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Research on Educational Robot System Based on Vision Processing

Aimed at the poor recognition effect of current educational robots on objects with complex shapes and colors and the single design of related experiments, this paper proposes a robot teaching instrument. The robot adopts a servo motor with an encoder, a drive, and a variety of sensors to realize a m...

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Detalles Bibliográficos
Autores principales: Zhao, Jianwei, Gu, Yutian, Hou, Qifeng, Zhang, Zhiwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9864534/
https://www.ncbi.nlm.nih.gov/pubmed/36679835
http://dx.doi.org/10.3390/s23021038
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author Zhao, Jianwei
Gu, Yutian
Hou, Qifeng
Zhang, Zhiwei
author_facet Zhao, Jianwei
Gu, Yutian
Hou, Qifeng
Zhang, Zhiwei
author_sort Zhao, Jianwei
collection PubMed
description Aimed at the poor recognition effect of current educational robots on objects with complex shapes and colors and the single design of related experiments, this paper proposes a robot teaching instrument. The robot adopts a servo motor with an encoder, a drive, and a variety of sensors to realize a motor current loop, speed loop, position loop, and closed-loop control functions. Three experimental schemes were designed: a PID adjustment experiment, a robot obstacle avoidance and object-grasping program writing experiment, and a complex object recognition experiment based on cascade classifiers. The robot is conducive to improving students’ self-initiative ability, deepening their understanding of PID closed-loop control, multi-sensor fusion, and deep learning knowledge. It can improve students’ programming ability, enabling them to effectively combine theory and practice, as well as to comprehensively apply professional knowledge.
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spelling pubmed-98645342023-01-22 Research on Educational Robot System Based on Vision Processing Zhao, Jianwei Gu, Yutian Hou, Qifeng Zhang, Zhiwei Sensors (Basel) Article Aimed at the poor recognition effect of current educational robots on objects with complex shapes and colors and the single design of related experiments, this paper proposes a robot teaching instrument. The robot adopts a servo motor with an encoder, a drive, and a variety of sensors to realize a motor current loop, speed loop, position loop, and closed-loop control functions. Three experimental schemes were designed: a PID adjustment experiment, a robot obstacle avoidance and object-grasping program writing experiment, and a complex object recognition experiment based on cascade classifiers. The robot is conducive to improving students’ self-initiative ability, deepening their understanding of PID closed-loop control, multi-sensor fusion, and deep learning knowledge. It can improve students’ programming ability, enabling them to effectively combine theory and practice, as well as to comprehensively apply professional knowledge. MDPI 2023-01-16 /pmc/articles/PMC9864534/ /pubmed/36679835 http://dx.doi.org/10.3390/s23021038 Text en © 2023 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
Zhao, Jianwei
Gu, Yutian
Hou, Qifeng
Zhang, Zhiwei
Research on Educational Robot System Based on Vision Processing
title Research on Educational Robot System Based on Vision Processing
title_full Research on Educational Robot System Based on Vision Processing
title_fullStr Research on Educational Robot System Based on Vision Processing
title_full_unstemmed Research on Educational Robot System Based on Vision Processing
title_short Research on Educational Robot System Based on Vision Processing
title_sort research on educational robot system based on vision processing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9864534/
https://www.ncbi.nlm.nih.gov/pubmed/36679835
http://dx.doi.org/10.3390/s23021038
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