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An Outlier-Based Single-Ended Protection Scheme for Multi-Terminal MMC-HVDC Grids Based on Hilbert-Huang Transform
Protection of High Voltage Direct Current (HVDC) grids is a crucial step that requires further advancements to ensure the secure integration of green renewable energy sources (RESs). This paper proposes a fast, reliable, and selective single-ended primary protection scheme for multi-terminal HVDC gr...
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Published in: | IEEE transactions on power delivery 2024-12, Vol.39 (6), p.3535-3546 |
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container_title | IEEE transactions on power delivery |
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creator | Radwan, Mohamed Azad, Sahar Pirooz |
description | Protection of High Voltage Direct Current (HVDC) grids is a crucial step that requires further advancements to ensure the secure integration of green renewable energy sources (RESs). This paper proposes a fast, reliable, and selective single-ended primary protection scheme for multi-terminal HVDC grids. In the proposed scheme, Hilbert-Huang Transform (HHT) is applied to local voltage measurements to extract the instantaneous frequency and energy features. Abrupt changes in these features during internal faults are detected as outliers. Simultaneous outliers in the extracted features correspond to internal faults, which offers a setting-less fault detection criterion; thus, eliminating the need for simulation-based and grid-specific thresholds. The proposed scheme can detect internal faults with high fault resistances up to 1000\;\Omega within \text{1}\;\text{ms}. In addition, the proposed scheme can reliably distinguish between internal and external faults even when the boundary reactor size is as small as \text{10}\;\text{mH}. A four-terminal HVDC grid is simulated in PSCAD/EMTDC software, and various fault scenarios are investigated to verify the effectiveness of the proposed scheme in detecting and discriminating between internal and external faults under severe fault conditions. |
doi_str_mv | 10.1109/TPWRD.2024.3486321 |
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This paper proposes a fast, reliable, and selective single-ended primary protection scheme for multi-terminal HVDC grids. In the proposed scheme, Hilbert-Huang Transform (HHT) is applied to local voltage measurements to extract the instantaneous frequency and energy features. Abrupt changes in these features during internal faults are detected as outliers. Simultaneous outliers in the extracted features correspond to internal faults, which offers a setting-less fault detection criterion; thus, eliminating the need for simulation-based and grid-specific thresholds. The proposed scheme can detect internal faults with high fault resistances up to <inline-formula><tex-math notation="LaTeX">1000\;\Omega</tex-math></inline-formula> within <inline-formula><tex-math notation="LaTeX">\text{1}\;\text{ms}</tex-math></inline-formula>. In addition, the proposed scheme can reliably distinguish between internal and external faults even when the boundary reactor size is as small as <inline-formula><tex-math notation="LaTeX">\text{10}\;\text{mH}</tex-math></inline-formula>. A four-terminal HVDC grid is simulated in PSCAD/EMTDC software, and various fault scenarios are investigated to verify the effectiveness of the proposed scheme in detecting and discriminating between internal and external faults under severe fault conditions.]]