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Collaborative Recommendations and Adaptive Control for Personalised Energy Saving

Rezultaty

enCOMPASS ecosystem report

Mapping of relevant actors and stakeholders. Analysis of social, environmental and business requirements, also beyond the two pilots; identification of possible business models for exploitation of enCOMPASS, based on D7.1. An update will be produced at month 36, focusing on the various geographic areas of Europe, starting from the countries of the project partners and outlining possible business plans.

First validation report and data set

Interim report of the three pilots; integration of the consumption and comfort monitoring and deployment of behavior change apps, triggered community activity, outcome of energy saving actions, feedback from the community, interim evaluation of impact, based on KPIs set in D7.1.

Management processes

Project and risk management procedures, QA assessment, compliance to ethics, legal and data privacy, Project Management Manual.

First user tracking algorithms

Initial prototype, with documentation, of the algorithms for tracking the presence and movement of users in different indoor conditions

Policy recommentation

Policy recommendation to strengthen social and industrial impact of ICT-mediated behavior change tools for energy efficiency, backed from the analysis of the challenges and opportunities of smart metering and community engagement for utilities and public agencies.

Final overall validation and impact report

Extends D7.3: analysis of KPIs over the whole validation period; critical assessment of impact, strengths and weaknesses, threats and opportunities, exploitation potential in future scenarios, generalization to different sustainability challenges.

Visualizations, incentives, and engagement strategies

A review of motivational models in games and persuasive applications; survey of incentive models and algorithms; review of specific incentives used in sustainability challenges; recommendation of incentive models and algorithms appropriate for enCOMPASS.

SW quality assessment report

Summary of the findings of the code verification and application testing procedures. Metrics to assess quality, usability, privacy, and reliability.

Final dissemination report

Summary of communication & dissemination activities.

Platform architecture and design

Architectural design of the enCOMPASS platform: the information and data models, platform components, services, and applications, communication protocols. Integration model. Will be continuously updated to follow the three prototypes of the platform.

Second year disseminationreport

Publication, events, social media actions.

First year dissemination report

Reports on the preliminary actions.

Dissemination tools and materials

The initial dissemination materials.

Validation methodology and pilot action plan

Methodology to conduct the three pilots. KPIs to be measured as success criteria (e.g. expected improvements and potential limitations). Baselines to be employed in result evaluation. Strategies for integrating with the smart sensor and meter network, for collecting data from energy users, and delivering in-context, adaptive energy efficiency recommendations.

Pilot baseline and action plan

Defines the baselines of the pilots and the action plan for community engagement, technical deployment, feedback gathering and and KPI validation.

First visualization and feedback interfaces and behavioral game concept

First design of the mappings from consumption data to persuasive visual metaphors. First version of gamified awareness apps and game concept; integration of an existing back-end supporting game/gamification. Test with users and collection of feedback.

Dissemination and communication strategy

Dissemination and communication plan.

Early exploitation and IPR plan

Partner description of initial plans to exploit the results and the foreground assets produced in the project; identification of the project exploitable assets and their IPRs.

Delivery management plan and testing specification

Description of the software development process; code management tools; documentation to set up the development and testing environments.

Final visualization and feedback interfaces

Final design of the mappings from consumption data to persuasive visual metaphors, with adaptation to client device, user profile and role, activity context, and building usage and type.

Platform initial prototype

Software deliverable of the initial prototype of the enCOMPASS platform. It provides the infrastructure to collect energy consumption data, first integration of the user interfaces designed in WP2, for early testing in the pilots. Source code and installation documentation.

Final behavioral game concept

Final version of the gamification and game concepts (front-end and back-end), integrated with real-time consumption and comforts data sources, user modelling, and sustainable actions recommender, adapted to the use/user contexts.

Final energy disaggregation algorithms

Initial prototype, with documentation, of the algorithms for energy disaggregation into end uses, updated after the validation in the pilots.

Final user behavior model and recommender

Validated prototype, with documentation, of the models and algorithms for determining the current status of the users and the most suitable actions to recommend based on the adaptive context detection, validated in the pilot experiments.

