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Optical and Acoustic Sensor-Based 3D Ball Motion Estimation for Ball Sport Simulators †
Estimation of the motion of ball-shaped objects is essential for the operation of ball sport simulators. In this paper, we propose an estimation system for 3D ball motion, including speed and angle of projection, by using acoustic vector and infrared (IR) scanning sensors. Our system is comprised of...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5982736/ https://www.ncbi.nlm.nih.gov/pubmed/29693567 http://dx.doi.org/10.3390/s18051323 |
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author | Seo, Sang-Woo Kim, Myunggyu Kim, Yejin |
author_facet | Seo, Sang-Woo Kim, Myunggyu Kim, Yejin |
author_sort | Seo, Sang-Woo |
collection | PubMed |
description | Estimation of the motion of ball-shaped objects is essential for the operation of ball sport simulators. In this paper, we propose an estimation system for 3D ball motion, including speed and angle of projection, by using acoustic vector and infrared (IR) scanning sensors. Our system is comprised of three steps to estimate a ball motion: sound-based ball firing detection, sound source localization, and IR scanning for motion analysis. First, an impulsive sound classification based on the mel-frequency cepstrum and feed-forward neural network is introduced to detect the ball launch sound. An impulsive sound source localization using a 2D microelectromechanical system (MEMS) microphones and delay-and-sum beamforming is presented to estimate the firing position. The time and position of a ball in 3D space is determined from a high-speed infrared scanning method. Our experimental results demonstrate that the estimation of ball motion based on sound allows a wider activity area than similar camera-based methods. Thus, it can be practically applied to various simulations in sports such as soccer and baseball. |
format | Online Article Text |
id | pubmed-5982736 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-59827362018-06-05 Optical and Acoustic Sensor-Based 3D Ball Motion Estimation for Ball Sport Simulators † Seo, Sang-Woo Kim, Myunggyu Kim, Yejin Sensors (Basel) Article Estimation of the motion of ball-shaped objects is essential for the operation of ball sport simulators. In this paper, we propose an estimation system for 3D ball motion, including speed and angle of projection, by using acoustic vector and infrared (IR) scanning sensors. Our system is comprised of three steps to estimate a ball motion: sound-based ball firing detection, sound source localization, and IR scanning for motion analysis. First, an impulsive sound classification based on the mel-frequency cepstrum and feed-forward neural network is introduced to detect the ball launch sound. An impulsive sound source localization using a 2D microelectromechanical system (MEMS) microphones and delay-and-sum beamforming is presented to estimate the firing position. The time and position of a ball in 3D space is determined from a high-speed infrared scanning method. Our experimental results demonstrate that the estimation of ball motion based on sound allows a wider activity area than similar camera-based methods. Thus, it can be practically applied to various simulations in sports such as soccer and baseball. MDPI 2018-04-25 /pmc/articles/PMC5982736/ /pubmed/29693567 http://dx.doi.org/10.3390/s18051323 Text en © 2018 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Seo, Sang-Woo Kim, Myunggyu Kim, Yejin Optical and Acoustic Sensor-Based 3D Ball Motion Estimation for Ball Sport Simulators † |
title | Optical and Acoustic Sensor-Based 3D Ball Motion Estimation for Ball Sport Simulators † |
title_full | Optical and Acoustic Sensor-Based 3D Ball Motion Estimation for Ball Sport Simulators † |
title_fullStr | Optical and Acoustic Sensor-Based 3D Ball Motion Estimation for Ball Sport Simulators † |
title_full_unstemmed | Optical and Acoustic Sensor-Based 3D Ball Motion Estimation for Ball Sport Simulators † |
title_short | Optical and Acoustic Sensor-Based 3D Ball Motion Estimation for Ball Sport Simulators † |
title_sort | optical and acoustic sensor-based 3d ball motion estimation for ball sport simulators † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5982736/ https://www.ncbi.nlm.nih.gov/pubmed/29693567 http://dx.doi.org/10.3390/s18051323 |
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