Evidence of movement variability patterns during a repetitive pointing task until exhaustion
Human movement is characterized by its variability: the same task is never performed twice in exactly the same way. This variability is believed to play a functional role in movement performance and adaptability, as well as in preventing musculoskeletal damage. This article focuses on the time-evolu...
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Veröffentlicht in: | Applied ergonomics 2021-10, Vol.96, p.103464-103464, Article 103464 |
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description | Human movement is characterized by its variability: the same task is never performed twice in exactly the same way. This variability is believed to play a functional role in movement performance and adaptability, as well as in preventing musculoskeletal damage. This article focuses on the time-evolution of movement variability throughout a repetitive pointing task until exhaustion. The kinematics of 13 subjects performing the pointing task is analyzed. Principal Component Analysis of joint angles identifies joint coordinations for each pointing cycle, and cycle-by-cycle comparison highlights movement variability. Non-supervised clustering reveals that subjects adopt successive coordination patterns at an intra-individual level. Inter-individual variability is characterized by the number and type of such patterns: from 3 to 5 patterns, mobilizing the trunk, the shoulder and the upper limbs differently. Movement variability exists even in a seemingly basic and constrained task. It appears in the very early stages of fatigue onset, and may correspond to adaptative coordination responses throughout task performance. This observation should encourage workstation designers to better account for movement variability in order to preserve operators' health and safety.
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•Muscle fatigue during a repetitive pointing task induces movement variability for all subjects.•The realization of this constrained task leads to both intra-subject and inter-subjects variability.•This variability appears from the early stages of the onset of muscle fatigue.•Principal Component Analysis and Hierarchical Ascending Classification of joint angles has identified 3 to 5 different patterns of homogeneous subsequent pointing cycles, depending on the subject. |
doi_str_mv | 10.1016/j.apergo.2021.103464 |
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[Display omitted]
•Muscle fatigue during a repetitive pointing task induces movement variability for all subjects.•The realization of this constrained task leads to both intra-subject and inter-subjects variability.•This variability appears from the early stages of the onset of muscle fatigue.•Principal Component Analysis and Hierarchical Ascending Classification of joint angles has identified 3 to 5 different patterns of homogeneous subsequent pointing cycles, depending on the subject.</description><identifier>ISSN: 0003-6870</identifier><identifier>EISSN: 1872-9126</identifier><identifier>DOI: 10.1016/j.apergo.2021.103464</identifier><language>eng</language><publisher>Elsevier Ltd</publisher><subject>Biomechanics ; Engineering Sciences ; Ergonomic assessment ; Hierarchical ascending classification ; Mechanics ; Movement variability ; Muscle fatigue ; Principal components analysis ; Repetitive pointing task</subject><ispartof>Applied ergonomics, 2021-10, Vol.96, p.103464-103464, Article 103464</ispartof><rights>2021 Elsevier Ltd</rights><rights>Copyright</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c419t-1a6d054ae4f7a0f0ee246138f1f49a064261d0e6046695b2701e0d2ffac5aa783</citedby><cites>FETCH-LOGICAL-c419t-1a6d054ae4f7a0f0ee246138f1f49a064261d0e6046695b2701e0d2ffac5aa783</cites><orcidid>0000-0002-7479-7898 ; 0000-0002-2125-9172 ; 0000-0002-1875-2097</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.apergo.2021.103464$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>230,314,780,784,885,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://hal.science/hal-03280696$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Savin, J.</creatorcontrib><creatorcontrib>Gaudez, C.</creatorcontrib><creatorcontrib>Gilles, M.A.</creatorcontrib><creatorcontrib>Padois, V.</creatorcontrib><creatorcontrib>Bidaud, P.</creatorcontrib><title>Evidence of movement variability patterns during a repetitive pointing task until exhaustion</title><title>Applied ergonomics</title><description>Human movement is characterized by its variability: the same task is never performed twice in exactly the same way. This variability is believed to play a functional role in movement performance and adaptability, as well as in preventing musculoskeletal damage. This article focuses on the time-evolution of movement variability throughout a repetitive pointing task until exhaustion. The kinematics of 13 subjects performing the pointing task is analyzed. Principal Component Analysis of joint angles identifies joint coordinations for each pointing cycle, and cycle-by-cycle comparison highlights movement variability. Non-supervised clustering reveals that subjects adopt successive coordination patterns at an intra-individual level. Inter-individual variability is characterized by the number and type of such patterns: from 3 to 5 patterns, mobilizing the trunk, the shoulder and the upper limbs differently. Movement variability exists even in a seemingly basic and constrained task. It appears in the very early stages of fatigue onset, and may correspond to adaptative coordination responses throughout task performance. This observation should encourage workstation designers to better account for movement variability in order to preserve operators' health and safety.
