MRI Pulse Sequence Discovery with Joint Optimization of B-spline parameterized Trajectory and Sequence Parameters
Motivation: Existing gradient-based methods for sequence discovery may yield impractical kspace trajectories not realizable on MRI hardware. Goal(s): Optimization of non-Cartesian k-space trajectories, flip angles, and sampling times using B-splines parameterization and backpropagation. Approach: We parameterized radial k-space trajectories with B-splines for smooth manipulation. Joint optimization of B-spline coefficients, flip angles, and sampling times was achieved through minimizing reconstruction loss against referece reconstrcution and hardware constraints. Results: This approach yields unconventional sequences with smooth non-Cartesian k-space trajectories, that closely approximates the fully sampled FLASH reference. Impact: This method enables design of optimized MRI sequences tuned to specific imaging objectives, opening possibilities for application-specific sampling patterns and optimized sequences across diverse imaging tasks.
Authors
- Snawar Hussain (ORCID: https://orcid.org/0000-0001-6706-8454)
- Daniel Hoinkiss (ORCID: https://orcid.org/0000-0002-3358-7296)
- Jörn Huber (ORCID: https://orcid.org/0000-0002-5684-0047)
- Matthias Günther (ORCID: https://orcid.org/0000-0002-2650-7956)
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2025-09-16
- DOI
- https://doi.org/10.58530/2025/2644
- Primary Topic
- Advanced MRI Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00