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Quasi-Damped Newton’s Method for Large Flip Angle Universal Pulse Design Using Parallel Transmission at 9.4T
Celik Boga1, Ole Geldschlager2, and Anke Henning1
1UT Southwestern Medical Center, Dallas, TX, United States, 2Max Planck Institute for Biological Cybernetics, Tuebingen, Germany

Synopsis

Keywords: RF Pulse Design & Fields, High-Field MRI

The Universal Pulse (UP) concept to parallel transmission radiofrequency (RF) pulse design was introduced to avoid time consuming B1+ and ΔB0 data acquisition before each clinical scan. Introduced large flip angle design methods utilize kT-point trajectories and small tip angle approximation. In this work, new quasi damping scheme for Newton's methods method is introduced for large flip angle universal pulse design using numerical solution of the Bloch equation. Introduced quasi-damping scheme can be utilized in large flip angle Universal Pulse design for all flip angles including 180o pulses, without the loss of performance.

Introduction

The Universal Pulse (UP) concept to parallel transmission radiofrequency (RF) pulse design was introduced by Gras1 in order to avoid time consuming and data acquisition before each clinical scan. Previously, large flip angle ( ) universal pulses have been introduced, however these methods combine kT-point trajectories with the small tip angle (STA) framework2-4. In contrast, large flip angle pulses are typically designed using the numerical solution of the Bloch equation via Euler-Rodrigues rotation formula5,6. In this work, solving the Bloch equations directly is combined with the Newton’s method with a novel quasi-damping scheme for the design of high performance large flip angle UPs.

Methods

Numerical solution of the Bloch equation via Euler-Rodrigues rotation formula6 is used herein for designing large flip angle universal parallel transmission pulses for a given gradient trajectory instead of the small tip angle approximation7. All relaxation effects are ignored for the pulses designed in this work. The calculated magnetization for all 18 volunteers is denoted as $$$M$$$ and the desired magnetization as $$$M_{des}$$$. Initially, the magnetization $$$M$$$ is assumed to be in z- direction. The desired magnetization for excitation pulses is $$$M_{des}=\left[\begin{matrix}0&sin(\alpha_{des})&cos(\alpha_{des}) \end{matrix}\right]^T$$$ for a rotation around the x-axis with angle $$$\alpha_{des}$$$. For the design of UPs the cost function $$$||M-M_{des}||_2^2$$$ was minimized using the Newton’s method. Defining pulses in vector form as $$$p$$$ and pulse value updates at each iteration as $$$\Delta p$$$, the pulse update can be calculated as $$$\Delta p_k=J^{-1}(M_{des}-M)$$$ for iteration $$$k$$$. $$$J$$$ indicates the Jacobian matrix, which is calculated by the finite difference method, and $$$M_k$$$ denotes the solution of Bloch equation using $$$p_k$$$ . Then, the pulse for the next iteration is calculated as $$$p_{k+1}=p_k+\Delta p_k$$$. Due to ill-conditioning of $$$J$$$ , Moore-Penrose pseudo inverse with tolerance $$$10^{-3}$$$ is used for calculating $$$\Delta p$$$ at each iteration.
Instead of classical damping where pulse updates are scaled with the step size $$$\gamma<1$$$, such that $$$p_{k+1}=p_k+\gamma\Delta p_k$$$ , damping herein is realized by increasing $$$\alpha_{des}$$$ step wise as iterations progress. This method will be denoted as quasi-damping with $$$N$$$ steps, where $$$N$$$ denotes the total number of increment steps for $$$\alpha_{des}$$$. $$$N=1$$$ indicates that no damping is used. In order to design $$$180^o$$$ pulses at least 2 steps for $$$\alpha_{des}$$$ are required since $$$J$$$ has all zero rows for magnetization in z direction and $$$M_{des}$$$ has all zero elements for magnetization in x and y direction. This also prevents the use of classic damped Newton’s method for pulse design regardless of the $$$\gamma$$$ .
An existing dataset with single channel $$$B_1^+$$$ and $$$\Delta B_0$$$ maps for 18 volunteers presented in Geldschlaegber et al8 is utilized for universal large flip angle pulse design while testing the introduced quasi-damping scheme. In this work, 2D excitation UPs are designed with a fixed gradient trajectory shown in Figure 1. UPs designed using 1-5 steps with 3 iterations at each step for $$$90^o$$$ pulse and 2-6 steps with 3 iterations at each step for $$$180^o$$$ pulse are compared against UPs designed with the classically damped Newton method and STA UPs. Normalized root mean squared error (NRMSE) calculated from the desired versus the magnetizations generated by UPs is used as the measure of pulse performance.