></description><identifier>ISSN: 0885-8977</identifier><identifier>EISSN: 1937-4208</identifier><identifier>DOI: 10.1109/TPWRD.2024.3486321</identifier><identifier>CODEN: ITPDE5</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Clean energy ; Data analysis ; Direct current ; Electrical measurement ; Fault detection ; Faults ; Feature extraction ; Hilbert transformation ; Hilbert-Huang Transform ; HVDC transmission ; Inductors ; instantaneous energy ; instantaneous frequency ; Multi-terminal HVDC grid protection ; outlier detection ; Power system reliability ; Protection ; Reliability ; Renewable energy sources ; Resistance ; Transforms ; Wavelet transforms</subject><ispartof>IEEE transactions on power delivery, 2024-12, Vol.39 (6), p.3535-3546</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><orcidid>0000-0002-6194-4182 ; 0000-0001-5273-2084</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/10735095$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,54796</link.rule.ids></links><search><creatorcontrib>Radwan, Mohamed</creatorcontrib><creatorcontrib>Azad, Sahar Pirooz</creatorcontrib><title>An Outlier-Based Single-Ended Protection Scheme for Multi-Terminal MMC-HVDC Grids Based on Hilbert-Huang Transform</title><title>IEEE transactions on power delivery</title><addtitle>TPWRD</addtitle><description><![CDATA[Protection of High Voltage Direct Current (HVDC) grids is a crucial step that requires further advancements to ensure the secure integration of green renewable energy sources (RESs). This paper proposes a fast, reliable, and selective single-ended primary protection scheme for multi-terminal HVDC grids. In the proposed scheme, Hilbert-Huang Transform (HHT) is applied to local voltage measurements to extract the instantaneous frequency and energy features. Abrupt changes in these features during internal faults are detected as outliers. Simultaneous outliers in the extracted features correspond to internal faults, which offers a setting-less fault detection criterion; thus, eliminating the need for simulation-based and grid-specific thresholds. The proposed scheme can detect internal faults with high fault resistances up to <inline-formula><tex-math notation="LaTeX">1000\;\Omega</tex-math></inline-formula> within <inline-formula><tex-math notation="LaTeX">\text{1}\;\text{ms}</tex-math></inline-formula>. In addition, the proposed scheme can reliably distinguish between internal and external faults even when the boundary reactor size is as small as <inline-formula><tex-math notation="LaTeX">\text{10}\;\text{mH}</tex-math></inline-formula>. A four-terminal HVDC grid is simulated in PSCAD/EMTDC software, and various fault scenarios are investigated to verify the effectiveness of the proposed scheme in detecting and discriminating between internal and external faults under severe fault conditions.]]></description><subject>Clean energy</subject><subject>Data analysis</subject><subject>Direct current</subject><subject>Electrical measurement</subject><subject>Fault detection</subject><subject>Faults</subject><subject>Feature extraction</subject><subject>Hilbert transformation</subject><subject>Hilbert-Huang Transform</subject><subject>HVDC transmission</subject><subject>Inductors</subject><subject>instantaneous energy</subject><subject>instantaneous frequency</subject><subject>Multi-terminal HVDC grid protection</subject><subject>outlier detection</subject><subject>Power system reliability</subject><subject>Protection</subject><subject>Reliability</subject><subject>Renewable energy sources</subject><subject>Resistance</subject><subject>Transforms</subject><subject>Wavelet transforms</subject><issn>0885-8977</issn><issn>1937-4208</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNpNkMtOwzAQRS0EEqXwA4iFJdYuYzuO42VJS4PUqhWNYBnl4RRXeRQ7WfD3pIQFq9GV5lzNHITuKcwoBfUU7z7eFjMGzJtxL_A5oxdoQhWXxGMQXKIJBIEggZLyGt04dwQADxRMkJ03eNt3ldGWPKdOF3hvmkOlybIphrCzbafzzrQN3uefuta4bC3e9FVnSKxtbZq0wptNSKL3RYhX1hQOjzUDEZkq07YjUZ82BxzbtHEDXd-iqzKtnL77m1MUvyzjMCLr7eo1nK9JTqXsiM_KHBj1hNIFBHlBh6cEz7NC-QpowKU3JKC0AO6nEjKZMt-TIhNUBFnh8Sl6HGtPtv3qteuSY9vb4V6XcMqpor5g5y02buW2dc7qMjlZU6f2O6GQnNUmv2qTs9rkT-0APYyQ0Vr_AyQXoAT_Abqhc1k</recordid><startdate>20241201</startdate><enddate>20241201</enddate><creator>Radwan, Mohamed</creator><creator>Azad, Sahar Pirooz</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>7TB</scope><scope>8FD</scope><scope>FR3</scope><scope>KR7</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0002-6194-4182</orcidid><orcidid>https://orcid.org/0000-0001-5273-2084</orcidid></search><sort><creationdate>20241201</creationdate><title>An Outlier-Based Single-Ended Protection Scheme for Multi-Terminal MMC-HVDC Grids Based on Hilbert-Huang