Non-Intrusive Electric Load identification using Wavelet Transform
This paper shows the development of a decision tree for the classification of loads in a non-intrusive load monitoring (NILM) system implemented in a simple board computer (Raspberry Pi 3). The decision tree uses the total energy value of the power signal of an equipment, which is generated using a...
- Autores:
-
Hoyo-Montaño, José Antonio
Leon-Ortega, Jesús Naim
Valencia-Palomo, Guillermo
Galaz-Bustamante, Rafael Armando
Espejel-Blanco, Daniel Fernando
Vázquez Palma, Martín Gustavo
- Tipo de recurso:
- Article of journal
- Fecha de publicación:
- 2018
- Institución:
- Universidad Nacional de Colombia
- Repositorio:
- Universidad Nacional de Colombia
- Idioma:
- spa
- OAI Identifier:
- oai:repositorio.unal.edu.co:unal/67538
- Acceso en línea:
- https://repositorio.unal.edu.co/handle/unal/67538
http://bdigital.unal.edu.co/68567/
- Palabra clave:
- 62 Ingeniería y operaciones afines / Engineering
Monitoreo de cargas no-invasivo
transformada de ondoleta
árbol de decisión
Non-Intrusive Load Monitoring
Wavelet Transform
Decision Tree
- Rights
- openAccess
- License
- Atribución-NoComercial 4.0 Internacional
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Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Hoyo-Montaño, José Antonioeac0285a-5dc9-4068-8c83-84a09528ad85300Leon-Ortega, Jesús Naim37814e12-df47-47fa-b8c7-2626e2f00e31300Valencia-Palomo, Guillermo10d89a9b-724f-4120-8638-217d60c1822f300Galaz-Bustamante, Rafael Armando1753a924-e2f7-4d0f-830e-756774bc8073300Espejel-Blanco, Daniel Fernando9183db89-93aa-4420-8e0f-a23f4bf9e47b300Vázquez Palma, Martín Gustavoedde569c-1f80-4f0a-9605-98c160b8ea833002019-07-03T04:29:32Z2019-07-03T04:29:32Z2018-05-01ISSN: 2248-8723https://repositorio.unal.edu.co/handle/unal/67538http://bdigital.unal.edu.co/68567/This paper shows the development of a decision tree for the classification of loads in a non-intrusive load monitoring (NILM) system implemented in a simple board computer (Raspberry Pi 3). The decision tree uses the total energy value of the power signal of an equipment, which is generated using a discrete wavelet transform and Parseval’s theorem. The power consumption data of different types of equipment were obtained from a public access database for NILM applications. The best split point for the design of the decision tree was determined using the weighted average Gini index. The tree was validated using loads available in the same public access database.El presente artículo muestra el desarrollo de un árbol de decisión para la clasificación de cargas en un sistema de monitoreo de cargas no-invasivo (NILM) implementado en un computadora de tarjeta sencillo tipo Raspberry Pi 3. El árbol de decisión emplea el valor de energía total de una señal de potencia de los equipos, el cual es generado empleando una transformada discreta de ondoleta y el teorema de Parseval. Los datos de consumo de potencia de diferentes tipos de equipos fueron obtenidos de una base de datos de acceso público para aplicaciones NILM. El punto de mejor ruptura para el diseño del árbol de decisión se determinó empleando el índice de Gini de promedio ponderado. El árbol fue validado empleando cargas disponibles en la misma base de datas pública.application/pdfspaUniversidad Nacional de Colombia - Sede Bogotá - Facultad de Ingenieríahttps://revistas.unal.edu.co/index.php/ingeinv/article/view/70550Universidad Nacional de Colombia Revistas electrónicas UN Ingeniería e InvestigaciónIngeniería e InvestigaciónHoyo-Montaño, José Antonio and Leon-Ortega, Jesús Naim and Valencia-Palomo, Guillermo and Galaz-Bustamante, Rafael Armando and Espejel-Blanco, Daniel Fernando and Vázquez Palma, Martín Gustavo (2018) Non-Intrusive Electric Load identification using Wavelet Transform. Ingeniería e Investigación, 38 (2). pp. 42-51. ISSN 2248-872362 Ingeniería y operaciones afines / EngineeringMonitoreo de cargas no-invasivotransformada de ondoletaárbol de decisiónNon-Intrusive Load MonitoringWavelet TransformDecision TreeNon-Intrusive Electric Load identification using Wavelet TransformArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTORIGINAL70550-393371-1-PB.pdfapplication/pdf1326248https://repositorio.unal.edu.co/bitstream/unal/67538/1/70550-393371-1-PB.pdf9f99af99a53150165753d54bac796b46MD51THUMBNAIL70550-393371-1-PB.pdf.jpg70550-393371-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg8382https://repositorio.unal.edu.co/bitstream/unal/67538/2/70550-393371-1-PB.pdf.jpg51161f17fe1b8b103464463c42d5dea5MD52unal/67538oai:repositorio.unal.edu.co:unal/675382024-05-22 23:33:40.781Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co |
| dc.title.spa.fl_str_mv |
Non-Intrusive Electric Load identification using Wavelet Transform |
| title |
Non-Intrusive Electric Load identification using Wavelet Transform |
| spellingShingle |
Non-Intrusive Electric Load identification using Wavelet Transform 62 Ingeniería y operaciones afines / Engineering Monitoreo de cargas no-invasivo transformada de ondoleta árbol de decisión Non-Intrusive Load Monitoring Wavelet Transform Decision Tree |
| title_short |
