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Design and Analysis of Electronic Head Protector for Taekwondo Sports
Electronic point scoring systems (PSS) for vests are heavily relied upon in taekwondo. However, no classification and assessment of legal and illegal taekwondo techniques exist. This is also referred to as hit-validation and the objective of this research is to create an electronic helmet (eHelmet)...
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/PMC8963070/ https://www.ncbi.nlm.nih.gov/pubmed/35214314 http://dx.doi.org/10.3390/s22041415 |
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author | Qureshi, Fayez Krishnan, Sri |
author_facet | Qureshi, Fayez Krishnan, Sri |
author_sort | Qureshi, Fayez |
collection | PubMed |
description | Electronic point scoring systems (PSS) for vests are heavily relied upon in taekwondo. However, no classification and assessment of legal and illegal taekwondo techniques exist. This is also referred to as hit-validation and the objective of this research is to create an electronic helmet (eHelmet) for hit-validation. Three main studies were performed to achieve this objective: Robustness Testing, Sensor Placement and Classification of Impacts to the head. The first two studies are preliminary to the main Classification of Impacts study. This is needed as no data sets using an IMU are currently available for taekwondo. Robustness Testing: proved that IMU can in-fact be used in the inherently harsh environments of taekwondo with a linear response. The calculated response for the IMU is: f(x) = mx + b, where m is 0.2947 and b is 1.499 (accelerometer) and f(x) = mx + b, where m is 28.33 and b is 84.8 (gyroscope). Sensor Placement: Qualitatively and quantitatively concluded the ideal location for the sensor and electronics is indeed the back of the head, based on durability, cost, human factors, and signal quality. Classification of Impacts: IMU classified real-world impacts with 90% accuracy. The two classes were roundhouse kick (legal) and punch (illegal). An eHelmet using an IMU is capable of classifying impacts with high accuracy. The benefit of our system includes low cost, lightweight algorithm for on-device computing (edge computing), and real-time classification. Furthermore, it possesses all the safety requirements of current protective headgear. |
format | Online Article Text |
id | pubmed-8963070 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89630702022-03-30 Design and Analysis of Electronic Head Protector for Taekwondo Sports Qureshi, Fayez Krishnan, Sri Sensors (Basel) Article Electronic point scoring systems (PSS) for vests are heavily relied upon in taekwondo. However, no classification and assessment of legal and illegal taekwondo techniques exist. This is also referred to as hit-validation and the objective of this research is to create an electronic helmet (eHelmet) for hit-validation. Three main studies were performed to achieve this objective: Robustness Testing, Sensor Placement and Classification of Impacts to the head. The first two studies are preliminary to the main Classification of Impacts study. This is needed as no data sets using an IMU are currently available for taekwondo. Robustness Testing: proved that IMU can in-fact be used in the inherently harsh environments of taekwondo with a linear response. The calculated response for the IMU is: f(x) = mx + b, where m is 0.2947 and b is 1.499 (accelerometer) and f(x) = mx + b, where m is 28.33 and b is 84.8 (gyroscope). Sensor Placement: Qualitatively and quantitatively concluded the ideal location for the sensor and electronics is indeed the back of the head, based on durability, cost, human factors, and signal quality. Classification of Impacts: IMU classified real-world impacts with 90% accuracy. The two classes were roundhouse kick (legal) and punch (illegal). An eHelmet using an IMU is capable of classifying impacts with high accuracy. The benefit of our system includes low cost, lightweight algorithm for on-device computing (edge computing), and real-time classification. Furthermore, it possesses all the safety requirements of current protective headgear. MDPI 2022-02-12 /pmc/articles/PMC8963070/ /pubmed/35214314 http://dx.doi.org/10.3390/s22041415 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 Qureshi, Fayez Krishnan, Sri Design and Analysis of Electronic Head Protector for Taekwondo Sports |
title | Design and Analysis of Electronic Head Protector for Taekwondo Sports |
title_full | Design and Analysis of Electronic Head Protector for Taekwondo Sports |
title_fullStr | Design and Analysis of Electronic Head Protector for Taekwondo Sports |
title_full_unstemmed | Design and Analysis of Electronic Head Protector for Taekwondo Sports |
title_short | Design and Analysis of Electronic Head Protector for Taekwondo Sports |
title_sort | design and analysis of electronic head protector for taekwondo sports |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8963070/ https://www.ncbi.nlm.nih.gov/pubmed/35214314 http://dx.doi.org/10.3390/s22041415 |
work_keys_str_mv | AT qureshifayez designandanalysisofelectronicheadprotectorfortaekwondosports AT krishnansri designandanalysisofelectronicheadprotectorfortaekwondosports |