Bayesian uncertainty analysis of finite deformation viscoelasticity. (December 2015)
- Record Type:
- Journal Article
- Title:
- Bayesian uncertainty analysis of finite deformation viscoelasticity. (December 2015)
- Main Title:
- Bayesian uncertainty analysis of finite deformation viscoelasticity
- Authors:
- Miles, Paul
Hays, Michael
Smith, Ralph
Oates, William - Abstract:
- Highlights: Experimentally characterize viscoelasticity of the dielectric elastomer, VHB 4910. Apply Bayesian techniques to analyze and quantify model uncertainty. Nonlinear viscoelasticity more accurately predicted elastomer behavior. Viscoelastic time constant varied with the deformation rate following a power law. Abstract: The viscoelasticity of the dielectric elastomer, VHB 4910, is experimentally characterized, modeled, and analyzed using Bayesian uncertainty analysis. Whereas these materials are known for their large-field induced deformation and broad applications in smart structures, the rate-dependent viscoelastic effects are not well understood. To address this issue, we quantify both the hyperelastic and viscoelastic constitutive behavior and use Bayesian uncertainty analysis to assess several key modeling attributes. Specifically, we compare an Ogden-based phenomenological model to a nonaffine hyperelastic model and couple hyperelasticity to both linear and nonlinear viscoelasticity. The utilization of Bayesian statistics is shown to provide insight into quantifying nonlinear viscoelasticity behavior as a function of internal state variables. The results are validated experimentally in the finite deformation regime over a range of stretch rates spanning four orders of magnitude ( 6.7 × 10 - 5 –0.67 Hz). A unique set of hyperelastic parameters are identified, independent of the stretch rate. In addition, comparisons of the linear and nonlinear viscoelastic modelsHighlights: Experimentally characterize viscoelasticity of the dielectric elastomer, VHB 4910. Apply Bayesian techniques to analyze and quantify model uncertainty. Nonlinear viscoelasticity more accurately predicted elastomer behavior. Viscoelastic time constant varied with the deformation rate following a power law. Abstract: The viscoelasticity of the dielectric elastomer, VHB 4910, is experimentally characterized, modeled, and analyzed using Bayesian uncertainty analysis. Whereas these materials are known for their large-field induced deformation and broad applications in smart structures, the rate-dependent viscoelastic effects are not well understood. To address this issue, we quantify both the hyperelastic and viscoelastic constitutive behavior and use Bayesian uncertainty analysis to assess several key modeling attributes. Specifically, we compare an Ogden-based phenomenological model to a nonaffine hyperelastic model and couple hyperelasticity to both linear and nonlinear viscoelasticity. The utilization of Bayesian statistics is shown to provide insight into quantifying nonlinear viscoelasticity behavior as a function of internal state variables. The results are validated experimentally in the finite deformation regime over a range of stretch rates spanning four orders of magnitude ( 6.7 × 10 - 5 –0.67 Hz). A unique set of hyperelastic parameters are identified, independent of the stretch rate. In addition, comparisons of the linear and nonlinear viscoelastic models demonstrate a reduction in modeling error by approximately a factor of three. Finally, the viscoelastic time constant is shown to produce an inverse stretch rate power law dependence regardless of which hyperelastic model is used. … (more)
- Is Part Of:
- Mechanics of materials. Volume 91(2015)Part 1
- Journal:
- Mechanics of materials
- Issue:
- Volume 91(2015)Part 1
- Issue Display:
- Volume 91, Issue 1, Part 1 (2015)
- Year:
- 2015
- Volume:
- 91
- Issue:
- 1
- Part:
- 1
- Issue Sort Value:
- 2015-0091-0001-0001
- Page Start:
- 35
- Page End:
- 49
- Publication Date:
- 2015-12
- Subjects:
- Viscoelasticity -- Uncertainty -- Dielectric elastomers -- Bayesian statistics
Strength of materials -- Periodicals
Mechanics, Applied -- Periodicals
Résistance des matériaux -- Périodiques
Mécanique appliquée -- Périodiques
Mechanics, Applied
Strength of materials
Periodicals
Electronic journals
620.11 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01676636 ↗
http://books.google.com/books?id=hWtTAAAAMAAJ ↗
http://www.elsevier.com/journals ↗
http://www.elsevier.com/homepage/elecserv.htt ↗ - DOI:
- 10.1016/j.mechmat.2015.07.002 ↗
- Languages:
- English
- ISSNs:
- 0167-6636
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5424.105000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 9070.xml