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Pan-European system with an efficient coordinated use of flexibilities for the integration of a large share of RES

Leistungen

"D11.5 Communication and dissemination plan (#4)"

The D&C plan based on an impact-enabling approach will be focussed on the replication involving multiple stakeholders. Task 11.1

"D11.8 Communication and dissemination plan (#7)"

The DC plan based on an impactenabling approach will be focussed on the replication involving multiple stakeholders Task 111

"D11.20 Project flier and brochure (#3)"

A simple flyer and a brochure for multiple stakeholders based on infographics and images and inviting recipients to visit the website for more detailed informationTask 112

"D11.24 Policy workshops in Brussels (#4)"

Public report presenting the workshops conclusions Task 11.5

"D11.6 Communication and dissemination plan (#5)"

The D&C plan based on an impact-enabling approach will be focussed on the replication involving multiple stakeholders. Task 11.1

"D11.21 Policy workshops in Brussels (#1)"

Public report presenting the workshops conclusions Task 11.5

D5.3 Report describing the data collection, storage and processing requirements as identified from the use cases and new data collection, storage and processing functionality for the demonstrations of WP9

Identified requirements elicited methodologies and new functionalities for data exchanges data storage and data processing contributing to formulating the flexibility roadmap for the European gridTask 53

"D11.32 Project Management Plan (#2)"

This deliverable includes a schedule per task, responsible partner related subtasks, related deliverables and dependencies on other tasks. It involves an update of the Gantt chart. The due date is foreseen in M16 because the firt reporting period will be close.

D5.1 Report: Recommended data exchange conceptual model for Europe

A conceptual data exchange model UML for the panEuropean system with descriptions including functionalities processes roles and services Task 51

D5.4 Report on data security and privacy guidelines and feasible cyber security methods for data exchange platform

Extensive data security and privacy guidelines and feasible cyber security methods for data exchange platforms Task 54

D8.4 Synthesis of the EDF Concept Grid demonstration - public version

0perational version integrating software and control modules for EDF Concept Grid demonstrator Only public information task 83

D2.1 State-of-the-art by the most recent results obtained in various research and development projects across and beyond Europe on the integration of RES in a power system

State-of-the-art by the most recent results obtained in various research and development projects across and beyond Europe on the integration of RES in a power system (Task 2.1)

"D11.22 Policy workshops in Brussels (#2)"

Public report presenting the workshops conclusions Task 11.5

D2.3 Report on updated models consistent with scenarios described in D2.2

Description of global structure and operating principles of the continental European model and NI-IRE System model (Task 2.3)

D6.3 Grid Simulations and simulations tools. Preliminary results

Report including the first results regarding the models and simulations of the networks from the different demonstrations (Task 6.3)

D5.2 Report (including UML use cases diagrams) describing the different use cases identified using the IEC 62559 methodology and template

Use cases that are useful for scalability studies and for WP9 demonstrators and that mean more potential for power system health with focus on TSO operations but not only and can be implemented in different countriesTask 52

D6.2 Forecast: Data, Methods and Processing. A common description

Common description of requirements regarding the interface of TSO/DSO to ensure that all trials are speaking the same language. (Task 6.3)

"D11.17 Project newsletter (#8)"

Six monthly newsletter presenting the las novelties of the project and related information Task 112

D3.3 Business use cases for innovative system services

A repository of applicable BUCs, both in UML format and generated word documents, for the demonstrations (Task 3.3)

D6.4 General description of the used data as a basis for a general data principle

Report including the communication interfaces between the actors involved in the 3 demonstrators (Task 6.3)

D11.1 Project website and social media channels

The repository of any communications and public contents but also a major distribution channel designed for multiple audiences. Task 11.3

D10.1 Report on the selection of KPI for the demonstrations

Key Performance Indicators in order to measure the impact and prepare the deployment of the solutions tested in experiments in terms of different aspects: technical and energy-related, economic, and environmental aspects. (Task 10.1)

"D11.33 Project Management Plan (#3)"

This deliverable includes a schedule per task, responsible partner related subtasks, related deliverables and dependencies on other tasks. It involves an update of the Gantt chart. The due date is foreseen in M28 because the second reporting period will be close.

