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Generation of Probabilistic Bits by Exploiting Orthogonal Spin Currents in Magnetic Trilayers
Donghyeon Han1, Chaehyeon Shin2, Seok-Jong Kim3
1Department of Materials Science and Engineering, KAIST, Daejeon, South Korea.
Researchers developed reliable probabilistic bits (p-bits) using spin-orbit torque switching. These p-bits offer a scalable alternative to quantum computing for complex problems, demonstrating efficient logic gates and neural networks.
Area of Science:
- Spintronics
- Probabilistic Computing
- Neuromorphic Engineering
Background:
- Probabilistic bits (p-bits) are crucial for probabilistic computing, offering quantum-like solutions to complex problems.
- Existing nanoscale magnetic tunnel junction (MTJ)-based p-bits face challenges due to temperature and size sensitivity.
- Spin-orbit torque (SOT) switching presents a promising alternative for reliable p-bit generation.
Purpose of the Study:
- To demonstrate reliable p-bits utilizing stochastic spin-orbit torque (SOT) switching in micrometer-sized magnetic trilayers.
- To show systematic control over p-bit states via external magnetic fields or currents.
- To showcase the application of these p-bits in efficient logic operations and neural networks.
Main Methods:
- Fabrication of a Fe/Ti/CoFeB magnetic trilayer structure.
- Generation of orthogonal spin currents from the Fe/Ti bilayer to induce SOT switching in the CoFeB layer.
- Characterization of p-bit stochasticity and control mechanisms.
Main Results:
- Demonstrated reliable p-bits based on SOT switching in micrometer-sized magnetic trilayers.
- Achieved systematic control of the 'UP' magnetization state probability using magnetic fields or currents.
- Successfully implemented invertible AND gate operations and stochastic neural networks with improved energy and area efficiency.
Conclusions:
- SOT-based p-bits offer a robust and scalable approach for probabilistic computing.
- These p-bits show significant potential for energy-efficient device applications.
- The developed technology provides a viable alternative to overcome limitations of current p-bit technologies.
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