Academic Journal
Classification of Belts Status Based on an Automatic Generator of Fuzzy Rules Base System
| العنوان: | Classification of Belts Status Based on an Automatic Generator of Fuzzy Rules Base System |
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| المؤلفون: | Graciliano Nicolás Marichal, Ángela Hernández, Deivis Ávila, Juan Carlos García-Prada |
| المصدر: | Applied Sciences, Vol 14, Iss 5, p 1831 (2024) |
| بيانات النشر: | MDPI AG, 2024. |
| سنة النشر: | 2024 |
| المجموعة: | LCC:Technology LCC:Engineering (General). Civil engineering (General) LCC:Biology (General) LCC:Physics LCC:Chemistry |
| مصطلحات موضوعية: | classification, vibration, genetic neuro-fuzzy, belts, Technology, Engineering (General). Civil engineering (General), TA1-2040, Biology (General), QH301-705.5, Physics, QC1-999, Chemistry, QD1-999 |
| الوصف: | The automation of maintenance is a growing field and consequently, predictive maintenance is achieving more importance. The main objective is to predict a breakage before it happens. In order to reach this, it is necessary to have an intelligent classification technique that analyzes the state of the key breakage elements and evaluates whether a replacement is necessary or not. This work presents a study to classify belts according to their state of use. For training, vibration data have been collected on a test bench using new belts, belts with half use and belts near the breaking point. The processing of these vibrations allows for extracting the characteristic parameters that can be related to its state of use, and then, after the initial analysis, these values are used as inputs for training the intelligent system. In particular, the Genetic Neuro-Fuzzy (GNF) technique has been chosen and, with the proposed algorithm, more detailed Fuzzy rules are obtained. Once the algorithm has been trained, it is possible to establish a relationship between the vibration shown by the belt and its state of use. The achieved results show that a good classifier has been built. |
| نوع الوثيقة: | article |
| وصف الملف: | electronic resource |
| اللغة: | English |
| تدمد: | 2076-3417 |
| Relation: | https://www.mdpi.com/2076-3417/14/5/1831; https://doaj.org/toc/2076-3417 |
| DOI: | 10.3390/app14051831 |
| URL الوصول: | https://doaj.org/article/86e941442b244265b01ee4d1bc0afd1c |
| رقم الانضمام: | edsdoj.86e941442b244265b01ee4d1bc0afd1c |
| قاعدة البيانات: | Directory of Open Access Journals |
Full Text Finder | تدمد: | 20763417 |
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| DOI: | 10.3390/app14051831 |