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Parameter estimation in a Holzapfel–Ogden law for healthy myocardium
A central problem in biomechanical studies of personalized human left ventricular (LV) modelling is to estimate material properties from in vivo clinical measurements. In this work we evaluate the passive myocardial mechanical properties inversely from the in vivo LV chamber pressure–volume and stra...
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Published in: | Journal of engineering mathematics 2015-12, Vol.95 (1), p.231-248 |
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description | A central problem in biomechanical studies of personalized human left ventricular (LV) modelling is to estimate material properties from in vivo clinical measurements. In this work we evaluate the passive myocardial mechanical properties inversely from the in vivo LV chamber pressure–volume and strain data. The LV myocardium is described using a structure-based orthotropic Holzapfel–Ogden constitutive law with eight parameters. In the first part of the paper we demonstrate how to use a multi-step non-linear least-squares optimization procedure to inversely estimate the parameters from the pressure–volume and strain data obtained from a synthetic LV model in diastole. In the second part, we show that to apply this procedure to clinical situations with limited in vivo data, additional constraints are required in the optimization procedure. Our study, based on three different healthy volunteers, demonstrates that the parameters of the Holzapfel–Ogden law could be extracted from pressure–volume and strain data with a suitable multi-step optimization procedure. Although the uniqueness of the solution cannot be addressed using our approaches, the material response is shown to be robustly determined. |
doi_str_mv | 10.1007/s10665-014-9740-3 |
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G. ; Cai, L. ; Berry, C. ; Luo, X. Y.</creator><creatorcontrib>Gao, H. ; Li, W. G. ; Cai, L. ; Berry, C. ; Luo, X. Y.</creatorcontrib><description>A central problem in biomechanical studies of personalized human left ventricular (LV) modelling is to estimate material properties from in vivo clinical measurements. In this work we evaluate the passive myocardial mechanical properties inversely from the in vivo LV chamber pressure–volume and strain data. The LV myocardium is described using a structure-based orthotropic Holzapfel–Ogden constitutive law with eight parameters. In the first part of the paper we demonstrate how to use a multi-step non-linear least-squares optimization procedure to inversely estimate the parameters from the pressure–volume and strain data obtained from a synthetic LV model in diastole. In the second part, we show that to apply this procedure to clinical situations with limited in vivo data, additional constraints are required in the optimization procedure. Our study, based on three different healthy volunteers, demonstrates that the parameters of the Holzapfel–Ogden law could be extracted from pressure–volume and strain data with a suitable multi-step optimization procedure. Although the uniqueness of the solution cannot be addressed using our approaches, the material response is shown to be robustly determined.</description><identifier>ISSN: 0022-0833</identifier><identifier>EISSN: 1573-2703</identifier><identifier>DOI: 10.1007/s10665-014-9740-3</identifier><identifier>PMID: 26663931</identifier><language>eng</language><publisher>Dordrecht: Springer Netherlands</publisher><subject>Applications of Mathematics ; Computational Mathematics and Numerical Analysis ; Diastole ; Estimates ; In vivo methods and tests ; Mathematical and Computational Engineering ; Mathematical Modeling and Industrial Mathematics ; Mathematical models ; Mathematics ; Mathematics and Statistics ; Myocardium ; Nonlinearity ; Optimization ; Strain ; Theoretical and Applied Mechanics</subject><ispartof>Journal of engineering mathematics, 2015-12, Vol.95 (1), p.231-248</ispartof><rights>The Author(s) 2015</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c611t-ad28a5fcc72848e00b9384fdf829054a2cbc09eeb8c38e01772efa3218c0e0993</citedby><cites>FETCH-LOGICAL-c611t-ad28a5fcc72848e00b9384fdf829054a2cbc09eeb8c38e01772efa3218c0e0993</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26663931$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Gao, H.</creatorcontrib><creatorcontrib>Li, W. G.</creatorcontrib><creatorcontrib>Cai, L.</creatorcontrib><creatorcontrib>Berry, C.</creatorcontrib><creatorcontrib>Luo, X. Y.