Behavioral change models and determinants for energy consumption

Review of behavioral change process models and determinants of energy saving behavior, as well as an overview of effective informational, and social strategies to induce sustainable changes in energy consumption.

Final activity profiling and matching detector

Second prototype, with documentation, of the algorithms for detecting the type and context of users’ activity in different indoor conditions, from exogenous and endogenous variables and adaptable based on runtime feedback, validated in the pilot experiments.

Platform second propotype

Software deliverable of the second prototype of the enCOMPASS platform, which will provide advanced gamified interfaces and will integrate with the energy efficiency game. It will be connectable with the information systems of the energy utility.

First activity profiling and matching detector

Initial prototype, with documentation, of the algorithms for detecting the type of users’ activity in different indoor conditions.

Platform final prototype

SW deliverable that provides all the functions specified in WP2. Source code and documentation for the use of the 3rd party APIs and Software Development Kit to expand the platform.

First user behavior model and recommender

Initial prototype, with documentation, of the models and algorithms for establishing the users’ status and determining the most suitable actions to recommend.

First energy disaggregation algorithms

Initial prototype, with documentation, of the algorithms for energy disaggregation into end uses

Final user tracking algorithms

Final prototype with documentation of the algorithms for tracking the presence and movement of users in different indoor conditions updated after the validation in the pilots

Data Management Plan

Adheres to the H2020 Data Management Guidelines. Survey of smart energy standards and adoption recommendations. Survey of the Open Data initiatives in the area of energy usage data; deployment plan for publication of data set. Completed early to provide necessary information to WP7, but will be updated, if new information arises, in D8.6 Final exploitation plan.

Publikacje

enCOMPASS — An integrative approach to behavioural change for energy saving

Autorzy: Piero Fraternali, Sergio Herrera, Jasminko Novak, Mark Melenhorst, Dimitrios Tzovaras, Stelios Krinidis, Andrea Emilio Rizzoli, Cristina Rottondi, Francesca Cellina
Opublikowane w: 2017 Global Internet of Things Summit (GIoTS), Issue Yearly, 2017, Page(s) 1-6, ISBN 978-1-5090-5873-0
Wydawca: IEEE
DOI: 10.1109/giots.2017.8016256

Machine Learning Based Occupancy Detection via the Use of Smart Meters

Autorzy: T. Vafeiadis, S. Zikos, G. Stavropoulos, D. Ioannidis, S. Krinidis, D. Tzovaras, K. Moustakas
Opublikowane w: 2017 International Symposium on Computer Science and Intelligent Controls (ISCSIC), Issue Yearly, 2017, Page(s) 6-12, ISBN 978-1-5386-2941-3
Wydawca: IEEE
DOI: 10.1109/iscsic.2017.15

A Socio-Technical System Based on Gamification Towards Energy Savings

Autorzy: Piero Fraternali, Francesca Cellina, Sergio Herrera, Stelios Krinidis, Chiara Pasini, Andrea Emilio Rizzoli, Cristina Rottondi and Dimitrios Tzovaras
Opublikowane w: IEEE International Conference on Pervasive Computing, 2018, Workshop on Pervasive Sensing for Sustainable Smart Cities and Smart Buildings, Issue Yearly, 2018, Page(s) 6
Wydawca: IEEE

Energy-based decision engine for household human activity recognition

Autorzy: A. Vafeiadis, T. Vafeiadis, S. Zikos, S. Krinidis, K. Votis, D. Giakoumis, D. Ioannidis, D. Tzovaras, L. Chen, R. Hamzaoui
Opublikowane w: IEEE International Conference on Pervasive Computing, 2018, Pervasive Computing and Communications Workshops, Issue Yearly, 2018, Page(s) 6
Wydawca: IEEE

DROP and FUNERGY - Two Gamified Learning Projects for Water and Energy Conservation

Autorzy: Spartaco Albertarelli, Piero Fraternali, Jasminko Novak, Andrea-Emilio Rizzoli and Cristina Rottondi
Opublikowane w: 11th European Conference on Games Based Learning, 5 - 6 October 2017, Graz, Austria, Issue Yearly, 2017, Page(s) 4
Wydawca: ACPI

