From Simulations to Inference: Using Machine Learning to Tune Patient-Specific Finite-Element Models of the Middle Ear Towards Objective Diagnosis
Hamid Motallebzadeh, Michael Deistler, Florian M. Schönleitner, Jakob H. Macke, Sunil Puria
This paper uses simulation-based inference to tune a finite-element model of the middle ear, providing probability distributions of parameters that reproduce experimental data and enabling objective diagnosis of hearing loss.
Scientific Reports · Nov 3, 2025Peer-reviewedBioengineering