D10.3 Assessment of the technical reliability performance of EUSysFlex soluations

Assesments on reliability of the solutions tested in the SysFlex project Task 101

"D11.14 Project newsletter (#5)"

Six monthly newsletter presenting the las novelties of the project and related information Task 112

"D11.12 Project newsletter (#3)"

Six monthly newsletter presenting the las novelties of the project and related information. Task 11.2

"D11.10 Project newsletter (#1)"

Six monthly newsletter presenting the las novelties of the project and related information. Task 11.2

D2.2 Report on scenarios for the simulation of system flexibility assessment

Description of HiRes and LoRes scenarios with electrification of heat and transport, with at least 50% RES-E (Task 2.2)

D11.28 Report on communication in media, at research & industry events, specialised journals

Analysis of the impacts generated via the implementation of the dissemination communication and replication strategies adopted by the project Task 116

D2.5 Report on base case costs and revenues

Comprehensive market revenues and cost benefit study, from the production cost modelling. (Task 2.5)

"D11.31 Project Management Plan (#1)"

This deliverable includes a schedule per task, responsible partner related subtasks, related deliverables and dependencies on other tasks. It involves completing the initial Gantt chart.

"D11.18 Project flier and brochure (#1)"

A simple flyer and a brochure for multiple stakeholders, based on infographics and images and inviting recipients to visit the website for more detailed information.Task 11.2

"D11.27 Policy workshops in national capitals (#2)"

Public report presenting the workshops conclusions Task 115

"D8.2 Feedback report (#1)"

Feedbacks of the EDF Concept Grid demonstrator: technical feasibility of multi-services provision and optimal coordination of multi-resources. Only public information (Task 8.2)

D4.3 Report on operator training outcomes with multiple TSO session held in DTS in Warsaw

Report including the findings and recommendations from the demonstrations and the realscale replicability simulations Task 44

"D4.6 Operation and integration considerations for distinct Qualifier trial providing units of system services. Considerations for large scale deployment of same including operator application requirements and scheduling software (#3)"

Considerations for large scale deployment of same including operator application requirements and scheduling software Task 44

D6.10 Opportunities arising from Decentralized Flexibility Resources to serve the Needs of both DSOs and TSOs - Results and Recommendations from the Demonstrators

Report including common conclusions and recommendations from the 3 demonstrators in order to contribute to the WP objectives and overall project results Task 65

D3.2 Conceptual role model and market / regulatory frameworks for innovative system services

Conceptual role models, issues/barriers and solutions assessment of market/regulatory framework aspects for the selected innovative products for system services. (Task 3.2)

"D11.15 Project newsletter (#6)"

Six monthly newsletter presenting the las novelties of the project and related information Task 112

"D11.11 Project newsletter (#2)"

Six monthly newsletter presenting the las novelties of the project and related information. Task 11.2

D10.4 Assessment of the scalability and replicability of EUSysFlex solutions

Assesments on scalability and replicability of the solutions tested in the SysFlex project It will identify opportunities and barriers in scalability of the solutions which will be addressed in the development of the flexibility roadmap in task 102 Task 101

"D4.4 Operation and integration considerations for distinct Qualifier trial providing units of system services. Considerations for large scale deployment of same including operator application requirements and scheduling software (#1)"

Considerations for large scale deployment of same including operator application requirements and scheduling software (Task 4.4)

D1.1 Consortium operating procedures

Project management plan summarizing all the required knowledge for the good management of the project (in terms of administrative forms, financial aspects, quality process, etc.) (Task 1.1)

"D11.9 Communication and dissemination plan (#8)"

The DC plan based on an impactenabling approach will be focussed on the replication involving multiple stakeholders Task 111

D4.7 TSO and DSO considerations for training, scheduling and dispatch software in a High RES-E world

Operator protocol which will meet their specific system and market conditions This protocol will act as a key input into the Flexibility Roadmap for Europe developed in WP10Task 44

"D11.7 Communication and dissemination plan (#6)"

The DC plan based on an impactenabling approach will be focussed on the replication involving multiple stakeholders Task 111

D10.5 European flexibility roadmap

Flexibility roadmap and practical policy guidelines regarding the reform of the current European market and regulatory framework to facilitate the implementation of the EU flexibility roadmap Task 102

"D11.13 Project newsletter (#4)"

Six monthly newsletter presenting the las novelties of the project and related information. Task 11.2

"D8.3 Feedback report (#2)"

Feedbacks of the EDF Concept Grid demonstrator technical feasibility of multiservices provision and optimal coordination of multiresources Only public information Task 82

"D11.16 Project newsletter (#7)"

Six monthly newsletter presenting the las novelties of the project and related information Task 112