Non-Intrusive Electric Load identification using Wavelet Transform |
| title_full |
Non-Intrusive Electric Load identification using Wavelet Transform |
| title_fullStr |
Non-Intrusive Electric Load identification using Wavelet Transform |
| title_full_unstemmed |
Non-Intrusive Electric Load identification using Wavelet Transform |
| title_sort |
Non-Intrusive Electric Load identification using Wavelet Transform |
| dc.creator.fl_str_mv |
Hoyo-Montaño, José Antonio Leon-Ortega, Jesús Naim Valencia-Palomo, Guillermo Galaz-Bustamante, Rafael Armando Espejel-Blanco, Daniel Fernando Vázquez Palma, Martín Gustavo |
| dc.contributor.author.spa.fl_str_mv |
Hoyo-Montaño, José Antonio Leon-Ortega, Jesús Naim Valencia-Palomo, Guillermo Galaz-Bustamante, Rafael Armando Espejel-Blanco, Daniel Fernando Vázquez Palma, Martín Gustavo |
| dc.subject.ddc.spa.fl_str_mv |
62 Ingeniería y operaciones afines / Engineering |
| topic |
62 Ingeniería y operaciones afines / Engineering Monitoreo de cargas no-invasivo transformada de ondoleta árbol de decisión Non-Intrusive Load Monitoring Wavelet Transform Decision Tree |
| dc.subject.proposal.spa.fl_str_mv |
Monitoreo de cargas no-invasivo transformada de ondoleta árbol de decisión Non-Intrusive Load Monitoring Wavelet Transform Decision Tree |
| description |
This paper shows the development of a decision tree for the classification of loads in a non-intrusive load monitoring (NILM) system implemented in a simple board computer (Raspberry Pi 3). The decision tree uses the total energy value of the power signal of an equipment, which is generated using a discrete wavelet transform and Parseval’s theorem. The power consumption data of different types of equipment were obtained from a public access database for NILM applications. The best split point for the design of the decision tree was determined using the weighted average Gini index. The tree was validated using loads available in the same public access database. |
| publishDate |
2018 |
| dc.date.issued.spa.fl_str_mv |
2018-05-01 |
| dc.date.accessioned.spa.fl_str_mv |
2019-07-03T04:29:32Z |
| dc.date.available.spa.fl_str_mv |
2019-07-03T04:29:32Z |
| dc.type.spa.fl_str_mv |
Artículo de revista |
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http://purl.org/coar/resource_type/c_2df8fbb1 |
| dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/article |
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info:eu-repo/semantics/publishedVersion |
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http://purl.org/coar/resource_type/c_6501 |
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http://purl.org/coar/version/c_970fb48d4fbd8a85 |
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Text |
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http://purl.org/redcol/resource_type/ART |
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http://purl.org/coar/resource_type/c_6501 |
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publishedVersion |
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ISSN: 2248-8723 |
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https://repositorio.unal.edu.co/handle/unal/67538 |
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http://bdigital.unal.edu.co/68567/ |
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ISSN: 2248-8723 |
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https://repositorio.unal.edu.co/handle/unal/67538 http://bdigital.unal.edu.co/68567/ |
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spa |
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spa |
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https://revistas.unal.edu.co/index.php/ingeinv/article/view/70550 |
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Universidad Nacional de Colombia Revistas electrónicas UN Ingeniería e Investigación Ingeniería e Investigación |
| dc.relation.references.spa.fl_str_mv |
Hoyo-Montaño, José Antonio and Leon-Ortega, Jesús Naim and Valencia-Palomo, Guillermo and Galaz-Bustamante, Rafael Armando and Espejel-Blanco, Daniel Fernando and Vázquez Palma, Martín Gustavo (2018) Non-Intrusive Electric Load identification using Wavelet Transform. Ingeniería e Investigación, 38 (2). pp. 42-51. ISSN 2248-8723 |
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Derechos reservados - Universidad Nacional de Colombia |
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http://purl.org/coar/access_right/c_abf2 |
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Atribución-NoComercial 4.0 Internacional |
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http://creativecommons.org/licenses/by-nc/4.0/ |
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info:eu-repo/semantics/openAccess |
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Atribución-NoComercial 4.0 Internacional Derechos reservados - Universidad Nacional de Colombia http://creativecommons.org/licenses/by-nc/4.0/ http://purl.org/coar/access_right/c_abf2 |
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Universidad Nacional de Colombia - Sede Bogotá - Facultad de Ingeniería |
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