How to cook an Agile Web Based Model Driven Environment in a night

Autorzy: Carlo Bernaschina
Opublikowane w: International Conference on Web Engineering (ICWE'18), Issue Yearly, 2018, Page(s) 2
Wydawca: ICWE

Model Based Rapid Prototyping and Evolution of Web Application

Autorzy: Carlo Bernaschina and Emanuele Falzone
Opublikowane w: International Conference on Web Engineering (ICWE'18), Issue Yearly, 2018, Page(s) 4
Wydawca: ICWE

Intelligent Code Generation for Model Driven Web Development

Autorzy: Carlo Bernaschina and Emanuele Falzone
Opublikowane w: International Workshop on Maturity of Web Engineering Practices (MATWEP'18), Issue Yearly, 2018, Page(s) 8
Wydawca: MATWEP

Stimulating energy-saving behaviour through eco-feedback, adaptive gamification and personalized recommendations

Autorzy: Jasminko Novak, Mark Melenhorst, Isabel Micheel, Piero Fraternali, Chiara Pasini, Sergio Herrera, Balazs Hidasi
Opublikowane w: Proceedings of BEHAVE 2018 - 5th European Conference on Behaviour and Energy Efficiency, Issue Bi-annual, 2018, Page(s) 2
Wydawca: BEHAVE

Metaphorical Visualizations of Energy Saving Impact for Behavioural Change: A Goal-Framing Approach and Results from an Online Crowd Evaluation

Autorzy: Mark Melenhorst, Ksenia Koroleva and Jasminko Novak
Opublikowane w: Proceedings of BEHAVE 2018 - 5th European Conference on Behaviour and Energy Efficiency, Issue Bi-annual, 2018, Page(s) 2
Wydawca: BEHAVE

Determinants of sustainable energy consumption in public buildings

Autorzy: Dumciuviene, Daiva; Cibinskiene, Akvilė; Melenhorst, Mark; Novak, Jasminko
Opublikowane w: IAPE 2019: proceedings of the international conference on innovative applied energy, Issue 14-15 March, 2019, 2018, Page(s) p. 1, ISBN 9781-912532056
Wydawca: IAPE, 2019

Determinants of sustainable energy consumption in schools

Autorzy: Daiva Dumciuviene, Akvile Cibinskiene, Mark Melenhorst, Jasminko Novak
Opublikowane w: Sustainable Development and Energy International Conference (ESDEIC), Issue 25-27 June, 2018, 2018, Page(s) 1382
Wydawca: MDPI

Recurrent Neural Networks with Top-k Gains for Session-based Recommendations

Autorzy: Balázs Hidasi, Alexandros Karatzoglou
Opublikowane w: Proceedings of the 27th ACM International Conference on Information and Knowledge Management - CIKM '18, 2018, Page(s) 843-852, ISBN 9781-450360142
Wydawca: ACM Press
DOI: 10.1145/3269206.3271761

An augmented reality game for energy awareness

Autorzy: Piero Fraternali, Spartaco Albertarelli, Sergio Luis Herrera
Opublikowane w: 12th International Conference on Computer Vision Systems, Issue September 23 – 25 2019, 2019
Wydawca: Springer

Anomaly detection in smart meters

Autorzy: T. Vafeiadis, A. Alexiadis, V. Dimaridou, S. Krinidis, K. Kitsikoudis, L. Makris, D. Davidovic, D. Ioannidis, D. Tzovaras
Opublikowane w: 14th Conference of Slovenian Electric Power Engineers, Issue 21-23 May 2019, 2019
Wydawca: cired

Exploitation of the European Research Projects Aiming to Achieve a Behavior Change for Energy Saving Through Innovative IT Solutions

Autorzy: Launonen, Tisov, Germini, Olivadese, Koroleva, Lukasik, Malamou, Arabsolgar, Zacharis, Garbi
Opublikowane w: Proceedings, Issue 20/1, 2019, Page(s) 13, ISSN 2504-3900
Wydawca: MDPI
DOI: 10.3390/proceedings2019020013

