Practical Implementation of a Security-Dependability Adaptive Voting Scheme Using Decision Trees

Todayâ s electric power system is operated under increasingly stressed conditions. As electrical demand increases, the existing grid is operated closer to its stable operating limits while maintaining high reliability of electric power delivery to its customers. Protective schemes are designed to...

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Main Author: Quint, Ryan David
Other Authors: Electrical and Computer Engineering
Format: Others
Published: Virginia Tech 2014
Subjects:
Online Access:http://hdl.handle.net/10919/35667
http://scholar.lib.vt.edu/theses/available/etd-11112011-131328/
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spelling ndltd-VTETD-oai-vtechworks.lib.vt.edu-10919-356672021-12-08T05:44:50Z Practical Implementation of a Security-Dependability Adaptive Voting Scheme Using Decision Trees Quint, Ryan David Electrical and Computer Engineering Centeno, Virgilio A. De La Ree, Jaime Broadwater, Robert P. adaptive protection decision trees phasor measurement unit phasor data concentrator wide area measurements Todayâ s electric power system is operated under increasingly stressed conditions. As electrical demand increases, the existing grid is operated closer to its stable operating limits while maintaining high reliability of electric power delivery to its customers. Protective schemes are designed to account for pressures towards unstable operation, but there is always a tradeoff between security and dependability of this protection. Adaptive relaying schemes that can change or modify their operation based on prevailing system conditions are an example of a protective scheme increasing reliability of the power system. The purpose of this thesis is to validate and analyze implementation of the Security-Dependability Adaptive Voting Scheme. It is demonstrated that this scheme can be implemented with a select few Phasor Measurement Units (PMUs) reporting positive sequence currents to a Phasor Data Concentrator (PDC). At the PDC, the state of the power system is defined as Stressed or Safe and a set of relays either vote or perform normal operation, respectively. The Adaptive Voting Scheme was implemented using two configurations: hardware- and software-based PDC solutions. Each was shown to be functional, effective, and practical for implementation. Practicality was based on the latency of Wide Area Measurement (WAM) devices and the added latency of relay voting operation during Stressed conditions. Phasor Measurement Units (PMUs), Phasor Data Concentrators (PDCs), and relay operation delays were quantified to determine the benefits and limitations of WAMS protection and implementation of the voting scheme. It is proposed that the delays injected into the existing protection schemes would have minimal effect on the voting scheme but must be accounted for when implementing power system controls due to the real-time requirements of the data. Master of Science 2014-03-14T20:47:46Z 2014-03-14T20:47:46Z 2011-11-11 2011-11-11 2011-12-06 2011-12-06 Thesis etd-11112011-131328 http://hdl.handle.net/10919/35667 http://scholar.lib.vt.edu/theses/available/etd-11112011-131328/ Quint_RD_T_2011.pdf In Copyright http://rightsstatements.org/vocab/InC/1.0/ application/pdf Virginia Tech
collection NDLTD
format Others
sources NDLTD
topic adaptive protection
decision trees
phasor measurement unit
phasor data concentrator
wide area measurements
spellingShingle adaptive protection
decision trees
phasor measurement unit
phasor data concentrator
wide area measurements
Quint, Ryan David
Practical Implementation of a Security-Dependability Adaptive Voting Scheme Using Decision Trees
description Todayâ s electric power system is operated under increasingly stressed conditions. As electrical demand increases, the existing grid is operated closer to its stable operating limits while maintaining high reliability of electric power delivery to its customers. Protective schemes are designed to account for pressures towards unstable operation, but there is always a tradeoff between security and dependability of this protection. Adaptive relaying schemes that can change or modify their operation based on prevailing system conditions are an example of a protective scheme increasing reliability of the power system. The purpose of this thesis is to validate and analyze implementation of the Security-Dependability Adaptive Voting Scheme. It is demonstrated that this scheme can be implemented with a select few Phasor Measurement Units (PMUs) reporting positive sequence currents to a Phasor Data Concentrator (PDC). At the PDC, the state of the power system is defined as Stressed or Safe and a set of relays either vote or perform normal operation, respectively. The Adaptive Voting Scheme was implemented using two configurations: hardware- and software-based PDC solutions. Each was shown to be functional, effective, and practical for implementation. Practicality was based on the latency of Wide Area Measurement (WAM) devices and the added latency of relay voting operation during Stressed conditions. Phasor Measurement Units (PMUs), Phasor Data Concentrators (PDCs), and relay operation delays were quantified to determine the benefits and limitations of WAMS protection and implementation of the voting scheme. It is proposed that the delays injected into the existing protection schemes would have minimal effect on the voting scheme but must be accounted for when implementing power system controls due to the real-time requirements of the data. === Master of Science
author2 Electrical and Computer Engineering
author_facet Electrical and Computer Engineering
Quint, Ryan David
author Quint, Ryan David
author_sort Quint, Ryan David
title Practical Implementation of a Security-Dependability Adaptive Voting Scheme Using Decision Trees
title_short Practical Implementation of a Security-Dependability Adaptive Voting Scheme Using Decision Trees
title_full Practical Implementation of a Security-Dependability Adaptive Voting Scheme Using Decision Trees
title_fullStr Practical Implementation of a Security-Dependability Adaptive Voting Scheme Using Decision Trees
title_full_unstemmed Practical Implementation of a Security-Dependability Adaptive Voting Scheme Using Decision Trees
title_sort practical implementation of a security-dependability adaptive voting scheme using decision trees
publisher Virginia Tech
publishDate 2014
url http://hdl.handle.net/10919/35667
http://scholar.lib.vt.edu/theses/available/etd-11112011-131328/
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