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physics.med-ph2026
Non-Invasive Reconstruction of Cardiac Activation Dynamics Using Physics-Informed Neural Networks
Nathan Dermul, Hans Dierckx
Cardiac arrhythmogenesis is governed by complex electromechanical interactions that are not directly observable in vivo, motivating the development of non-invasive computational ap…
physics.med-ph2024
Reconstruction of Excitation Waves from Mechanical Deformation using Physics-Informed Neural Networks
Nathan Dermul, Hans Dierckx
Non-invasive assessment of the electrical activation pattern can significantly contribute to the diagnosis and treatment of cardiac arrhythmias, due to faster and safer diagnosis,…