D8.1 Detailed specification for field testing

Functional specifications and alignment to overall use cases requirements / architecture (Task 8.1)

"D11.3 Communication and dissemination plan (#2)"

The D&C plan based on an impact-enabling approach will be focussed on the replication involving multiple stakeholders. Task 11.1

D5.5 Report: Proposal for data exchange standards and protocols

Proposal for suitable standards and protocols for data exchange platform solutions and methods on how to update and communicate changes in standards Task 55

D2.6 Report with supporting evidence and modelling to satisfy technical scarcities

Report on relevance of the modalities considered in the demonstration projects to the relevance and impact of the system analysis Task 26

"D11.2 Communication and dissemination plan (#1)"

The D&C plan based on an impact-enabling approach will be focussed on the replication involving multiple stakeholders. Task 11.1

D2.4 Report on detailed technical shortfall simulations including model initalisation and study outcomes

Report including the aggregated results of the 8760 cases used to assess the aggregate technical characteristics of the power system between the low and high RES-E scenarios and also a comparison of the change of these technical characteristics at a system level for the EU and the NI-IRE power systems. (Task 2.4)

D6.6 Demonstrators for flexibility provision from decentralised resources, common view

Deployment plan which includes technical specifications, procurement procedures for technical equipment, timeline for installations and monitoring procedures) (Task 6.4)

"D11.4 Communication and dissemination plan (#3)"

The D&C plan based on an impact-enabling approach will be focussed on the replication involving multiple stakeholders. Task 11.1

"D11.19 Project flier and brochure (#2)"

A simple flyer and a brochure for multiple stakeholders, based on infographics and images and inviting recipients to visit the website for more detailed information.Task 11.2

D6.1 Demonstrators’ system use cases description

The developed business use cases from WP3 translated into system use cases Task 6.2)

"D11.26 Policy workshops in national capitals (#1)"

Public report presenting the workshops conclusions Task 11.5

"D11.25 Policy workshops in Brussels (#5)"

Public report presenting the workshops conclusions Task 115

D3.1 Product definition for innovative system services

Classification, detailed description and analysis of selected products for needed system services. (Task 3.1)

D6.5 Optimization tools and first applications in simulated environments

Report about the range of flexibilities determined and utilize in each demonstrator.(Task 6.3)

"D4.5 Operation and integration considerations for distinct Qualifier trial providing units of system services. Considerations for large scale deployment of same including operator application requirements and scheduling software (#2)"

Considerations for large scale deployment of same including operator application requirements and scheduling software (Task 4.4)

D10.2 Assessment of the technical energy performances of EUSysFlex solutions

Assesments on technoenergy aspects of the solutions tested in the SysFlex project This informs the highlevel costbenefit analysis performed in WP2 Task 101

"D11.23 Policy workshops in Brussels (#3)"

Public report presenting the workshops conclusions Task 11.5

D4.1 Developed dispatch & scheduling software for multiple system services provision from new technology

A standalone platform able to support the analysis and scheduling of system services across a range of technology providers. (Task 4.1)

Veröffentlichungen

On the temporal granularity of joint energy-reserve markets in a high-RES system

Autoren: Mathias Hermans, Kenneth Bruninx, Kenneth Van den Bergh, Kris Poncelet, Erik Delarue
Veröffentlicht in: Applied Energy, Ausgabe 297, 2021, Seite(n) 117172, ISSN 0306-2619
Herausgeber: Pergamon Press Ltd.
DOI: 10.1016/j.apenergy.2021.117172

Fast parallel Newton–Raphson power flow solver for large number of system calculations with CPU and GPU

Autoren: Zhenqi Wang, Sebastian Wende-von Berg, Martin Braun
Veröffentlicht in: Sustainable Energy, Grids and Networks, Ausgabe 27, 2021, Seite(n) 100483, ISSN 2352-4677
Herausgeber: Elsevier Limited
DOI: 10.1016/j.segan.2021.100483

Approximating multi-purpose AC Optimal Power Flow with reinforcement trained Artificial Neural Network

Autoren: Zhenqi Wang; Jan-Hendrik Menke; Florian Schäfer; Martin Braun; Alexander Scheidler; UniKassel Fraunhofer IEE
Veröffentlicht in: Energy and AI, 2022, ISSN 2666-5468
Herausgeber: Elsevier
DOI: 10.1016/j.egyai.2021.100133