[Display omitted]
•Muscle fatigue during a repetitive pointing task induces movement variability for all subjects.•The realization of this constrained task leads to both intra-subject and inter-subjects variability.•This variability appears from the early stages of the onset of muscle fatigue.•Principal Component Analysis and Hierarchical Ascending Classification of joint angles has identified 3 to 5 different patterns of homogeneous subsequent pointing cycles, depending on the subject.</description><subject>Biomechanics</subject><subject>Engineering Sciences</subject><subject>Ergonomic assessment</subject><subject>Hierarchical ascending classification</subject><subject>Mechanics</subject><subject>Movement variability</subject><subject>Muscle fatigue</subject><subject>Principal components analysis</subject><subject>Repetitive pointing task</subject><issn>0003-6870</issn><issn>1872-9126</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp9kE9r3DAQxUVJoZs_3yAHHZODtyNZlu1LIIS0KSz00twKYmKPdrXxWo4km-bb18ahx55m5vHeg_kxdi1gK0Dor8ctDhT2fitBilnKlVaf2EZUpcxqIfUZ2wBAnumqhC_sPMbjfFZKFBv2-3FyLfUNcW_5yU90oj7xCYPDF9e59M4HTIlCH3k7BtfvOfJAAyWX3ER88K5Pi5owvvJx3jtOfw44xuR8f8k-W-wiXX3MC_b87fHXw1O2-_n9x8P9LmuUqFMmULdQKCRlSwQLRFJpkVdWWFUjaCW1aIE0KK3r4kWWIAhaaS02BWJZ5Rfsdu09YGeG4E4Y3o1HZ57ud2bRIJcV6FpPYvberN4h-LeRYjInFxvqOuzJj9HIIq8laFnms1Wt1ib4GAPZf90CzALeHM0K3izgzQp-jt2tMZpfnhwFExu3IG5doCaZ1rv_F_wFuw2OSg</recordid><startdate>20211001</startdate><enddate>20211001</enddate><creator>Savin, J.</creator><creator>Gaudez, C.</creator><creator>Gilles, M.A.</creator><creator>Padois, V.</creator><creator>Bidaud, P.</creator><general>Elsevier Ltd</general><general>Elsevier</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0002-7479-7898</orcidid><orcidid>https://orcid.org/0000-0002-2125-9172</orcidid><orcidid>https://orcid.org/0000-0002-1875-2097</orcidid></search><sort><creationdate>20211001</creationdate><title>Evidence of movement variability patterns during a repetitive pointing task until exhaustion</title><author>Savin, J. ; Gaudez, C. ; Gilles, M.A. ; Padois, V. ; Bidaud, P.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c419t-1a6d054ae4f7a0f0ee246138f1f49a064261d0e6046695b2701e0d2ffac5aa783</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Biomechanics</topic><topic>Engineering Sciences</topic><topic>Ergonomic assessment</topic><topic>Hierarchical ascending classification</topic><topic>Mechanics</topic><topic>Movement variability</topic><topic>Muscle fatigue</topic><topic>Principal components analysis</topic><topic>Repetitive pointing task</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Savin, J.</creatorcontrib><creatorcontrib>Gaudez, C.</creatorcontrib><creatorcontrib>Gilles, M.A.</creatorcontrib><creatorcontrib>Padois, V.</creatorcontrib><creatorcontrib>Bidaud, P.</creatorcontrib><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>Hyper Article en Ligne (HAL)</collection><collection>Hyper Article en Ligne (HAL) (Open Access)</collection><jtitle>Applied ergonomics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Savin, J.</au><au>Gaudez, C.</au><au>Gilles, M.A.</au><au>Padois, V.</au><au>Bidaud, P.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Evidence of movement variability patterns during a repetitive pointing task until exhaustion</atitle><jtitle>Applied ergonomics</jtitle><date>2021-10-01</date><risdate>2021</risdate><volume>96</volume><spage>103464</spage><epage>103464</epage><pages>103464-103464</pages><artnum>103464</artnum><issn>0003-6870</issn><eissn>1872-9126</eissn><abstract>Human movement is characterized by its variability: the same task is never performed twice in exactly the same way. This variability is believed to play a functional role in movement performance and adaptability, as well as in preventing musculoskeletal damage. This article focuses on the time-evolution of movement variability throughout a repetitive pointing task until exhaustion. The kinematics of 13 subjects performing the pointing task is analyzed. Principal Component Analysis of joint angles identifies joint coordinations for each pointing cycle, and cycle-by-cycle comparison highlights movement variability. Non-supervised clustering reveals that subjects adopt successive coordination patterns at an intra-individual level. Inter-individual variability is characterized by the number and type of such patterns: from 3 to 5 patterns, mobilizing the trunk, the shoulder and the upper limbs differently. Movement variability exists even in a seemingly basic and constrained task. It appears in the very early stages of fatigue onset, and may correspond to adaptative coordination responses throughout task performance. This observation should encourage workstation designers to better account for movement variability in order to preserve operators' health and safety.
[Display omitted]
•Muscle fatigue during a repetitive pointing task induces movement variability for all subjects.•The realization of this constrained task leads to both intra-subject and inter-subjects variability.•This variability appears from the early stages of the onset of muscle fatigue.•Principal Component Analysis and Hierarchical Ascending Classification of joint angles has identified 3 to 5 different patterns of homogeneous subsequent pointing cycles, depending on the subject.</abstract><pub>Elsevier Ltd</pub><doi>10.1016/j.apergo.2021.103464</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0002-7479-7898</orcidid><orcidid>https://orcid.org/0000-0002-2125-9172</orcidid><orcidid>https://orcid.org/0000-0002-1875-2097</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Biomechanics Engineering Sciences Ergonomic assessment Hierarchical ascending classification Mechanics Movement variability Muscle fatigue Principal components analysis Repetitive pointing task |
title | Evidence of movement variability patterns during a repetitive pointing task until exhaustion |
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