Transform</title><author>Radwan, Mohamed ; Azad, Sahar Pirooz</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c177t-62fc021459ed08cd132153cbd96901837453c011d036a70b7a26475b5158bd43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Clean energy</topic><topic>Data analysis</topic><topic>Direct current</topic><topic>Electrical measurement</topic><topic>Fault detection</topic><topic>Faults</topic><topic>Feature extraction</topic><topic>Hilbert transformation</topic><topic>Hilbert-Huang Transform</topic><topic>HVDC transmission</topic><topic>Inductors</topic><topic>instantaneous energy</topic><topic>instantaneous frequency</topic><topic>Multi-terminal HVDC grid protection</topic><topic>outlier detection</topic><topic>Power system reliability</topic><topic>Protection</topic><topic>Reliability</topic><topic>Renewable energy sources</topic><topic>Resistance</topic><topic>Transforms</topic><topic>Wavelet transforms</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Radwan, Mohamed</creatorcontrib><creatorcontrib>Azad, Sahar Pirooz</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Xplore</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>IEEE transactions on power delivery</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Radwan, Mohamed</au><au>Azad, Sahar Pirooz</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An Outlier-Based Single-Ended Protection Scheme for Multi-Terminal MMC-HVDC Grids Based on Hilbert-Huang Transform</atitle><jtitle>IEEE transactions on power delivery</jtitle><stitle>TPWRD</stitle><date>2024-12-01</date><risdate>2024</risdate><volume>39</volume><issue>6</issue><spage>3535</spage><epage>3546</epage><pages>3535-3546</pages><issn>0885-8977</issn><eissn>1937-4208</eissn><coden>ITPDE5</coden><abstract><![CDATA[Protection of High Voltage Direct Current (HVDC) grids is a crucial step that requires further advancements to ensure the secure integration of green renewable energy sources (RESs). This paper proposes a fast, reliable, and selective single-ended primary protection scheme for multi-terminal HVDC grids. In the proposed scheme, Hilbert-Huang Transform (HHT) is applied to local voltage measurements to extract the instantaneous frequency and energy features. Abrupt changes in these features during internal faults are detected as outliers. Simultaneous outliers in the extracted features correspond to internal faults, which offers a setting-less fault detection criterion; thus, eliminating the need for simulation-based and grid-specific thresholds. The proposed scheme can detect internal faults with high fault resistances up to <inline-formula><tex-math notation="LaTeX">1000\;\Omega</tex-math></inline-formula> within <inline-formula><tex-math notation="LaTeX">\text{1}\;\text{ms}</tex-math></inline-formula>. In addition, the proposed scheme can reliably distinguish between internal and external faults even when the boundary reactor size is as small as <inline-formula><tex-math notation="LaTeX">\text{10}\;\text{mH}</tex-math></inline-formula>. A four-terminal HVDC grid is simulated in PSCAD/EMTDC software, and various fault scenarios are investigated to verify the effectiveness of the proposed scheme in detecting and discriminating between internal and external faults under severe fault conditions.]]></abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TPWRD.2024.3486321</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-6194-4182</orcidid><orcidid>https://orcid.org/0000-0001-5273-2084</orcidid></addata></record> |
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subjects | Clean energy Data analysis Direct current Electrical measurement Fault detection Faults Feature extraction Hilbert transformation Hilbert-Huang Transform HVDC transmission Inductors instantaneous energy instantaneous frequency Multi-terminal HVDC grid protection outlier detection Power system reliability Protection Reliability Renewable energy sources Resistance Transforms Wavelet transforms |
title | An Outlier-Based Single-Ended Protection Scheme for Multi-Terminal MMC-HVDC Grids Based on Hilbert-Huang Transform |
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