Active Power Curtailment in Power System Planning

Autoren: Roman Bolgaryn; Zhenqi Wang; Alexander Scheidler; Martin Braun; UniKassel Fraunhofer IEE
Veröffentlicht in: IEEE Open Access Journal of Power and Energy, 2021, ISSN 2687-7910
Herausgeber: IEEE
DOI: 10.1109/oajpe.2021.3118445

Energy and reserve markets: interdependency in electricity systems with a high share of renewables

Autoren: Kenneth Van den Bergh, Erik Delarue
Veröffentlicht in: Electric Power Systems Research, Ausgabe 189, 2020, Seite(n) 106537, ISSN 0378-7796
Herausgeber: Elsevier BV
DOI: 10.1016/j.epsr.2020.106537

Incorporating Non-Convex Operating Characteristics Into Bi-Level Optimization Electricity Market Models

Autoren: Yujian Ye, Dimitrios Papadaskalopoulos, Jalal Kazempour, Goran Strbac
Veröffentlicht in: IEEE Transactions on Power Systems, Ausgabe 35/1, 2020, Seite(n) 163-176, ISSN 0885-8950
Herausgeber: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpwrs.2019.2925317

Backbone—An Adaptable Energy Systems Modelling Framework

Autoren: Niina Helistö, Juha Kiviluoma, Jussi Ikäheimo, Topi Rasku, Erkka Rinne, Ciara O’Dwyer, Ran Li, Damian Flynn
Veröffentlicht in: Energies, Ausgabe 12/17, 2019, Seite(n) 3388, ISSN 1996-1073
Herausgeber: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en12173388

Optimum Operation of Battery Storage System in Frequency Containment Reserves Markets

Autoren: Poria Hasanpor Divshali, Corentin Evens
Veröffentlicht in: IEEE Transactions on Smart Grid, 2020, Seite(n) 1-1, ISSN 1949-3053
Herausgeber: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsg.2020.2997924

Aggregated dynamic model of active distribution networks for large voltage disturbances

Autoren: Nuno Fulgêncio, Carlos Moreira, Leonel Carvalho, João Peças Lopes
Veröffentlicht in: Electric Power Systems Research, Ausgabe 178, 2020, Seite(n) 106006, ISSN 0378-7796
Herausgeber: Elsevier BV
DOI: 10.1016/j.epsr.2019.106006

Quantification of the Energy Storage Contribution to Security of Supply through the F-Factor Methodology

Autoren: Spyros Giannelos, Predrag Djapic, Danny Pudjianto, Goran Strbac
Veröffentlicht in: Energies, Ausgabe 13/4, 2020, Seite(n) 826, ISSN 1996-1073
Herausgeber: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en13040826

Deep Reinforcement Learning for Strategic Bidding in Electricity Markets

Autoren: Yujian Ye, Dawei Qiu, Mingyang Sun, Dimitrios Papadaskalopoulos, Goran Strbac
Veröffentlicht in: IEEE Transactions on Smart Grid, Ausgabe 11/2, 2020, Seite(n) 1343-1355, ISSN 1949-3053
Herausgeber: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsg.2019.2936142

Impact of variable RES in the European power system for 2050 – a technical and economic analysis as part of EU-SysFlex Project

Autoren: B. Caroline, C. Camille, D. Anne, S. Marcelo
Veröffentlicht in: IAEE 2021, 2021
Herausgeber: IAEE

Probabilistic estimation of the aFRR requirement in the future European power system with high RES penetration

Autoren: Juliette MORIN, Grégoire PRIME, Ye WANG
Veröffentlicht in: 2019 Wind Integration Workshop, 2019
Herausgeber: Energynautics

Fast parallel quasi-static time series simulator for active distribution grid operation with pandapower

Autoren: Zhenqi Wang; Zheng Liu; Markus Kraiczy; Nils Bornhorst; Sebastian Wende-von Berg; Martin Braun; UniKassel, Fraunhofer IEE
Veröffentlicht in: CIRED 2021 - The 26th International Conference and Exhibition on Electricity Distribution, 2021
Herausgeber: IET
DOI: 10.1049/icp.2021.1540

Set-up of a new coordinated process for ancillary services provision from DSO to the TSO: an innovative approach to the exploitation of flexibilities connected to the distribution grid

Autoren: Carla Marino, Simone Tegas, Luigi D’Orazio, Gianluca Di Felice, Daniele Clerici, Giacomo Viganò, Chiara Michelangeli
Veröffentlicht in: 2021
Herausgeber: IET