</creatorcontrib><title>Parameter estimation in a Holzapfel–Ogden law for healthy myocardium</title><title>Journal of engineering mathematics</title><addtitle>J Eng Math</addtitle><addtitle>J Eng Math</addtitle><description>A central problem in biomechanical studies of personalized human left ventricular (LV) modelling is to estimate material properties from in vivo clinical measurements. In this work we evaluate the passive myocardial mechanical properties inversely from the in vivo LV chamber pressure–volume and strain data. The LV myocardium is described using a structure-based orthotropic Holzapfel–Ogden constitutive law with eight parameters. In the first part of the paper we demonstrate how to use a multi-step non-linear least-squares optimization procedure to inversely estimate the parameters from the pressure–volume and strain data obtained from a synthetic LV model in diastole. In the second part, we show that to apply this procedure to clinical situations with limited in vivo data, additional constraints are required in the optimization procedure. Our study, based on three different healthy volunteers, demonstrates that the parameters of the Holzapfel–Ogden law could be extracted from pressure–volume and strain data with a suitable multi-step optimization procedure. Although the uniqueness of the solution cannot be addressed using our approaches, the material response is shown to be robustly determined.</description><subject>Applications of Mathematics</subject><subject>Computational Mathematics and Numerical Analysis</subject><subject>Diastole</subject><subject>Estimates</subject><subject>In vivo methods and tests</subject><subject>Mathematical and Computational Engineering</subject><subject>Mathematical Modeling and Industrial Mathematics</subject><subject>Mathematical models</subject><subject>Mathematics</subject><subject>Mathematics and Statistics</subject><subject>Myocardium</subject><subject>Nonlinearity</subject><subject>Optimization</subject><subject>Strain</subject><subject>Theoretical and Applied Mechanics</subject><issn>0022-0833</issn><issn>1573-2703</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNqNkU1OwzAQhS0EouXnAGxQlmwCYzt17A0SqviTkMoC1pbrTNpUSVzsBFRW3IEbchKMCgg2iNUs3jdPM-8RckDhmALkJ4GCEKMUaJaqPIOUb5AhHeU8ZTnwTTIEYCwFyfmA7ISwAAAlM7ZNBkwIwRWnQ3Jxa7xpsEOfYOiqxnSVa5OqTUxy5epnsyyxfnt5ncwKbJPaPCWl88kcTd3NV0mzctb4ouqbPbJVmjrg_ufcJfcX53fjq_Rmcnk9PrtJraC0S03BpBmV1uZMZhIBporLrCxKyRSMMsPs1IJCnErLo0zznGFpOKPSAoJSfJecrn2X_bTBwmLbeVPrpY-X-5V2ptK_lbaa65l71JkQTAkWDY4-Dbx76OPLuqmCxbo2Lbo-aCpjNhmjgv4DBQkCmJIRpWvUeheCx_L7Igr6oyq9rkrHqvRHVZrHncOfr3xvfHUTAbYGQpTaGXq9cL1vY7x_uL4DtWWgZw</recordid><startdate>20151201</startdate><enddate>20151201</enddate><creator>Gao, H.</creator><creator>Li, W. 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G.</creatorcontrib><creatorcontrib>Cai, L.</creatorcontrib><creatorcontrib>Berry, C.</creatorcontrib><creatorcontrib>Luo, X. Y.</creatorcontrib><collection>SpringerOpen</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Journal of engineering mathematics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Gao, H.</au><au>Li, W. G.</au><au>Cai, L.</au><au>Berry, C.</au><au>Luo, X. Y.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Parameter estimation in a Holzapfel–Ogden law for healthy myocardium</atitle><jtitle>Journal of engineering mathematics</jtitle><stitle>J Eng Math</stitle><addtitle>J Eng Math</addtitle><date>2015-12-01</date><risdate>2015</risdate><volume>95</volume><issue>1</issue><spage>231</spage><epage>248</epage><pages>231-248</pages><issn>0022-0833</issn><eissn>1573-2703</eissn><abstract>A central problem in biomechanical studies of personalized human left ventricular (LV) modelling is to estimate material properties from in vivo clinical measurements. In this work we evaluate the passive myocardial mechanical properties inversely from the in vivo LV chamber pressure–volume and strain data. The LV myocardium is described using a structure-based orthotropic Holzapfel–Ogden constitutive law with eight parameters. 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subjects | Applications of Mathematics Computational Mathematics and Numerical Analysis Diastole Estimates In vivo methods and tests Mathematical and Computational Engineering Mathematical Modeling and Industrial Mathematics Mathematical models Mathematics Mathematics and Statistics Myocardium Nonlinearity Optimization Strain Theoretical and Applied Mechanics |
title | Parameter estimation in a Holzapfel–Ogden law for healthy myocardium |
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