
B |
Visualization Workbench for Energy Consultants based on Electricity Consumption Data |
Michael Spiegel | Wilhelm Kleiminger, Christian Beckel | FS 13 |
B |
eVisualizer – Visualisation of Household Electricity Consumption Data |
Christian Stuecklberger | Wilhelm Kleiminger, Christian Beckel | FS 13 |
B |
Open Metering for Commercial Buildings |
Andreas Brauchli | Christian Beckel, Wilhelm Kleiminger | FS 13 |
M |
Sensor-Assisted Device-Level Electricity Consumption Breakdowns in Private Households |
Manuel Kläy | Christian Beckel | HS 12 |
M |
Open Metering |
Daniel Pauli | Wilhelm Kleiminger | FS 12 |
M |
Automated Energy Consulting for Private Households by Analyzing their Baseload Electricity Consumption |
Dominique Im Obersteg | Christian Beckel | FS 12 |
M |
Opportunistic Sensing for Domestic Smart Energy Systems |
Nico Eigenmann | Matthias Kovatsch | FS 12 |
L |
Smart Meters in the Field - A Sensor Framework for a Real World Deployment |
Sara Kilcher, Andreas Dröscher | Christian Beckel, Wilhelm Kleiminger | FS 12 |
B |
Extending the eMeter Framework with CoAP |
Stefan Willi | Matthias Kovatsch | FS 12 |
M |
PowerPedia 2.0 - A Collaborative Web Application for Electrical Appliances |
Joana Welti | Markus Weiss, Christian Beckel | HS 11 |
L |
Integrating Submeters to Individually Monitor Appliances |
Manuel Kläy | Markus Weiss, Christian Beckel | HS 11 |
L |
Security in the Smart Energy Grid |
Raphael Thalwil | Iulia Ion | HS 11 |
B |
The Networked Alarm Clock |
David Itten | Matthias Kovatsch | HS 11 |
L |
Embedded Electricity Metering - A restful embedded smart meter gateway |
David Abdurachmanov | Markus Weiss | HS 10 |
M |
Towards a PowerPedia |
Adrian Merkle | Markus Weiss | FS 10 |
M |
Smart Energy Detection |
Adrian Helfenstein | Markus Weiss | HS 09 |
S |
Smart Meter - TV Client |
Ganesh Ramanathan | Markus Weiss | FS 09 |
B |
Personalized Energy Measurements |
Wolf Rödiger | Markus Weiss | FS 09 |
|