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Piero Fraternali1, Sergio Herrera1, Jasminko Novak2, Mark Melenhorst2, Dimitrios Tzovaras3, Stelios
Krinidis3, Andrea Emilio Rizzoli4, Cristina Rottondi4 and Francesca Cellina4
1 Department of Electronics, Information, and Bioengineering, Politecnico di Milano, Italy
2 European Institute for Participatory Media, Berlin / Univ. of Applied Sciences Stralsund
3 Information Technologies Institute, Centre for Research and Technology Hellas, Greece
4 Dalle Molle Institute for Artificial Intelligence (IDSIA) - University of Lugano (USI) - University of Applied Science and
Arts of Southern Switzerland (SUPSI)
European Union’s Horizon 2020 research and
innovation programme
enCOMPASS - an Integrative Approach to Behavioural Change
for Energy Saving
Agenda
 Motivation
 enCOMPASS Project
 Technical Approach
 Architecture
 Pilots
 Evaluation
 Current and Future Work
Motivation
Europe Energy Targets for 2030:
 40% cut in greenhouse gas emissions (CO2) compared to 1990
levels.
 27% energy savings compared with the business-as-usual scenario.
 27% share of renewable energy consumption.
Strategy
 Structural policy measures:
 Reformed EU emissions trading scheme (ETS)
 New indicators for the competitiveness and security of the
energy system.
 Subsidising energy efficient building renovation
 Technological progresses (e.g. smart meters, smart home
technology)
Motivation
Integrate technological solutions to:
 Enable behavioral change towards energy efficiency attitudes.
 Educate, motivate and rise awareness on energy users about their
consumption habits.
 Trigger energy saving attitudes by providing timely and context-based
information to save energy.
 Reach energy saving without sacrificing user’s comfort levels.
enCOMPASS Project
 Is an integrated socio-technical system for energy saving and
behavioural change, that integrates IoT technologies to collect
information about the context where users and their activities, and
combines it with persuasive technologies to encourage energy saving
attitudes and long-term behavioural change through timely
personalized suggestions and suitable motivational techniques.
 Project funded by the EU H2020 Programme
enCOMPASS Objectives
 Stimulate behavioural change for energy saving using innovative
digital tools
 Make energy usage data accessible to consumers in a user-friendly and
easy to understand way
 Demonstrate that individual comfort levels can be maintained while
achieving energy saving
 Validate the effectiveness of different types of behavioural change
interventions for different types of users in different of climatic
conditions
 Make the enCOMPASS platform and other digital tools available to
third parties to start new services for smart energy demand
management
Technical Approach
Technical Approach
Technical Approach
Energy usage information from in-home information
Technical Approach
Technical Approach
Technical Approach
Technical Approach
Adaptive gamified energy visualization
Technical Approach
Technical Approach
Technical Approach
Technical Approach
v
User-generated information tracking, user and
building modeling
Technical Approach
Technical Approach
Technical Approach
Technical Approach
Intelligent controls and automation for sustainable
changes in user energy consumption
Energy saving!!!
Technical Approach
Architecture
Cloud Infrastructure
Architecture
Cloud InfrastructureSemantic data repository (SDR):
Stores facts about all the entities managed
by the platform, like people-to-people
relations, to denote household, friendship,
group membership, endorsement,
recommendations, and affinity.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
Sensors data acquisition:
Collects data from smart
meters and smart home
appliances.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
User data acquisition:
Collects data from the gamified
applications, instant polls, and
other user activity though sensors.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
Data analysis and user modeling:
User behaviour profiling by
infering context and predicting
reactions.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
Data analysis and building
modelling:
Building profiling for estimating
the comfort levels and energy
behavior.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
Adaptive in-context action
recommendation:
Provide personalized energy saving
actions, based on user model and
behavioural data.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
Engagement engine with adaptive
gamification:
Rule-base engine that maps user
actions to rewards or real world
prizes.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
Behavioural change apps:
Web and Mobile applications to
visualize energy usage in playful
way and engage user into the
serious game mechanics.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
Energy efficiency assessment
console:
Advance interface for building and
utility managers to analyze energy
consumption.
Architecture
Cloud Infrastructure
Architecture
Cloud Infrastructure
enCOMPASS APIs:
Prodiving on-demand, cloud-based
web services enabling access to
the platform data and services.
Architecture
Cloud Infrastructure
Pilots for Validation
 3 pilots in different climate zones, with different cultural setting and
on different building types, in collaboration with local utility
companies.
Germany Switzerland Greece
Stadtwerk Haßfurt Società Elettrica
Sopracenerina (SES)
WATT+VOLT S.A.
(WTV)
Buildings and Actors
 3 building types:
Residential buildings Schools Office and Public
buildings
Residents (Families) School students
(primary school and
college) and staff
Office personal,
public administration
employees and
visitors
Evaluation
Residential buildings:
 2 Sample groups on each pilot: Intervention and Control group, 100
households each.
 Intervention group will be stratified by:
 Size: single-person, couple, more than two person households;
 Type of house: single-family house, apartment;
 Type of heating: electricity-fed, oil, gas, wood, other
 Type of hot water boiler: electricity-fed, oil, gas, wood, other
 Control group households will be randomly selected, adopting the
same proportions as the related Intervention group, and It will be
totally uninfluenced by the enCOMPASS platform.
Evaluation
Schools and Public Buildings
 Intervention Size is limited, no Control group will be available
 The eeMeasure methodology will be applied, using regression
models to estimate the projected energy consumption after the
intervention
Evaluation
Ongoing Work
 Architecture is currently being implemented
 Household recruitment is ongoing
 Historical consumption data is been collected for baseline calculation
 Sensor detailed specification has been produced
 The smart home apps of the utilities are being completed
 First release of the enCOMPASS platform is planned for November 2017
Follow Us
 Visit: http://www.encompass-project.eu
 Follow US on:
@enCompassh2020
enCompassH2020
IEEE Access Special Section on Social
Computing for Smart Cities
 Submission deadline 30 November 2017
 The topics of interest include, but are not limited to:
 Social Media Analytics and Intelligent Social Media
 Social Behavior Modeling
 Sentiment Analysis , Opinion Representation, and Influence Process Modeling
 Methods for motivating contribution and participation in social computing systems
 Middleware for developing social computing applications
 Privacy mechanisms related to social computing data and systems
 Design and evaluation of behavioural change support systems for sustainability
 Recommender systems and social matchmaking systems for mobility and resource consumption
 Crowdsourcing, collaborative content creation and social collaboration tools
 Social gaming and gamified interactions
 Modeling, analysis and knowledge extraction of users social interactions in mobile and pervasive social networks
 Experimental platforms and testbeds for social interaction in smart cities
Consortium
Thank you!
Cristina.rottondi@supsi.ch
Questions?

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