Provision of FCR reserve by wind power plants: capability and performance assessment based on experimental results

Autoren: V. Gomes,Y. Wang, A. Breton, M. Mourier, L. Holicki, M. Letzel
Veröffentlicht in: 19th Wind and Solar Integration Workshop, 2020
Herausgeber: Energynautics

Inertia need and cost related to system splits for the future Continental Europe power system

Autoren: G.PRIME, N.BOUSSONNIERE, M.DESMARTIN, Y.WANG, J.MORIN
Veröffentlicht in: 2022 CIGRE, 2022
Herausgeber: CIGRE

Assessment of the dynamic frequency stability of the future Continental Europe power system – Interconnected incidents and system splits

Autoren: J. Fournel, G. Prime, Y. Wang
Veröffentlicht in: 2020 CIGRE conference proceedings, 2020
Herausgeber: CIGRE conference

An advanced offline simulation platform to test in realistic conditions the Energy Management System software for operating a Virtual Power Plant

Autoren: H. Baraffe, A. Breton, C. Stefanelli, Y. Wang
Veröffentlicht in: CIRED 2021 conference, 2021
Herausgeber: AIM

Equivalent dynamic model of active distribution networks for large voltage disturbances

Autoren: Nuno Fulgencio, Carlos Moreira, Leonel Carvalho, Joao Pecas Lopes
Veröffentlicht in: 2019 IEEE Milan PowerTech, 2019, Seite(n) 1-6, ISBN 978-1-5386-4722-6
Herausgeber: IEEE
DOI: 10.1109/ptc.2019.8810608

“Operating the Ireland and Northern Ireland Power System with 70% Renewables by 2030: Technical Scarcity Identification”

Autoren: S. Nolan, D. McSwiggan, P. Wall, H. Qazi, D. Corcoran, J. Kelliher and J. O'Sullivan
Veröffentlicht in: Wind Integration Workshop, 2019
Herausgeber: 2019 Wind Integration Workshop

Energy and Reserve Markets: In(ter)dependent in a High-RES World

Autoren: K. van den Bergh, E. Delarue
Veröffentlicht in: 16th IAEE European Conference, 2019
Herausgeber: 16th IAEE European Conference

“Probabilistic estimation of the aFRR requirement in the future European power system with high RES penetration”

Autoren: J. Morin, G. Prime, Y. Wang
Veröffentlicht in: 2019 Wind Integration Workshop, 2019
Herausgeber: 2019 Wind Integration Workshop

Impact of Flexibility Service Requirements on Investment Decisions and Costs

Autoren: C. O’Dwyer, D. Flynn
Veröffentlicht in: 19th Wind Integration Workshop, 2019
Herausgeber: 19th Wind Integration Workshop

Control of Reactive Power in Electricity Distribution Companies.

Autoren: Takala, S.; Pihkala, A.; Heine, P.
Veröffentlicht in: CIRED 25th International Conference on Electricity Distribution, no 1448., 2019
Herausgeber: CIRED2019 conference

Stochastic Bidding Strategy for Electrical Vehicle Charging Stations. Accepted, publication pending.

Autoren: Divshali P.; Evens C.
Veröffentlicht in: Frequency Containment Reserves Markets in IET Generation, Transmission & Distribution, 2020
Herausgeber: Frequency Containment Reserves Markets in IET Generation, Transmission & Distribution

Optimum Day-ahead Bidding Profiles of Electrical Vehicle Charging Stations in FCR Markets

Autoren: Divshali P.; Evens C.
Veröffentlicht in: PSSC 2020, 2020
Herausgeber: PSSC 2020 (conference) and EPSR (Elsevier Journal)

“Operational optimization framework improving DSO/TSO coordination demonstrated in real network operation,” , Berlin, 2020. (Abstract accepted, full paper sent).

