Title :
Information theory framework to reconstruct Biot constants of trabecular bone from ultrasound
Author :
Rus, G. ; Pakula, M. ; Grimal, Q. ; Laugier, P.
Author_Institution :
Dept. Struct. Mech., Univ. of Granada, Granada, Spain
Abstract :
Reliable quantification of mechanical constants of bone tissue is an open issue with relevance for the diagnostic of bone quality disorders, such as osteoporosis. Two open questions are addressed here: the suitability of Biot´s poroelasticity to explain the complex propagation patterns of ultrasound through trabecular bone, combined with a two-parameter homogeneization model, and to determine the confidence intervals of the reconstruction. An information-theory based probabilistic inversion framework is proposed for the first time to answer both questions. This work is aimed at (i) reconstructing the Biot-theory parameters that simulate the ultrasonic transmission through a set of trabecular bone samples, as well as their plausible ranges, (ii) evaluate which parameters are reconstructable and which not, as well as the degree of plausibility of Biot´s theory to explain the experimental measurements, (iii) merge information provided by a two-parameter constitutive model to add knowledge to the reconstruction process, and evaluate the plausibility of this new hypothesis, again through the information-theory framework, and (iv) validate the reconstruction against independent tests.
Keywords :
bioacoustics; biomechanics; biomedical ultrasonics; bone; diseases; elasticity; inverse problems; medical disorders; orthopaedics; physiological models; porosity; probability; ultrasonic propagation; Biot constants; Biot poroelasticity; Biot-theory parameter; bone quality disorder diagnostic; bone tissue; confidence intervals; independent tests; information theory framework; information-theory based probabilistic inversion framework; mechanical constants; osteoporosis; plausibility; propagation patterns; reconstruction process; trabecular bone; two-parameter constitutive model; two-parameter homogeneization model; ultrasonic transmission; Biological system modeling; Biomechanics; Mechanical variables measurement;
Conference_Titel :
Ultrasonic Characterization of Bone (ESUCB), 2015 6th European Symposium on
Conference_Location :
Corfu
DOI :
10.1109/ESUCB.2015.7169901