Thermal Comfort and Visual Comfort Inference for Residential Users

Autorzy: Christos Timplalexis
Opublikowane w: Research & Development in Material Science, Issue 11/5, 2019, Page(s) 1217-1219, ISSN 2576-8840
Wydawca: Crimson Publisher
DOI: 10.31031/rdms.2019.11.000771

Metabolic Rate and Clothing Estimation for Thermal Comfort Inference

Autorzy: Christos Timplalexis
Opublikowane w: Research & Development in Material Science, Issue 11/4, 2019, Page(s) 1202-1204, ISSN 2576-8840
Wydawca: Crimson Publisher
DOI: 10.31031/rdms.2019.11.000767

Occupancy Inference based on Machine Learning Techniques

Autorzy: T. Vafeiadis, S. Zikos, D. Ioannidis, S. Krinidis, D. Tzovaras
Opublikowane w: IEEE Computer Society Special Technical Community on Sustainable Computing, Issue Volume 6, Issue 2, 2018, ISSN 2520-8942
Wydawca: IEEE

Determinants of Energy Saving: Evidence from a Vocational School in Greece

Autorzy: Daiva Dumciuviene, Akvile Cibinskiene, Meda Andrijauskiene
Opublikowane w: Energies, Issue 12/19, 2019, Page(s) 3647, ISSN 1996-1073
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en12193647

Indoor and Outdoor Temperature Impact on Residential Consumption - A Study in Greece

Autorzy: Asimina Dimara
Opublikowane w: Research & Development in Material Science, Issue 11/5, 2019, Page(s) 1220-1222, ISSN 2576-8840
Wydawca: Crimson Publisher
DOI: 10.31031/rdms.2019.11.000772

Funergy, a hybrid game for energy awareness

Autorzy: Piero Fraternali, Sergio Luis Herrera & Spartaco Albertareli
Opublikowane w: The 8th DACH+ Conference on Energy Informatics, Issue September 26 – 27 2019, 2019
Wydawca: Springer

A Dynamic Convergence Algorithm for Thermal Comfort Modelling

Autorzy: Asimina Dimara, Christos Timplalexis, Stelios Krinidis, Dimitrios Tzovaras
Opublikowane w: Computer Vision Systems - 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23–25, 2019, Proceedings, Issue 11754, 2019, Page(s) 680-689, ISBN 978-3-030-34994-3
Wydawca: Springer International Publishing
DOI: 10.1007/978-3-030-34995-0_62

Energy Consumption Patterns of Residential Users: A Study in Greece

Autorzy: Aristeidis Karananos, Asimina Dimara, Konstantinos Arvanitis, Christos Timplalexis, Stelios Krinidis, Dimitrios Tzovaras
Opublikowane w: Computer Vision Systems - 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23–25, 2019, Proceedings, Issue 11754, 2019, Page(s) 639-650, ISBN 978-3-030-34994-3
Wydawca: Springer International Publishing
DOI: 10.1007/978-3-030-34995-0_58

Thermal Comfort Metabolic Rate and Clothing Inference

Autorzy: Christos Timplalexis, Asimina Dimara, Stelios Krinidis, Dimitrios Tzovaras
Opublikowane w: Computer Vision Systems - 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23–25, 2019, Proceedings, Issue 11754, 2019, Page(s) 690-699, ISBN 978-3-030-34994-3
Wydawca: Springer International Publishing
DOI: 10.1007/978-3-030-34995-0_63

6th Academy of International Business Central Eastern European (AIB-CEE) Chapter Annual Conference: „International Business in the Dynamic Environment: Changes in Digitalization, Innovation and Entrepreneurship”. Book of abstracts

Autorzy: Cibinskiene, Akvilė; Dumciuviene, Daiva; Andrijauskienė, Meda
Opublikowane w: AIB-CEE 2019 : 6th Academy of International Business Central Eastern European (AIB-CEE) chapter annual conference: „International business in the dynamic environment: changes in digitalization, innovation and entrepreneurship”, 25-27 September, 2019, Kaunas, Lithuania : book of abstracts, Issue 25-27 September, 2019,, 2019, Page(s) p. 98, ISBN 9786-090216378
Wydawca: Kaunas University of Technology
DOI: 10.5755/e01.9786090216378

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