Autoren: Stock S., Lӧwer L., Wende-von Berg S., Braun M., Wang Z., Albers W., Calpe C., Staudt M., Silva B., Retorta F., Silva J., Carvalho L.
Veröffentlicht in: 26th CIRED INTERNATIONAL CONFERENCE AND EXHIBITION ON ELECTRICITY DISTRIBUTION, 2020
Herausgeber: 26th CIRED INTERNATIONAL CONFERENCE AND EXHIBITION ON ELECTRICITY DISTRIBUTION

“Processes and Systems for Using Flexibility from Distribution Grid to Integrate a High Share of RES in a Resilient Stable and Efficient Operated Energy Supply System,”

Autoren: Staudt M., Pfeiffer M., Wang Z., Wende-von Berg S., Silva B., Retorta F., Silva J., Carvalho L., Lӧwer L., Stock S., Albers W., Calpe C.
Veröffentlicht in: 18th Wind Integration Workshop, 2019
Herausgeber: 18th Wind Integration Workshop

“Flexibility Hub – Multi service framework for coordination of decentralised flexibilities”

Autoren: J. Villar, J. Aguiar, F. Retorta, B. Silva, N. Fulgêncio, N. Filipe, M. Marques and M. Louro;
Veröffentlicht in: CIRED 25th International Conference on Electricity Distribution, 666, CIRED 2019 (June 2019);, 2019
Herausgeber: CIRED 25th International Conference on Electricity Distribution, 666, CIRED 2019 (June 2019);

Aggregated Forecasting of the Load Control Responses Using a Hybrid Model that Combines a Physically Based Model with Machine Learning, no 105. CIRED2020 Workshop in Berlin (9/2020). Paper accepted, to be published after the conference workshop.

Autoren: Koponen P., Salmi, T., Evens, C., Takala, S., Hyttinen, A., Brester, C., Kolehmainen, M., Niska, H.
Veröffentlicht in: CIRED2020 Workshop in Berlin, 2020
Herausgeber: CIRED2020 Workshop in Berlin

“Enabling the participation of wind energy in energy markets - a Virtual Power Plant approach”,

Autoren: M. Marques, N. Filipe, B. Martins, M. Patena, M. Seydenschwanz and P. Fige;
Veröffentlicht in: Wind Energy Science Conference 2019, Cork, Ireland (June 2019), 2019
Herausgeber: Wind Energy Science Conference 2019, Cork, Ireland (June 2019)

Smart Charging in Office Buildings, no 232

Autoren: Koivuniemi, E., Lepistö, J., Heine, P., Takala, S., Repo, S.
Veröffentlicht in: CIRED2020 Workshop in Berlin (9/2020)., 2020
Herausgeber: CIRED2020 Workshop in Berlin (9/2020)

A Deep Q Network Approach for Optimizing Offering Strategies in Electricity Markets

Autoren: Yujian Ye, Dawei Qiu, Dimitrios Papadaskalopoulos, Goran Strbac
Veröffentlicht in: 2019 International Conference on Smart Energy Systems and Technologies (SEST), 2019, Seite(n) 1-6, ISBN 978-1-7281-1156-8
Herausgeber: IEEE
DOI: 10.1109/sest.2019.8849008

The EU-SysFlex French industrial-scale demonstrator: coordinating distributed resources for multi-services provision

Autoren: Y. Wang, H. Morais, B. Lenz, V. Gomes, T. Godlewski, H. Baraffe
Veröffentlicht in: CIRED 2019 Conference, 2019, ISBN 978-2-9602415-0-1
Herausgeber: AIM
DOI: 10.34890/572

Economic Potential of Explicit Demand Response in Private Electric Vehicle Charging Networks

Autoren: Einolander, Johannes
Veröffentlicht in: 2018
Herausgeber: Aalto University, School of Engineering

Commercial Control of Reactive Power in an Electricity Distribution Company

Autoren: Takala, Suvi
Veröffentlicht in: 2018
Herausgeber: Aalto University, School of Electrical Engineering

“Application and Evaluation of LSTM Architectures for Energy Time-Series Forecasting” Master’s thesis, University of Tartu.

Autoren: Abdullayeva, Gunay.
Veröffentlicht in: 2019
Herausgeber: University of Tartu

The Effects of Load Management Methods in Office Buildings on the Planning of Distribution Networks.

Autoren: Koivuniemi, E. Toimistokiinteistöjen tehonhallintaratkaisujen vaikutukset sähkönjakeluverkon mitoittamiseen.
Veröffentlicht in: 2020
Herausgeber: Tampere University, Finland. Master Thesis. 2/2020. The thesis was conducted at Helen Electricity Network.

Electricity Distribution Network as a Platform for Demand Response.

Autoren: Korpio, J. Sähkönjakeluverkko kysyntäjouston mahdollistajana (in Finnish).
Veröffentlicht in: 2019
Herausgeber: Aalto University; The thesis was conducted at Helen Electricity Network

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