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Calibrating corneal material model parameters using only inflation data: an ill-posed problem

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dc.contributor.author Kok, S
dc.contributor.author Botha, N
dc.contributor.author Inglis, M
dc.date.accessioned 2015-03-12T09:56:43Z
dc.date.available 2015-03-12T09:56:43Z
dc.date.issued 2014-08
dc.identifier.citation Kok, S, Botha, N and Inglis, M. 2014. Calibrating corneal material model parameters using only inflation data: an ill-posed problem. International Journal for Numerical Methods in Biomedical Engineering, vol. 30(12), pp 1460–1475 en_US
dc.identifier.issn 2040-7939
dc.identifier.uri http://onlinelibrary.wiley.com/doi/10.1002/cnm.2667/pdf
dc.identifier.uri http://hdl.handle.net/10204/7923
dc.description Copyright: 2014 John Wiley & Sons.Due to copyright restrictions, the attached PDF file only contains the abstract of the full text item. For access to the full text item, please consult the publisher's website. en_US
dc.description.abstract Goldmann applanation tonometry (GAT) is a method used to estimate the intraocular pressure by measuring the indentation resistance of the cornea. A popular approach to investigate the sensitivity of GAT results to material and geometry variations is to perform numerical modelling using the finite element method, for which a calibrated material model is required. These material models are typically calibrated using experimental inflation data by solving an inverse problem. In the inverse problem, the underlying material constitutive behaviour is inferred from the measured macroscopic response (chamber pressure versus apical displacement). In this study, a biomechanically motivated elastic fibre-reinforced corneal material model is chosen. The inverse problem of calibrating the corneal material model parameters using only experimental inflation data is demonstrated to be ill-posed, with small variations in the experimental data leading to large differences in the calibrated model parameters. This can result in different groups of researchers, calibrating their material model with the same inflation test data, drawing vastly different conclusions about the effect of material parameters on GAT results. It is further demonstrated that multiple loading scenarios, such as inflation as well as bending, would be required to reliably calibrate such a corneal material model. en_US
dc.language.iso en en_US
dc.publisher John Wiley & Sons en_US
dc.relation.ispartofseries Workflow;13468
dc.subject Inverse problem en_US
dc.subject Ill-posed en_US
dc.subject Material coefficient calibration en_US
dc.subject Elastic fibre-reinforced constitutive model en_US
dc.subject Inflation test en_US
dc.subject Goldmann applanation tonometry en_US
dc.subject GAT en_US
dc.subject Cornea en_US
dc.title Calibrating corneal material model parameters using only inflation data: an ill-posed problem en_US
dc.type Article en_US
dc.identifier.apacitation Kok, S., Botha, N., & Inglis, M. (2014). Calibrating corneal material model parameters using only inflation data: an ill-posed problem. http://hdl.handle.net/10204/7923 en_ZA
dc.identifier.chicagocitation Kok, S, N Botha, and M Inglis "Calibrating corneal material model parameters using only inflation data: an ill-posed problem." (2014) http://hdl.handle.net/10204/7923 en_ZA
dc.identifier.vancouvercitation Kok S, Botha N, Inglis M. Calibrating corneal material model parameters using only inflation data: an ill-posed problem. 2014; http://hdl.handle.net/10204/7923. en_ZA
dc.identifier.ris TY - Article AU - Kok, S AU - Botha, N AU - Inglis, M AB - Goldmann applanation tonometry (GAT) is a method used to estimate the intraocular pressure by measuring the indentation resistance of the cornea. A popular approach to investigate the sensitivity of GAT results to material and geometry variations is to perform numerical modelling using the finite element method, for which a calibrated material model is required. These material models are typically calibrated using experimental inflation data by solving an inverse problem. In the inverse problem, the underlying material constitutive behaviour is inferred from the measured macroscopic response (chamber pressure versus apical displacement). In this study, a biomechanically motivated elastic fibre-reinforced corneal material model is chosen. The inverse problem of calibrating the corneal material model parameters using only experimental inflation data is demonstrated to be ill-posed, with small variations in the experimental data leading to large differences in the calibrated model parameters. This can result in different groups of researchers, calibrating their material model with the same inflation test data, drawing vastly different conclusions about the effect of material parameters on GAT results. It is further demonstrated that multiple loading scenarios, such as inflation as well as bending, would be required to reliably calibrate such a corneal material model. DA - 2014-08 DB - ResearchSpace DP - CSIR KW - Inverse problem KW - Ill-posed KW - Material coefficient calibration KW - Elastic fibre-reinforced constitutive model KW - Inflation test KW - Goldmann applanation tonometry KW - GAT KW - Cornea LK - https://researchspace.csir.co.za PY - 2014 SM - 2040-7939 T1 - Calibrating corneal material model parameters using only inflation data: an ill-posed problem TI - Calibrating corneal material model parameters using only inflation data: an ill-posed problem UR - http://hdl.handle.net/10204/7923 ER - en_ZA


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