Straintronic magnetic tunnel junctions for analog computation: A perspective
arXiv:2411.02636 · doi:10.1088/1361-6463/adb9f7
Abstract
The straintronic magnetic tunnel junction (s-MTJ) is an MTJ whose resistance state can be changed continuously or gradually from high to low with a gate voltage that generates strain the magnetostrictive soft layer. This unusual feature, not usually available in MTJs that are switched abruptly with spin transfer torque, spin-orbit torque or voltage-controlled-magnetic-anisotropy, enables many analog applications where the typically low tunneling magneto-resistance ratio of MTJs (on/off ratio of the switch) and the relatively large switching error rate are not serious impediments unlike in digital logic or memory. More importantly, the transfer characteristic of a s-MTJ (conductance versus gate voltage) always sports a linear region that can be exploited to implement analog arithmetic, vector matrix multiplication and linear synapses in deep learning networks very effectively. In these applications, the s-MTJ is actually superior to the better known memristors and domain wall synapses which do not exhibit the linearity and/or the analog behavior.
References in corpus (14)
- Spin torque switching with the giant spin Hall effect of tantalum
- Spin Transfer Torque Generated by the Topological Insulator Bi_2Se_3
- Control of spin-orbit torques through crystal symmetry in WTe2/ferromagnet bilayers
- Magnetic skyrmion artificial synapse for neuromorphic computing
- Large-Scale Optical Neural Networks based on Photoelectric Multiplication
- Experimental demonstration of complete 180 degree reversal of magnetization in isolated Co-nanomagnets on a PMN-PT substrate with voltage generated strain
- Giant Voltage Manipulation of MgO-based Magnetic Tunnel Junctions via Localized Anisotropic Strain: a Potential Pathway to Ultra-Energy-Efficient Memory Technology
- Straintronics: Manipulating the Magnetization of Magnetostrictive Nanomagnets with Strain for Energy-Efficient Applications
- Binary switching in a symmetric potential landscape
- Domain Wall-Magnetic Tunnel Junction Spin Orbit Torque Devices and Circuits for In-Memory Computing
- Error Probability in Magneto-elastic Switching of Non-ideal Nanomagnets with Defects: A Case Study for the Viability of Straintronic Logic and Memory
- Energy-efficient switching of nanomagnets for computing: Straintronics and other methodologies
- Metastable state in a shape-anisotropic single-domain nanomagnet subjected to spin-transfer-torque
- A Non-Volatile All-Spin Non-Binary Matrix Multiplier: An Efficient Hardware Accelerator for Machine Learning