Results

Figures 2 and 3 show that $$$90^o$$$ and $$$180^o$$$ UPs designed via the proposed Newton method with quasi-damping result in highly uniform excitation profiles for all 18 subjects, which is not the case for STA based UPs. NRMSE plots shown in Figure 4(a,b), indicate that the proposed quasi-damping scheme for Newton’s method increases the performance of UPs as the number of steps increase. UPs based on the non-damped Newton’s method $$$(N=1)$$$ have substantially higher NRMSEs than any pulse design using the quasi-damped Newton method (Figure 4(a)). However, the decrease in NRMSE gets smaller as the number of steps increase. Similarly, $$$180^o$$$ pulses with 5 and 6 steps perform clearly better than pulses designed using a lower number of steps, indicating that performance of UPs can be increased via quasi-damping independently of the desired flip angle. Figure 4(c) shows that the proposed quasi-damping method results in the same average NRMSE as the damped Newton’s method, with step size $$$\gamma = 0.5$$$ , in 15 total iterations for the $$$90^o$$$ pulses. On the other hand, Figure 4(d) shows that the damped Newton’s method cannot be used for $$$180^o$$$ pulses whereas the quasi-damped Newton’s method works well for $$$180^o$$$ UP design.

Discussion and Conclusion

In conclusion, the newly introduced quasi-damping scheme can be utilized in large flip angle Universal Pulse design for all flip angles including $$$180^o$$$ pulses, without the loss of performance.

Acknowledgements

This work was funded by Cancer Prevention and Research Institute of Texas (CPRIT) RR180056 and was performed under the rubric of the Advanced Imaging Research Center, UT Southwestern Medical Center.

References

1.Gras V, Vignaud A, Amadon A, Bihan D, Boulant N. Universal pulses: A new concept for calibration‐free parallel transmission. Magnetic Resonance in Medicine. 2016;77(2):635-643. doi:10.1002/mrm.26148

2. Gras V, Mauconduit F, Vignaud A, et al. Design of universal parallel-transmit refocusing Kt-point pulses and application to 3D T2-weighted imaging at 7t. Magnetic Resonance in Medicine. 2017;80(1):53-65. doi:10.1002/mrm.27001

3. Pracht E., Gras V., Boulant N. and Stöcker T. “Whole Brain FLAIR Imaging at 7T Employing Universal Pulses” In Proceedings of the 26th Annual Meeting of ISMRM, Paris, France, 2018

4. Gras V, Pracht ED, Mauconduit F, Le Bihan D, Stöcker T, Boulant N. Robust nonadiabatic T2 preparation using universal parallel-transmit Kt-point pulses for 3D Flair imaging at 7 T. Magnetic Resonance in Medicine. 2019;81(5):3202-3208. doi:10.1002/mrm.27645

5. Rund A, Aigner CS, Kunisch K, Stollberger R. Magnetic resonance RF pulse design by optimal control with physical constraints. IEEE Transactions on Medical Imaging. 2018;37(2):461-472. doi:10.1109/tmi.2017.2758391

6. Luo T, Noll DC, Fessler JA, Nielsen J-F. Joint design of RF and gradient waveforms via auto-differentiation for 3D tailored excitation in MRI. IEEE Transactions on Medical Imaging. 2021;40(12):3305-3314. doi:10.1109/tmi.2021.3083104

7. Saekho S, Boada FE, Noll DC, Stenger VA. Small tip angle three-dimensional tailored radiofrequency slab-select pulse for reducedb1 inhomogeneity at 3 T. Magnetic Resonance in Medicine. 2005;53(2):479-484. doi:10.1002/mrm.20358

8. Geldschläger O, Bosch D, Henning A. OTUP workflow: Target specific optimization of the transmit k ‐space trajectory for flexible universal parallel transmit RF Pulse Design. NMR in Biomedicine. 2022;35(8). doi:10.1002/nbm.4728

Figures

(a) Gradient Trajectory used for the design of the 90o and 180o universal parallel transmission pulses;(b) 90o Universal Pulses and (c) 180o Universal Pulses designed via the new quasi-damped Newton’s method for an 8-channel parallel transmission system at 9.4 T.

Flip angle images calculated as cos-1 (Mz) for 18 subjects heads using 90o universal parallel transmission pulses designed with the new quasi-damped Newton’s method with 5 steps and 3 iterations at each step (top) versus respective flip angle images using 90o universal pulses designed with the STA scheme (bottom). Solving the Bloch equation directly in combination with the quasi-damped Newton’s optimization method yields much improved excitation uniformity as compared to the STA approach.

Flip angle images calculated as cos-1(Mz) for 18 subjects heads using 180o universal parallel transmission pulses designed with the new quasi-damped Newton’s method with 5 steps and 3 iterations at each step (top) versus respective flip angle images using 180o universal pulses designed with the STA scheme (bottom). Solving the Bloch equation directly in combination with the quasi-damped Newton’s optimization method yields much improved excitation uniformity as compared to the STA approach.

NRMSE for each subject calculated for (a) 90o Universal Pulses with 1-5 steps and (b) 180o Universal Pulses with 2-6 steps show that NRMSE decreases as number of steps increases, but 5 – 6 steps are sufficient to achieve the best possible pulse design. Average NRSME over the database of volunteers with respect to the total iteration number for 90o (c) and 180o (d) universal pulses using classically damped versus quasi-damped Newton’s method show that for 90o pulses both methods perform equally after 14 iterations, while the classical damping method is not applicable to design 180o pulses.

Proc. Intl. Soc. Mag. Reson. Med. 31 (2023)
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DOI: https://doi.org/10.58530/2023/4410