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Event-Based Angular Speed Measurement and Movement Monitoring
Computer vision techniques can monitor the rotational speed of rotating equipment or machines to understand their working conditions and prevent failures. Such techniques are highly precise, contactless, and potentially suitable for applications without massive setup changes. However, traditional vi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9609678/ https://www.ncbi.nlm.nih.gov/pubmed/36298314 http://dx.doi.org/10.3390/s22207963 |
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author | Azevedo, George Oliveira de Araújo Fernandes, Bruno José Torres Silva, Leandro Honorato de Souza Freire, Agostinho de Araújo, Rogério Pontes Cruz, Francisco |
author_facet | Azevedo, George Oliveira de Araújo Fernandes, Bruno José Torres Silva, Leandro Honorato de Souza Freire, Agostinho de Araújo, Rogério Pontes Cruz, Francisco |
author_sort | Azevedo, George Oliveira de Araújo |
collection | PubMed |
description | Computer vision techniques can monitor the rotational speed of rotating equipment or machines to understand their working conditions and prevent failures. Such techniques are highly precise, contactless, and potentially suitable for applications without massive setup changes. However, traditional vision sensors collect a significant amount of data to process and measure the rotation of high-speed systems, and they are susceptible to motion blur. This work proposes a new method for measuring rotational speed processing event-based data applied to high-speed systems using a neuromorphic sensor. This sensor produces event-based data and is designed to work with high temporal resolution and high dynamic range. The main advantages of the Event-based Angular Speed Measurement (EB-ASM) method are the high dynamic range, the absence of motion blurring, and the possibility of measuring multiple rotations simultaneously with a single device. The proposed method uses the time difference between spikes in a Kernel or Window selected in the sensor frame range. It is evaluated in two experimental scenarios by measuring a fan rotational speed and a Router Computer Numerical Control (CNC) spindle. The results compare measurements with a calibrated digital photo-tachometer. Based on the performed tests, the EB-ASM can measure the rotational speed with a mean absolute error of less than 0.2% for both scenarios. |
format | Online Article Text |
id | pubmed-9609678 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96096782022-10-28 Event-Based Angular Speed Measurement and Movement Monitoring Azevedo, George Oliveira de Araújo Fernandes, Bruno José Torres Silva, Leandro Honorato de Souza Freire, Agostinho de Araújo, Rogério Pontes Cruz, Francisco Sensors (Basel) Article Computer vision techniques can monitor the rotational speed of rotating equipment or machines to understand their working conditions and prevent failures. Such techniques are highly precise, contactless, and potentially suitable for applications without massive setup changes. However, traditional vision sensors collect a significant amount of data to process and measure the rotation of high-speed systems, and they are susceptible to motion blur. This work proposes a new method for measuring rotational speed processing event-based data applied to high-speed systems using a neuromorphic sensor. This sensor produces event-based data and is designed to work with high temporal resolution and high dynamic range. The main advantages of the Event-based Angular Speed Measurement (EB-ASM) method are the high dynamic range, the absence of motion blurring, and the possibility of measuring multiple rotations simultaneously with a single device. The proposed method uses the time difference between spikes in a Kernel or Window selected in the sensor frame range. It is evaluated in two experimental scenarios by measuring a fan rotational speed and a Router Computer Numerical Control (CNC) spindle. The results compare measurements with a calibrated digital photo-tachometer. Based on the performed tests, the EB-ASM can measure the rotational speed with a mean absolute error of less than 0.2% for both scenarios. MDPI 2022-10-19 /pmc/articles/PMC9609678/ /pubmed/36298314 http://dx.doi.org/10.3390/s22207963 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Azevedo, George Oliveira de Araújo Fernandes, Bruno José Torres Silva, Leandro Honorato de Souza Freire, Agostinho de Araújo, Rogério Pontes Cruz, Francisco Event-Based Angular Speed Measurement and Movement Monitoring |
title | Event-Based Angular Speed Measurement and Movement Monitoring |
title_full | Event-Based Angular Speed Measurement and Movement Monitoring |
title_fullStr | Event-Based Angular Speed Measurement and Movement Monitoring |
title_full_unstemmed | Event-Based Angular Speed Measurement and Movement Monitoring |
title_short | Event-Based Angular Speed Measurement and Movement Monitoring |
title_sort | event-based angular speed measurement and movement monitoring |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9609678/ https://www.ncbi.nlm.nih.gov/pubmed/36298314 http://dx.doi.org/10.3390/s22207963 |
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