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Estimation of quasi-stiffness of the human knee in the stance phase of walking
Biomechanical data characterizing the quasi-stiffness of lower-limb joints during human locomotion is limited. Understanding joint stiffness is critical for evaluating gait function and designing devices such as prostheses and orthoses intended to emulate biological properties of human legs. The kne...
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Published in: | PloS one 2013-03, Vol.8 (3), p.e59993-e59993 |
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description | Biomechanical data characterizing the quasi-stiffness of lower-limb joints during human locomotion is limited. Understanding joint stiffness is critical for evaluating gait function and designing devices such as prostheses and orthoses intended to emulate biological properties of human legs. The knee joint moment-angle relationship is approximately linear in the flexion and extension stages of stance, exhibiting nearly constant stiffnesses, known as the quasi-stiffnesses of each stage. Using a generalized inverse dynamics analysis approach, we identify the key independent variables needed to predict knee quasi-stiffness during walking, including gait speed, knee excursion, and subject height and weight. Then, based on the identified key variables, we used experimental walking data for 136 conditions (speeds of 0.75-2.63 m/s) across 14 subjects to obtain best fit linear regressions for a set of general models, which were further simplified for the optimal gait speed. We found R(2) > 86% for the most general models of knee quasi-stiffnesses for the flexion and extension stages of stance. With only subject height and weight, we could predict knee quasi-stiffness for preferred walking speed with average error of 9% with only one outlier. These results provide a useful framework and foundation for selecting subject-specific stiffness for prosthetic and exoskeletal devices designed to emulate biological knee function during walking. |
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Understanding joint stiffness is critical for evaluating gait function and designing devices such as prostheses and orthoses intended to emulate biological properties of human legs. The knee joint moment-angle relationship is approximately linear in the flexion and extension stages of stance, exhibiting nearly constant stiffnesses, known as the quasi-stiffnesses of each stage. Using a generalized inverse dynamics analysis approach, we identify the key independent variables needed to predict knee quasi-stiffness during walking, including gait speed, knee excursion, and subject height and weight. Then, based on the identified key variables, we used experimental walking data for 136 conditions (speeds of 0.75-2.63 m/s) across 14 subjects to obtain best fit linear regressions for a set of general models, which were further simplified for the optimal gait speed. We found R(2) > 86% for the most general models of knee quasi-stiffnesses for the flexion and extension stages of stance. With only subject height and weight, we could predict knee quasi-stiffness for preferred walking speed with average error of 9% with only one outlier. These results provide a useful framework and foundation for selecting subject-specific stiffness for prosthetic and exoskeletal devices designed to emulate biological knee function during walking.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0059993</identifier><identifier>PMID: 23533662</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Analysis ; Biological properties ; Biology ; Biomechanical Phenomena ; Biomechanics ; Engineering ; Engineering schools ; Gait ; Gait - physiology ; Generalized inverse ; Humans ; Independent variables ; Inverse dynamics ; Joint surgery ; Knee ; Knee Joint - physiology ; Laboratories ; Legs ; Locomotion ; Locomotion - physiology ; Materials science ; Mathematical models ; Mathematics ; Mechanical engineering ; Medical research ; Models, Theoretical ; Orthoses ; Physics ; Physiology ; Prostheses ; Prostheses and implants ; Prosthetics ; Regression analysis ; Rehabilitation ; Stiffness ; Walking ; Walking - physiology</subject><ispartof>PloS one, 2013-03, Vol.8 (3), p.e59993-e59993</ispartof><rights>COPYRIGHT 2013 Public Library of Science</rights><rights>2013 Shamaei et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License: https://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2013 Shamaei et al 2013 Shamaei et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c758t-4fe0ce7bf4ab346dd02630f3ad2a3ccfb5cc9b0cfac59ec776fcd73637cd14593</citedby><cites>FETCH-LOGICAL-c758t-4fe0ce7bf4ab346dd02630f3ad2a3ccfb5cc9b0cfac59ec776fcd73637cd14593</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/1330891508/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/1330891508?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,25733,27903,27904,36991,36992,44569,53769,53771,74872</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23533662$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Awad, Hani A.