A Helmholtz equation solver using unsupervised learning: Application to transcranial ultrasound
Transcranial ultrasound therapy is increasingly used for the non-invasive treatment of brain
disorders. However, conventional numerical wave solvers are currently too computationally …
disorders. However, conventional numerical wave solvers are currently too computationally …
A Helmholtz equation solver using unsupervised learning: Application to transcranial ultrasound
A Stanziola, SR Arridge, BT Cox… - Journal of …, 2021 - discovery.ucl.ac.uk
Transcranial ultrasound therapy is increasingly used for the non-invasive treatment of brain
disorders. However, conventional numerical wave solvers are currently too computationally …
disorders. However, conventional numerical wave solvers are currently too computationally …
A Helmholtz equation solver using unsupervised learning: Application to transcranial ultrasound
A Stanziola, SR Arridge, BT Cox… - Journal of …, 2021 - ui.adsabs.harvard.edu
Transcranial ultrasound therapy is increasingly used for the non-invasive treatment of brain
disorders. However, conventional numerical wave solvers are currently too computationally …
disorders. However, conventional numerical wave solvers are currently too computationally …
[PDF][PDF] A Helmholtz equation solver using unsupervised learning: Application to transcranial ultrasound
A Stanziola, SR Arridge, BT Cox… - arXiv preprint arXiv …, 2020 - researchgate.net
Transcranial ultrasound therapy is increasingly used for the non-invasive treatment of brain
disorders. However, conventional numerical wave solvers are currently too computationally …
disorders. However, conventional numerical wave solvers are currently too computationally …
A Helmholtz equation solver using unsupervised learning: Application to transcranial ultrasound
A Stanziola, SR Arridge, BT Cox… - Journal of Computational …, 2021 - inis.iaea.org
[en] Highlights:• We train a neural network to solve the heterogeneous Helmholtz equation.•
The algorithm requires considerably less iterations than GMRES.• Using a physics loss, no …
The algorithm requires considerably less iterations than GMRES.• Using a physics loss, no …
[PDF][PDF] A Helmholtz equation solver using unsupervised learning: Application to transcranial ultrasound
A Stanziola, SR Arridge, BT Cox… - Journal of …, 2021 - bug.medphys.ucl.ac.uk
Transcranial ultrasound therapy is increasingly used for the non-invasive treatment of brain
disorders. However, conventional numerical wave solvers are currently too computationally …
disorders. However, conventional numerical wave solvers are currently too computationally …
A Helmholtz equation solver using unsupervised learning: Application to transcranial ultrasound
A Stanziola, SR Arridge, BT Cox, BE Treeby - arXiv preprint arXiv …, 2020 - arxiv.org
Transcranial ultrasound therapy is increasingly used for the non-invasive treatment of brain
disorders. However, conventional numerical wave solvers are currently too computationally …
disorders. However, conventional numerical wave solvers are currently too computationally …
[PDF][PDF] A Helmholtz equation solver using unsupervised learning: Application to transcranial ultrasound
A Stanziola, SR Arridge, BT Cox, BE Treeby - 2021 - researchgate.net
Transcranial ultrasound therapy is increasingly used for the non-invasive treatment of brain
disorders. However, conventional numerical wave solvers are currently too computationally …
disorders. However, conventional numerical wave solvers are currently too computationally …