NEURO-FUZZY SYSTEM WITH DEFUZZIFICATION BASED IN BOOLEAN RELATIONS (DBR) APPLIED TO TIME SERIES MACKEY-GLASS
| dc.contributor.author | Morales Laguado, Lina Cristina | spa |
| dc.contributor.author | Espítia Cuchango, Helbert Eduardo | spa |
| dc.contributor.author | Soriano Mendez, José Jairo | spa |
| dc.date | 2011-09-02 | |
| dc.date.accessioned | 2019-09-19T21:53:04Z | |
| dc.date.available | 2019-09-19T21:53:04Z | |
| dc.description | This paper presents a Neuro-Fuzzy system with defuzzification based on Boolean relations (DBR) for the prediction of Mackey-Glass chaotic time series. Initially, the Back-propagation training algorithm and use of DBR as a defuzzification method are explained. Later, time series is modeled with sixteen fuzzy If-Then rules, using the technique described. The results show a reduction in training time and computational calculations, compared with conventional Neuro-Fuzzy Networks. | en-US |
| dc.description | En este artículo se presenta un sistema neurodifuso con defuzificación basaba en relaciones booleanas (DBR) para la predicción de la serie de tiempo caótica Mackey-Glass. Inicialmente, se explica el algoritmo de entrenamiento retropropagación y la utilización del DBR como método de defuzificación. Posteriormente, se modela la serie de tiempo con dieciséis reglas difusas Si-Entonces, usando la técnica descrita. Los resultados obtenidos muestran una reducción del tiempo de entrenamiento y cálculo computacional, en comparación con las redes neurodifusas convencionales. | es-ES |
| dc.format | application/pdf | |
| dc.identifier | https://revistas.udistrital.edu.co/index.php/visele/article/view/2831 | |
| dc.identifier | 10.14483/22484728.2831 | |
| dc.identifier.uri | http://hdl.handle.net/11349/21718 | |
| dc.language | spa | |
| dc.publisher | Universidad Distrital Francisco José de Caldas | es-ES |
| dc.relation | https://revistas.udistrital.edu.co/index.php/visele/article/view/2831/4118 | |
| dc.source | Visión electrónica; Vol 3 No 2 (2009); 12-18 | en-US |
| dc.source | Visión electrónica; Vol. 3 Núm. 2 (2009); 12-18 | es-ES |
| dc.source | 2248-4728 | |
| dc.source | 1909-9746 | |
| dc.subject | Neuro-fuzzy system | en-US |
| dc.subject | DBR | en-US |
| dc.subject | back-propagation | en-US |
| dc.subject | time series | en-US |
| dc.subject | prediction Mackey-Glass time series | en-US |
| dc.subject | Sistema neurodifuso | es-ES |
| dc.subject | DBR | es-ES |
| dc.subject | retropropagación | es-ES |
| dc.subject | serie de tiempo | es-ES |
| dc.subject | predicción | es-ES |
| dc.subject | serie de tiempo Mackey-Glass | es-ES |
| dc.title | NEURO-FUZZY SYSTEM WITH DEFUZZIFICATION BASED IN BOOLEAN RELATIONS (DBR) APPLIED TO TIME SERIES MACKEY-GLASS | en-US |
| dc.title | SISTEMA NEURODIFUSO CON DEFUZIFICACIÓN BASADO EN RELACIONES BOOLEANAS (DBR) APLICADO A SERIES DE TIEMPO MACKEY-GLASS | es-ES |
| dc.type | info:eu-repo/semantics/article | |
| dc.type | info:eu-repo/semantics/publishedVersion | |
| dc.type.coar | http://purl.org/coar/resource_type/c_6501 |