ArticleJournal of anatomy2011
Sensitivity and ex vivo validation of finite element models of the domestic pig cranium.
Article in Journal of anatomy, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 39 papers.
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Who cites it
39 citing papers in PubMed, 73 citations in OpenAlex.
- How complex must shape data be to model in vivo forces? Intraspecific level validation of in silico jaw strength estimates in a lizard.The Journal of experimental biology · 2026Article
- Disparate feeding mechanics between two hadrosaurid dinosaurs support the potential for resource partitioning.Proceedings. Biological sciences · 2025Article
- Dynamic finite element modelling of the macaque mandible during a complete mastication gape cycle.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2023Article
- Divergent strategies in cranial biomechanics and feeding ecology of the ankylosaurian dinosaurs.Scientific reports · 2023Article
- A toolbox for the retrodeformation and muscle reconstruction of fossil specimens in Blender.Royal Society open science · 2022Article
- The diet of early birds based on modern and fossil evidence and a new framework for its reconstruction.Biological reviews of the Cambridge Philosophical Society · 2021Review
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- A high-fidelity 3D S-FEM stress analysis of a highly heterogeneous swine skull.Medical & biological engineering & computing · 2020Article
- The use of extruded finite-element models as a novel alternative to tomography-based models: a case study using early mammal jaws.Journal of the Royal Society, Interface · 2019Article
- Finite element and deformation analyses predict pattern of bone failure in loaded zebrafish spines.Journal of the Royal Society, Interface · 2019Article
- The Mechanical Effect of the Periodontal Ligament on Bone Strain Regimes in a Validated Finite Element Model of a Macaque Mandible.Frontiers in bioengineering and biotechnology · 2019Article
- Warped finite element models predict whole shell failure in turtle shells.Journal of anatomy · 2018Article
- Pterosaur dietary hypotheses: a review of ideas and approaches.Biological reviews of the Cambridge Philosophical Society · 2018Review
- Computational biomechanical analyses demonstrate similar shell-crushing abilities in modern and ancient arthropods.Proceedings. Biological sciences · 2018Article
- Structure-function covariation with nonfeeding ecological variables influences evolution of feeding specialization in Carnivora.Science advances · 2018Article
- Article
- A three-dimensional strain measurement method in elastic transparent materials using tomographic particle image velocimetry.PloS one · 2017Article
- The impact of gape on the performance of the skull in chisel-tooth digging and scratch digging mole-rats (Rodentia: Bathyergidae).Royal Society open science · 2016Article
- Reconstructing the past: methods and techniques for the digital restoration of fossils.Royal Society open science · 2016Article
- Decoupled form and function in disparate herbivorous dinosaur clades.Scientific reports · 2016Article
Corrections and comments
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Authors and funding
2 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A finite element (FE) validation and sensitivity study was undertaken on a modern domestic pig cranium. Bone strain data were collected ex vivo from strain gauges, and compared with results from specimen-specific FE models. An isotropic, homogeneous model was created, then input parameters were altered to investigate model sensitivity. Heterogeneous, isotropic models investigated the effects of a constant-thickness, stiffer outer layer (representing cortical bone) atop a more compliant interior (representing cancellous bone). Loading direction and placement of strain gauges were also varied, and the use of 2D membrane elements at strain gauge locations as a method of projecting 3D model strains into the plane of the gauge was investigated. The models correctly estimate the loading conditions of the experiment, yet at some locations fail to reproduce correct principal strain magnitudes, and hence strain ratios. Principal strain orientations are predicted well. The initial model was too stiff by approximately an order of magnitude. Introducing a compliant interior reported strain magnitudes more similar to the ex vivo results without notably affecting strain orientations, ratios or contour patterns, suggesting that this simple heterogeneity was the equivalent of reducing the overall stiffness of the model. Models were generally insensitive to moderate changes in loading direction or strain gauge placement, except in the squamosal portion of the zygomatic arch. The use of membrane elements made negligible differences to the reported strains. The models therefore seem most sensitive to changes in material properties, and suggest that failure to model local heterogeneity in material properties and structure of the bone may be responsible for discrepancies between the experimental and model results. This is partially attributable to a lack of resolution in the CT scans from which the model was built, and partially due to an absence of detailed material properties data for pig cranial bone. Thus, caution is advised when using FE models to estimate absolute numerical values of breaking stress and bite force unless detailed input parameters are available. However, if the objective is to compare relative differences between models, the fact that the strain environment is replicated well means that such investigations can be robust.
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