Prediction of contact mechanics in metal-on-metal Total Hip Replacement for parametrically comprehensive designs and loads. Issue 10 (16th July 2015)
- Record Type:
- Journal Article
- Title:
- Prediction of contact mechanics in metal-on-metal Total Hip Replacement for parametrically comprehensive designs and loads. Issue 10 (16th July 2015)
- Main Title:
- Prediction of contact mechanics in metal-on-metal Total Hip Replacement for parametrically comprehensive designs and loads
- Authors:
- Donaldson, Finn E.
Nyman, Edward
Coburn, James C. - Abstract:
- Abstract: Manufacturers and investigators of Total Hip Replacement (THR) bearings require tools to predict the contact mechanics resulting from diverse design and loading parameters. This study provides contact mechanics solutions for metal-on-metal (MoM) bearings that encompass the current design space and could aid pre-clinical design optimization and evaluation. Stochastic finite element (FE) simulation was used to calculate the head-on-cup contact mechanics for five thousand combinations of design and loading parameters. FE results were used to train a Random Forest (RF) surrogate model to rapidly predict the contact patch dimensions, contact area, pressures and plastic deformations for arbitrary designs and loading. In addition to widely observed polar and edge contact, FE results included ring-polar, asymmetric-polar, and transitional categories which have previously received limited attention. Combinations of design and load parameters associated with each contact category were identified. Polar contact pressures were predicted in the range of 0–200 MPa with no permanent deformation. Edge loading (with subluxation) was associated with pressures greater than 500 MPa and induced permanent deformation in 83% of cases. Transitional-edge contact (with little subluxation) was associated with intermediate pressures and permanent deformation in most cases, indicating that, even with ideal anatomical alignment, bearings may face extreme wear challenges. Surrogate models wereAbstract: Manufacturers and investigators of Total Hip Replacement (THR) bearings require tools to predict the contact mechanics resulting from diverse design and loading parameters. This study provides contact mechanics solutions for metal-on-metal (MoM) bearings that encompass the current design space and could aid pre-clinical design optimization and evaluation. Stochastic finite element (FE) simulation was used to calculate the head-on-cup contact mechanics for five thousand combinations of design and loading parameters. FE results were used to train a Random Forest (RF) surrogate model to rapidly predict the contact patch dimensions, contact area, pressures and plastic deformations for arbitrary designs and loading. In addition to widely observed polar and edge contact, FE results included ring-polar, asymmetric-polar, and transitional categories which have previously received limited attention. Combinations of design and load parameters associated with each contact category were identified. Polar contact pressures were predicted in the range of 0–200 MPa with no permanent deformation. Edge loading (with subluxation) was associated with pressures greater than 500 MPa and induced permanent deformation in 83% of cases. Transitional-edge contact (with little subluxation) was associated with intermediate pressures and permanent deformation in most cases, indicating that, even with ideal anatomical alignment, bearings may face extreme wear challenges. Surrogate models were able to accurately predict contact mechanics 18, 000 times faster than FE analyses. The developed surrogate models enable rapid prediction of MoM bearing contact mechanics across the most comprehensive range of loading and designs to date, and may be useful to those performing bearing design optimization or evaluation. … (more)
- Is Part Of:
- Journal of biomechanics. Volume 48:Issue 10(2015)
- Journal:
- Journal of biomechanics
- Issue:
- Volume 48:Issue 10(2015)
- Issue Display:
- Volume 48, Issue 10 (2015)
- Year:
- 2015
- Volume:
- 48
- Issue:
- 10
- Issue Sort Value:
- 2015-0048-0010-0000
- Page Start:
- 1828
- Page End:
- 1835
- Publication Date:
- 2015-07-16
- Subjects:
- Total Hip Arthroplasty -- Wear -- Contact mechanics -- Metal-on-Metal -- Finite element analysis -- Surrogate models
Animal mechanics -- Periodicals
Biomechanics -- Periodicals
Biomechanics -- Periodicals
Mécanique animale -- Périodiques
Biomécanique -- Périodiques
Electronic journals
571.4305 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00219290 ↗
http://www.clinicalkey.com/dura/browse/journalIssue/00219290 ↗
http://www.clinicalkey.com.au/dura/browse/journalIssue/00219290 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jbiomech.2015.04.037 ↗
- Languages:
- English
- ISSNs:
- 0021-9290
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4953.600000
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