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Self-organising Thermal Operational Resource Management

Deliverables

STORM controller evaluation report

Controller prototype evaluation report

Report on STORM international and local dissemination activities

The report will present the dissemination activities implemented by the consortium to maximise the STORM impact. The final version will include the proceedings of the closing event and projects seminar and workshops. All related documentation will be annexed to the report.

Report on education modules for universities of applied science in Europe

The report will describe the educational modules and activities performed by the STORM consortium

Final report on the performance of the STORM controller

A final report describing the performance of the STORM controller with respect to the calls objectives, by comparing the operation of the STORM-controller to the reference data. In this report also the lessons learnt from the testing period are described and recommendations will be made for further development of the STORM-controller.

Report on training courses for professionals (proceedings of 5 training seminars)

The report will present proceedings of 5 training seminars delivered in 5 places in Europe with objectives, participants, key results and outcomes.

Report on classification of DHC networks and control strategies

This report will contain a detailed description of the different DHC network types and their related control strategies. The results will be used as an input of the replication tasks in WP6.

Economic assessment of business models for DHC networks operators

This report will contain a detailed economic (cost/benefit) analysis of the innovative business models identified for DHC networks companies and consumers. In this report a connection will be made to the energy saving potential and implementation of sustainable sources for the grid coming forwards from the business models. This report will be used as an input for the quantitative and qualitative analysis of the use cases in WP5 for other districts and countries ensuring a widely replicable controller.

Controller framework compatibility report

Report describing communication protocols and system compatibility of the controller framework

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Publications

Operational thermal load forecasting in district heating networks using machine learning and expert advice

Author(s): Davy Geysen, Oscar De Somer, Christian Johansson, Jens Brage, Dirk Vanhoudt
Published in: Energy and Buildings, Issue 162, 2018, Page(s) 144-153, ISSN 0378-7788
DOI: 10.1016/j.enbuild.2017.12.042

Thermal load forecasting in district heating networks using deep learning and advanced feature selection methods

Author(s): Gowri Suryanarayana, Jesus Lago, Davy Geysen, Piotr Aleksiejuk, Christian Johansson
Published in: Energy, Issue 157, 2018, Page(s) 141-149, ISSN 0360-5442
DOI: 10.1016/j.energy.2018.05.111

Operational Demand Forecasting In District Heating Systems Using Ensembles Of Online Machine Learning Algorithms

Author(s): Christian Johansson, Markus Bergkvist, Davy Geysen, Oscar De Somer, Niklas Lavesson, Dirk Vanhoudt
Published in: Energy Procedia, Issue 116, 2017, Page(s) 208-216, ISSN 1876-6102
DOI: 10.1016/j.egypro.2017.05.068

Status of the Horizon 2020 Storm Project

Author(s): Dirk Vanhoudt, Bert Claessens, Johan Desmedt, Christian Johansson
Published in: Energy Procedia, Issue 116, 2017, Page(s) 170-179, ISSN 1876-6102
DOI: 10.1016/j.egypro.2017.05.065