TY - JOUR
T1 - Uncertainty modeling in the prediction of effective mechanical properties using stochastic homogenization method with application to porous trabecular bone
AU - Basaruddin, Khairul Salleh
AU - Takano, Naoki
AU - Akiyama, Hikaru
AU - Nakano, Takayoshi
PY - 2013
Y1 - 2013
N2 - A systematic modeling of uncertainty due to image processing, material characteristics and experimental works was developed in order to propose a novel stochastic image-based multi-scale method for heterogeneous media. The effective mechanical properties with application to three porous trabecular bone models were predicted by introducing the correction factor (β) to represent the miscellaneous errors or unknown factors. Finally, the probability density was obtained for the effective mechanical properties, which could evaluate the reliability of scattered experimental results. It has been concluded that variation in effective properties of heterogeneous media can be predicted even when only limited measured values are available by using the present extrapolation technique based on verified simulation results.
AB - A systematic modeling of uncertainty due to image processing, material characteristics and experimental works was developed in order to propose a novel stochastic image-based multi-scale method for heterogeneous media. The effective mechanical properties with application to three porous trabecular bone models were predicted by introducing the correction factor (β) to represent the miscellaneous errors or unknown factors. Finally, the probability density was obtained for the effective mechanical properties, which could evaluate the reliability of scattered experimental results. It has been concluded that variation in effective properties of heterogeneous media can be predicted even when only limited measured values are available by using the present extrapolation technique based on verified simulation results.
KW - Image-based modeling
KW - Porous microstructure
KW - Stochastic homogenization method
KW - Uncertainty
UR - http://www.scopus.com/inward/record.url?scp=84883154570&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84883154570&partnerID=8YFLogxK
U2 - 10.2320/matertrans.ME201307
DO - 10.2320/matertrans.ME201307
M3 - Article
AN - SCOPUS:84883154570
SN - 1345-9678
VL - 54
SP - 1250
EP - 1256
JO - Materials Transactions
JF - Materials Transactions
IS - 8
ER -