NIST has created a new form of artificial synapse based on dynamically reconfigurable superconducting Josephson junctions with magnetic clusters in the barrier. The spiking energy per pulse varies with the magnetic configuration. The critical current of each magnetic Josephson junction, which is analogous to the synaptic weight, can be tuned using input voltage spikes that change the spin order of the magnetic clusters. Through numerical modelling, these devices can operate in the stochastic regime where the spiking energy is comparable to the thermal energy.
Michael Schneider
Stephen Russek
William Rippard
Matthew Pufall
Artificial Intelligence
Novel Computing
This technology is more energy efficient than any neuromorphic hardware in current practice, even when including the overhead of cooling to 4 K. This will allow for more energy efficient computing, and ultimately enable systems with higher levels of complexity because of the energy efficiency.