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The Comfort and Measurement Precision-Based Multi-Objective Optimization Method for Gesture Interaction

As an advanced interaction mode, gestures have been widely used for human–computer interaction (HCI). This paper proposes a multi-objective optimization method based on the objective function [Formula: see text] to solve the inconsistency between the gesture comfort [Formula: see text] and measureme...

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Detalles Bibliográficos
Autores principales: Wang, Wenjie, Hou, Yongai, Tian, Shuangwen, Qin, Xiansheng, Zheng, Chen, Wang, Liting, Shang, Hepeng, Wang, Yuangeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10604021/
https://www.ncbi.nlm.nih.gov/pubmed/37892921
http://dx.doi.org/10.3390/bioengineering10101191
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author Wang, Wenjie
Hou, Yongai
Tian, Shuangwen
Qin, Xiansheng
Zheng, Chen
Wang, Liting
Shang, Hepeng
Wang, Yuangeng
author_facet Wang, Wenjie
Hou, Yongai
Tian, Shuangwen
Qin, Xiansheng
Zheng, Chen
Wang, Liting
Shang, Hepeng
Wang, Yuangeng
author_sort Wang, Wenjie
collection PubMed
description As an advanced interaction mode, gestures have been widely used for human–computer interaction (HCI). This paper proposes a multi-objective optimization method based on the objective function [Formula: see text] to solve the inconsistency between the gesture comfort [Formula: see text] and measurement precision [Formula: see text] in the gesture interaction. The proposed comfort model [Formula: see text] takes seventeen muscles and six degrees of freedom into consideration based on the data from muscles and joints, and is capable of simulating the energy expenditure of the gesture motion. The [Formula: see text] can provide an intuitive indicator to predict which act has the higher risk of fatigue or injury for joints and muscles. The measurement precision model [Formula: see text] is calculated from the measurement error [Formula: see text] caused by calibration, that provides a means to evaluate the efficiency of the gesture interaction. The modeling and simulation are implemented to analyze the effectiveness of the multi-objective optimization method proposed in this paper. According to the result of the comparison between the objective function [Formula: see text] , based on the comfort model [Formula: see text] , and the objective function [Formula: see text] , based on the measurement precision models [Formula: see text] , the consistency and the difference can be found due to the variation of the radius [Formula: see text] and the center coordinates [Formula: see text]. The proposed objective function [Formula: see text] compromises the inconsistency between the objective function [Formula: see text] and [Formula: see text]. Therefore, the multi-objective optimization method proposed in this paper is applied to the gesture design to improve the ergonomics and operation efficiency of the gesture, and the effectiveness is verified through usability testing.
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spelling pubmed-106040212023-10-28 The Comfort and Measurement Precision-Based Multi-Objective Optimization Method for Gesture Interaction Wang, Wenjie Hou, Yongai Tian, Shuangwen Qin, Xiansheng Zheng, Chen Wang, Liting Shang, Hepeng Wang, Yuangeng Bioengineering (Basel) Article As an advanced interaction mode, gestures have been widely used for human–computer interaction (HCI). This paper proposes a multi-objective optimization method based on the objective function [Formula: see text] to solve the inconsistency between the gesture comfort [Formula: see text] and measurement precision [Formula: see text] in the gesture interaction. The proposed comfort model [Formula: see text] takes seventeen muscles and six degrees of freedom into consideration based on the data from muscles and joints, and is capable of simulating the energy expenditure of the gesture motion. The [Formula: see text] can provide an intuitive indicator to predict which act has the higher risk of fatigue or injury for joints and muscles. The measurement precision model [Formula: see text] is calculated from the measurement error [Formula: see text] caused by calibration, that provides a means to evaluate the efficiency of the gesture interaction. The modeling and simulation are implemented to analyze the effectiveness of the multi-objective optimization method proposed in this paper. According to the result of the comparison between the objective function [Formula: see text] , based on the comfort model [Formula: see text] , and the objective function [Formula: see text] , based on the measurement precision models [Formula: see text] , the consistency and the difference can be found due to the variation of the radius [Formula: see text] and the center coordinates [Formula: see text]. The proposed objective function [Formula: see text] compromises the inconsistency between the objective function [Formula: see text] and [Formula: see text]. Therefore, the multi-objective optimization method proposed in this paper is applied to the gesture design to improve the ergonomics and operation efficiency of the gesture, and the effectiveness is verified through usability testing. MDPI 2023-10-13 /pmc/articles/PMC10604021/ /pubmed/37892921 http://dx.doi.org/10.3390/bioengineering10101191 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
Wang, Wenjie
Hou, Yongai
Tian, Shuangwen
Qin, Xiansheng
Zheng, Chen
Wang, Liting
Shang, Hepeng
Wang, Yuangeng
The Comfort and Measurement Precision-Based Multi-Objective Optimization Method for Gesture Interaction
title The Comfort and Measurement Precision-Based Multi-Objective Optimization Method for Gesture Interaction
title_full The Comfort and Measurement Precision-Based Multi-Objective Optimization Method for Gesture Interaction
title_fullStr The Comfort and Measurement Precision-Based Multi-Objective Optimization Method for Gesture Interaction
title_full_unstemmed The Comfort and Measurement Precision-Based Multi-Objective Optimization Method for Gesture Interaction
title_short The Comfort and Measurement Precision-Based Multi-Objective Optimization Method for Gesture Interaction
title_sort comfort and measurement precision-based multi-objective optimization method for gesture interaction
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10604021/
https://www.ncbi.nlm.nih.gov/pubmed/37892921
http://dx.doi.org/10.3390/bioengineering10101191
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