ArticleScientific reports2023
A fast direct solver for surface-based whole-head modeling of transcranial magnetic stimulation.
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed, 14 citations in OpenAlex.
- Charge based boundary element method with residual driven adaptive mesh refinement for high resolution electrical stimulation modeling.Scientific reports · 2026Article
- Standardizing TMS Intensity Across Different Coils Using Individualized Electric Field Modeling.Human brain mapping · 2026Article
- Charge Based Boundary Element Method with Residual Driven Adaptive Mesh Refinement for High Resolution Electrical Stimulation Modeling.bioRxiv : the preprint server for biology · 2026Article
- Statistical method accounts for microscopic electric field distortions around neurons when simulating activation thresholds.bioRxiv : the preprint server for biology · 2025Article
- Article
- A survey on integral equations for bioelectric modeling.Physics in medicine and biology · 2024Review
- Real-time estimation of the optimal coil placement in transcranial magnetic stimulation using multi-task deep learning.Scientific reports · 2024Article
- Quasistatic approximation in neuromodulation.Journal of neural engineering · 2024Review
- A review of algorithms and software for real-time electric field modeling techniques for transcranial magnetic stimulation.Biomedical engineering letters · 2024Review
- Statistical method accounts for microscopic electric field distortions around neurons when simulating activation thresholds.Brain stimulationArticle
- A BEM-FMM TMS coil designer using MATLAB platform.Brain stimulationArticle
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Authors and funding
10 authors at 6 institutions in 2 countries.
Funding
Abstract
When modeling transcranial magnetic stimulation (TMS) in the brain, a fast and accurate electric field solver can support interactive neuronavigation tasks as well as comprehensive biophysical modeling. We formulate, test, and disseminate a direct (i.e., non-iterative) TMS solver that can accurately determine global TMS fields for any coil type everywhere in a high-resolution MRI-based surface model with ~ 200,000 or more arbitrarily selected observation points within approximately 5 s, with the solution time itself of 3 s. The solver is based on the boundary element fast multipole method (BEM-FMM), which incorporates the latest mathematical advancement in the theory of fast multipole methods-an FMM-based LU decomposition. This decomposition is specific to the head model and needs to be computed only once per subject. Moreover, the solver offers unlimited spatial numerical resolution. Despite the fast execution times, the present direct solution is numerically accurate for the default model resolution. In contrast, the widely used brain modeling software SimNIBS employs a first-order finite element method that necessitates additional mesh refinement, resulting in increased computational cost. However, excellent agreement between the two methods is observed for various practical test cases following mesh refinement, including a biophysical modeling task. The method can be readily applied to a wide range of TMS analyses involving multiple coil positions and orientations, including image-guided neuronavigation. It can even accommodate continuous variations in coil geometry, such as flexible H-type TMS coils. The FMM-LU direct solver is freely available to academic users.
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