A systematic review of real-time detection and classification of power quality disturbances
Abstract This paper offers a systematic literature review of real-time detection and classification of Power Quality Disturbances (PQDs). A particular focus is given to voltage sags and notches, as voltage sags cause huge economic losses while research on voltage notches is still very incipient. A s...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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SpringerOpen
2023-01-01
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| Series: | Protection and Control of Modern Power Systems |
| Subjects: | |
| Online Access: | https://doi.org/10.1186/s41601-023-00277-y |
| _version_ | 1811177011569229824 |
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| author | Joaquín E. Caicedo Daniel Agudelo-Martínez Edwin Rivas-Trujillo Jan Meyer |
| author_facet | Joaquín E. Caicedo Daniel Agudelo-Martínez Edwin Rivas-Trujillo Jan Meyer |
| author_sort | Joaquín E. Caicedo |
| collection | DOAJ |
| description | Abstract This paper offers a systematic literature review of real-time detection and classification of Power Quality Disturbances (PQDs). A particular focus is given to voltage sags and notches, as voltage sags cause huge economic losses while research on voltage notches is still very incipient. A systematic method based on scientometrics, text similarity and the analytic hierarchy process is proposed to structure the review and select the most relevant literature. A bibliometric analysis is then performed on the bibliographic data of the literature to identify relevant statistics such as the evolution of publications over time, top publishing countries, and the distribution by relevant topics. A set of articles is subsequently selected to be critically analyzed. The critical review is structured in steps for real-time detection and classification of PQDs, namely, input data preparation, preprocessing, transformation, feature extraction, feature selection, detection, classification, and characterization. Aspects associated with the type of disturbance(s) addressed in the literature are also explored throughout the review, including the perspectives of those studies aimed at multiple PQDs, or specifically focused on voltage sags or voltage notches. The real-time performance of the reviewed tools is also examined. Finally, unsolved issues are discussed, and prospects are highlighted. |
| first_indexed | 2024-04-10T21:02:13Z |
| format | Article |
| id | doaj.art-81be8d74ac5a41f695bc5713790d9bd5 |
| institution | Directory Open Access Journal |
| issn | 2367-2617 2367-0983 |
| language | English |
| last_indexed | 2024-04-10T21:02:13Z |
| publishDate | 2023-01-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | Protection and Control of Modern Power Systems |
| spelling | doaj.art-81be8d74ac5a41f695bc5713790d9bd52023-01-22T12:17:04ZengSpringerOpenProtection and Control of Modern Power Systems2367-26172367-09832023-01-018113710.1186/s41601-023-00277-yA systematic review of real-time detection and classification of power quality disturbancesJoaquín E. Caicedo0Daniel Agudelo-MartínezEdwin Rivas-Trujillo1Jan Meyer2Faculty of Engineering, Universidad Distrital Francisco José de CaldasFaculty of Engineering, Universidad Distrital Francisco José de CaldasInstitute of Electrical Power Systems and High Voltage Engineering, Technische Universität DresdenAbstract This paper offers a systematic literature review of real-time detection and classification of Power Quality Disturbances (PQDs). A particular focus is given to voltage sags and notches, as voltage sags cause huge economic losses while research on voltage notches is still very incipient. A systematic method based on scientometrics, text similarity and the analytic hierarchy process is proposed to structure the review and select the most relevant literature. A bibliometric analysis is then performed on the bibliographic data of the literature to identify relevant statistics such as the evolution of publications over time, top publishing countries, and the distribution by relevant topics. A set of articles is subsequently selected to be critically analyzed. The critical review is structured in steps for real-time detection and classification of PQDs, namely, input data preparation, preprocessing, transformation, feature extraction, feature selection, detection, classification, and characterization. Aspects associated with the type of disturbance(s) addressed in the literature are also explored throughout the review, including the perspectives of those studies aimed at multiple PQDs, or specifically focused on voltage sags or voltage notches. The real-time performance of the reviewed tools is also examined. Finally, unsolved issues are discussed, and prospects are highlighted.https://doi.org/10.1186/s41601-023-00277-yBibliometric analysisClassificationDetectionPower quality (PQ)Real-timeSystematic review |
| spellingShingle | Joaquín E. Caicedo Daniel Agudelo-Martínez Edwin Rivas-Trujillo Jan Meyer A systematic review of real-time detection and classification of power quality disturbances Protection and Control of Modern Power Systems Bibliometric analysis Classification Detection Power quality (PQ) Real-time Systematic review |
| title | A systematic review of real-time detection and classification of power quality disturbances |
| title_full | A systematic review of real-time detection and classification of power quality disturbances |
| title_fullStr | A systematic review of real-time detection and classification of power quality disturbances |
| title_full_unstemmed | A systematic review of real-time detection and classification of power quality disturbances |
| title_short | A systematic review of real-time detection and classification of power quality disturbances |
| title_sort | systematic review of real time detection and classification of power quality disturbances |
| topic | Bibliometric analysis Classification Detection Power quality (PQ) Real-time Systematic review |
| url | https://doi.org/10.1186/s41601-023-00277-y |
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