</contributor><creatorcontrib>Shamaei, Kamran</creatorcontrib><creatorcontrib>Sawicki, Gregory S</creatorcontrib><creatorcontrib>Dollar, Aaron M</creatorcontrib><title>Estimation of quasi-stiffness of the human knee in the stance phase of walking</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Biomechanical data characterizing the quasi-stiffness of lower-limb joints during human locomotion is limited. Understanding joint stiffness is critical for evaluating gait function and designing devices such as prostheses and orthoses intended to emulate biological properties of human legs. The knee joint moment-angle relationship is approximately linear in the flexion and extension stages of stance, exhibiting nearly constant stiffnesses, known as the quasi-stiffnesses of each stage. Using a generalized inverse dynamics analysis approach, we identify the key independent variables needed to predict knee quasi-stiffness during walking, including gait speed, knee excursion, and subject height and weight. Then, based on the identified key variables, we used experimental walking data for 136 conditions (speeds of 0.75-2.63 m/s) across 14 subjects to obtain best fit linear regressions for a set of general models, which were further simplified for the optimal gait speed. We found R(2) > 86% for the most general models of knee quasi-stiffnesses for the flexion and extension stages of stance. With only subject height and weight, we could predict knee quasi-stiffness for preferred walking speed with average error of 9% with only one outlier. These results provide a useful framework and foundation for selecting subject-specific stiffness for prosthetic and exoskeletal devices designed to emulate biological knee function during walking.</description><subject>Analysis</subject><subject>Biological properties</subject><subject>Biology</subject><subject>Biomechanical Phenomena</subject><subject>Biomechanics</subject><subject>Engineering</subject><subject>Engineering schools</subject><subject>Gait</subject><subject>Gait - physiology</subject><subject>Generalized inverse</subject><subject>Humans</subject><subject>Independent variables</subject><subject>Inverse dynamics</subject><subject>Joint surgery</subject><subject>Knee</subject><subject>Knee Joint - physiology</subject><subject>Laboratories</subject><subject>Legs</subject><subject>Locomotion</subject><subject>Locomotion - physiology</subject><subject>Materials science</subject><subject>Mathematical models</subject><subject>Mathematics</subject><subject>Mechanical engineering</subject><subject>Medical research</subject><subject>Models, Theoretical</subject><subject>Orthoses</subject><subject>Physics</subject><subject>Physiology</subject><subject>Prostheses</subject><subject>Prostheses and implants</subject><subject>Prosthetics</subject><subject>Regression analysis</subject><subject>Rehabilitation</subject><subject>Stiffness</subject><subject>Walking</subject><subject>Walking - 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Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PloS one</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Shamaei, Kamran</au><au>Sawicki, Gregory S</au><au>Dollar, Aaron M</au><au>Awad, Hani A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Estimation of quasi-stiffness of the human knee in the stance phase of walking</atitle><jtitle>PloS one</jtitle><addtitle>PLoS One</addtitle><date>2013-03-22</date><risdate>2013</risdate><volume>8</volume><issue>3</issue><spage>e59993</spage><epage>e59993</epage><pages>e59993-e59993</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Biomechanical data characterizing the quasi-stiffness of lower-limb joints during human locomotion is limited. Understanding joint stiffness is critical for evaluating gait function and designing devices such as prostheses and orthoses intended to emulate biological properties of human legs. The knee joint moment-angle relationship is approximately linear in the flexion and extension stages of stance, exhibiting nearly constant stiffnesses, known as the quasi-stiffnesses of each stage. Using a generalized inverse dynamics analysis approach, we identify the key independent variables needed to predict knee quasi-stiffness during walking, including gait speed, knee excursion, and subject height and weight. Then, based on the identified key variables, we used experimental walking data for 136 conditions (speeds of 0.75-2.63 m/s) across 14 subjects to obtain best fit linear regressions for a set of general models, which were further simplified for the optimal gait speed. We found R(2) > 86% for the most general models of knee quasi-stiffnesses for the flexion and extension stages of stance. With only subject height and weight, we could predict knee quasi-stiffness for preferred walking speed with average error of 9% with only one outlier. These results provide a useful framework and foundation for selecting subject-specific stiffness for prosthetic and exoskeletal devices designed to emulate biological knee function during walking.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>23533662</pmid><doi>10.1371/journal.pone.0059993</doi><tpages>e59993</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Analysis Biological properties Biology Biomechanical Phenomena Biomechanics Engineering Engineering schools Gait Gait - physiology Generalized inverse Humans Independent variables Inverse dynamics Joint surgery Knee Knee Joint - physiology Laboratories Legs Locomotion Locomotion - physiology Materials science Mathematical models Mathematics Mechanical engineering Medical research Models, Theoretical Orthoses Physics Physiology Prostheses Prostheses and implants Prosthetics Regression analysis Rehabilitation Stiffness Walking Walking - physiology |
title | Estimation of quasi-stiffness of the human knee in the stance phase of walking |
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