Effect of Communication Failures on State Estimation of 5G-Enabled Smart Grid
Information and Communication Technologies (ICT), Wide Area Measurement Systems (WAMS) and state estimation represent the key-tools for achieving a reliable and accurate knowledge of the power grid, and represent the foundation of an information-based operation of Smart Grids. Nevertheless, ICT brin...
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doaj-7b7742fc2e09402c8eb99946a65113d12021-03-30T01:56:12ZengIEEEIEEE Access2169-35362020-01-01811264211265810.1109/ACCESS.2020.30029819119414Effect of Communication Failures on State Estimation of 5G-Enabled Smart GridTesfaye Amare Zerihun0https://orcid.org/0000-0002-3893-957XMichele Garau1https://orcid.org/0000-0002-9803-9944Bjarne E. Helvik2https://orcid.org/0000-0001-6969-4571Department of Information Security and Communication Technology, Norwegian University of Science and Technology (NTNU), Trondheim, NorwayDepartment of Information Security and Communication Technology, Norwegian University of Science and Technology (NTNU), Trondheim, NorwayDepartment of Information Security and Communication Technology, Norwegian University of Science and Technology (NTNU), Trondheim, NorwayInformation and Communication Technologies (ICT), Wide Area Measurement Systems (WAMS) and state estimation represent the key-tools for achieving a reliable and accurate knowledge of the power grid, and represent the foundation of an information-based operation of Smart Grids. Nevertheless, ICT brings new potential vulnerabilities within the power grid operation, that need to be evaluated. The strong interdependence between power system and ICT systems requires new methodologies for modeling the smart grid as a Cyber Physical System (CPS), and finally analyzing the impact of ICT failures on the power grid operation. This paper proposes a novel methodological approach that combines Stochastic Activity Networks (SAN) modeling and numerical computation for dependability analysis of a 5G-based WAMS. Internal influences such as component failures and external influences such as rain effect are considered, and the impact of these failures are assessed over the WAMS capability to provide reliable data for performing an accurate power network state estimation. Different state estimation approaches (traditional SCADA and PMU-based algorithms) and weather conditions are compared in terms of mean states estimation error and safety. The results highlight that 5G based WAMS result in a close-to-ideal behavior which enforces the prospect of a future adoption for smart grid monitoring applications.https://ieeexplore.ieee.org/document/9119414/Smart gridstate estimationdependability analysis5Gwide area measurement systemstochastic activity network |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tesfaye Amare Zerihun Michele Garau Bjarne E. Helvik |
spellingShingle |
Tesfaye Amare Zerihun Michele Garau Bjarne E. Helvik Effect of Communication Failures on State Estimation of 5G-Enabled Smart Grid IEEE Access Smart grid state estimation dependability analysis 5G wide area measurement system stochastic activity network |
author_facet |
Tesfaye Amare Zerihun Michele Garau Bjarne E. Helvik |
author_sort |
Tesfaye Amare Zerihun |
title |
Effect of Communication Failures on State Estimation of 5G-Enabled Smart Grid |
title_short |
Effect of Communication Failures on State Estimation of 5G-Enabled Smart Grid |
title_full |
Effect of Communication Failures on State Estimation of 5G-Enabled Smart Grid |
title_fullStr |
Effect of Communication Failures on State Estimation of 5G-Enabled Smart Grid |
title_full_unstemmed |
Effect of Communication Failures on State Estimation of 5G-Enabled Smart Grid |
title_sort |
effect of communication failures on state estimation of 5g-enabled smart grid |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2020-01-01 |
description |
Information and Communication Technologies (ICT), Wide Area Measurement Systems (WAMS) and state estimation represent the key-tools for achieving a reliable and accurate knowledge of the power grid, and represent the foundation of an information-based operation of Smart Grids. Nevertheless, ICT brings new potential vulnerabilities within the power grid operation, that need to be evaluated. The strong interdependence between power system and ICT systems requires new methodologies for modeling the smart grid as a Cyber Physical System (CPS), and finally analyzing the impact of ICT failures on the power grid operation. This paper proposes a novel methodological approach that combines Stochastic Activity Networks (SAN) modeling and numerical computation for dependability analysis of a 5G-based WAMS. Internal influences such as component failures and external influences such as rain effect are considered, and the impact of these failures are assessed over the WAMS capability to provide reliable data for performing an accurate power network state estimation. Different state estimation approaches (traditional SCADA and PMU-based algorithms) and weather conditions are compared in terms of mean states estimation error and safety. The results highlight that 5G based WAMS result in a close-to-ideal behavior which enforces the prospect of a future adoption for smart grid monitoring applications. |
topic |
Smart grid state estimation dependability analysis 5G wide area measurement system stochastic activity network |
url |
https://ieeexplore.ieee.org/document/9119414/ |
work_keys_str_mv |
AT tesfayeamarezerihun effectofcommunicationfailuresonstateestimationof5genabledsmartgrid AT michelegarau effectofcommunicationfailuresonstateestimationof5genabledsmartgrid AT bjarneehelvik effectofcommunicationfailuresonstateestimationof5genabledsmartgrid |
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