Task Force: Application of Big Data Analytic on Transmission System Dynamic Security Assessment
Introduction
The Task Force Application of Big Data Analytic on Transmission System Dynamic Security Assessment belongs to the IEEE PES Subcommittee on Big Data & Analytics for Power Systems and is part of the IEEE Power & Energy Society (IEEE PES).
The energy demand is continuously growing as result of a more digital and technological Society and energy transitions are pushing towards more sustainable societies demanding for modern and carbon-free energy grids.
Implementing measures to fulfil the energy demand mainly based on green energy sources involves technical and economic challenges such as dependency on cross border exchange, the reinforcement of the existing transmission capacity and the need of flexibility by means of creating new interconnections with border countries. As a consequence, the transmission system is becoming vulnerable and operates closer to its boundary conditions, hence becoming more difficult to operate in real time. Consequently, utilities require higher degree of observability in the network from of advance measuring infrastructure in order to improve the decision making and situational awareness of the transmission system.
Under this context, big data analytic (data mining, artificial intelligence and machine learning) unfolds new opportunities to develop sophisticated online and offline dynamic security assessment tools, particularly in bulk power systems where transmission system operators are struggling to cope with expanding data flows and computational demands.
Mission and Scope
Our task force pursues several goals. The following points describe what the Task Force will do in the coming years.
- Achieve transfer of knowledge between different scientific communities to solve challenging power system problems and bridge the gap between these communities.
- Evaluate how innovative algorithms could be used in the control room of power system operators to facilitate the decision making and to find stability margins in order to guarantee a secure operation.
- Enhance the value of available data in control rooms, quickly, easily and precise.
- Development of offline/online tools for parameter validation in control rooms.
- Provide a high quality report with a compilation of data mining, artificial intelligence and machine learning applications for the secure operation of transmission systems.
Planned Activities
The following activities are planned for the upcoming years:
- Physical meetings of the Task Force during the PES General Meetings 2020, 2021 and 2022
- Virtual Meetings, at least two per year (Autumn & Spring)
- Organization of one panel session in an IEEE PES Conference, 2021
- International Workshop in Tianjin University, 2021
Furthermore, several reports are scheduled for the future:
- Report 1 "Data handling on transmission systems: A survey of needs for transmission utilities to understand they current issues related with continuous grow of data in control rooms", end 2020
- Special issue of the Task Force in an international journal, announced before the end of 2021
- Report 2 "Application of data mining, artificial intelligence and machine learning algorithms to maintain the secure operation of transmission systems", by IEEE PES General Meeting 2022
Upcoming Activities 2022
- January 30th 2022: Deadline to submit a paper on the SEGAN SI on "Applications of machine learning and statistical methods for dynamic security assessment on transmission systems"
- February 24th 2022: First TF Meeting for 2022
- May 2022: Panel Session on IEEE SGSMA 2022, Split, Croatia
- May 31st 2022: Second TF Meeting for 2022
- July 20th 2022: Third TF Meeting for 2022
- July 2022: Panel Session "Data collection and future needs to account for the continuous growth of sensing data in control rooms", IEEE PES GM, Denver, USA
- August 2022: Announcement of Second Technical Report
- September 2022: 6th International Workshop DynPOWER 2022, Winterthur, Switzerland, and online (hybrid event)
- October 27th 2022: Fourth TF Meeting for 2022
Past Activities
- August 2020: Official Task Force kick-off meeting during the IEEE PES GM 2020, Montreal, Canada (virtual)
- August 2020: Panel Session "Integration of various enhanced situational awareness of power systems", IEEE PES GM 2020, Montreal, Canada (virtual)
- September 2020: 4th International Workshop DynPOWER 2020, Zürich, Switzerland (virtual)
- October 2020: Virtual TF meeting (all members)
- November 2020: Panel Session "Data Analytics for Smart Energy Systems", IEEE Sustainable Power & Energy Conference iSPEC 2020, Chengdu, China (virtual)
- December 2020: Panel Session "Big Data Analytics for Smart Energy Systems", 12th International Conference on Applied Energy 2020, Bangkok, Thailand (virtual)
- February 2021: First TF Meeting for 2021
- May 2021: Panel Session "Synchrophasor and Monitoring data handling: A perspective of ongoing TSOs approaches", in IEEE SGSMA 2021 Conference
- May 2021: Second TF Meeting for 2021
- July 2021: Panel Session "Advanced Data Analytics for Probabilistic Security Assessment", during IEEE PES GM 2021
- July 2021: Third TF Meeting for 2021
- September 2021: 5th International Workshop DynPOWER 2021 (virtual).
- October 2021: Fourth TF Meeting for 2021
- November 2021: Realization of the first joint publication as open source document
- December 2021: Last TF Meeting for 2021
Core Members
| Name | Institution | Country |
|---|---|---|
| Mario Paolone | EPFL | Switzerland |
| Vladimir Terzija | Skoltech | Russia |
| Hjörtur Jóhannsson | DTU | Denmark |
| Marcos Netto | National Renewable Energy Laboratory | USA |
| Venkat Krishnan | National Renewable Energy Laboratory | USA |
| Yingchen Zhang | National Renewable Energy Laboratory | USA |
| Yoshihiko Susuki | Osaka Prefecture University | Japan |
| Simon Tindemans | TU Delft | Netherlands |
| Jose Luis Rueda Torres | TU Delft | Netherlands |
| Jochen Cremer | Imperial College London | UK |
| Federica Bellizio | Imperial College London | UK |
| Balarko Chaudhuri | Imperial College London | UK |
| Mingyang Sun | Zhejiang University | China |
| Yajun Wang | Dominion Energy | USA |
| Robert Eriksson | Svenska Kraftnät | Sweden |
| Rusejla Sadikovic | Swissgrid | Switzerland |
| Mats Larsson | ABB Corportate Research | Switzerland |
| Hector Chavez | University of Santiago de Chile | Chile |
Documents, Links and Reports
The following documents are provided by our task force free of charge:
Contact
If you are interested in the work of this group and want to receive information about the upcoming activities, please contact any of the officers of the Task Force.
Officers of the Task Force
The management of the Task Force consists of an international team of four people.
- Chair: Dr. Rafael Segundo, Zürcher Hochschule für Angewandte Wissenschaften (ZHAW)
- Vice-Chair: Prof. Yanli Liu, Tianjin University
- Secretary: Prof. Petr Korba, Zürcher Hochschule für Angewandte Wissenschaften (ZHAW)
- Secretary: Prof. Emilio Barocio, Universidad de Guadalajara