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Published on: July 20, 2022
Geometric approach to optimal nonequilibrium control: Minimizing dissipation in nanomagnetic spin systems
Grant M Rotskoff1, Gavin E Crooks2,3, Eric Vanden-Eijnden4
1Biophysics Graduate Group, University of California, Berkeley, California 94720, USA.
Researchers developed a geometric method to optimize nanomagnet control, reducing energy dissipation for spintronics. This approach simplifies complex systems and predicts new protocols for ultra-low-power computing.
Area of Science:
- Spintronics and Nanomagnetics
- Statistical Mechanics and Thermodynamics
- Optimal Control Theory
Background:
- Technological limits in spintronics necessitate efficient nanomagnet control.
- Optimizing complex, fluctuating nanomagnetic systems is challenging due to the need for detailed dynamical information.
- Current methods struggle with high-dimensional control parameters and energy dissipation.
Purpose of the Study:
- To derive a physically transparent metric tensor for nanomagnet control, linking protocol length to dissipation.
- To develop a numerical method for computing optimal control protocols in complex systems.
- To apply these methods to realistic nanomagnetic bit models and predict experimental outcomes.
Main Methods:
- Derivation of a metric tensor for nonequilibrium systems, enabling a geometric interpretation of control protocols.
- Implementation of geometric minimum action methods for calculating geodesics in high-dimensional control spaces.
- Application to two distinct nanomagnetic bit models: Landau-Lifshitz-Gilbert and 2D Ising models.
Main Results:
- A novel geometric framework simplifies the optimization of control protocols by relating them to path length and dissipation.
- The numerical method efficiently computes optimal control paths (geodesics) even with numerous control parameters.
- Non-trivial, experimentally testable protocols for bit erasure and reversal in nanomagnets were identified.
Conclusions:
- The geometric approach offers a powerful tool for understanding and optimizing control in complex fluctuating systems.
- This work provides a pathway towards designing ultra-low-power spintronic devices.
- The predicted protocols offer concrete, testable hypotheses for experimental validation in nanomagnet-based computing.
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