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Transition from noise-induced to self-sustained current spiking generated by a NbOx thin film threshold switch

B. A. Johnson, Kamal Brahim, A. G. Balanov, Sergey Savel’ev, Pavel Borisov

2021Applied Physics Letters12 citationsDOIOpen Access PDF

Abstract

A transition to self-sustained current oscillations was investigated in a circuit with a NbOx thin film device, acting as an artificial neuron. Above a threshold of the applied voltage, the circuit begins to demonstrate persistent but rather random current spiking, which becomes more regular with increasing applied voltage. Experimental measurements reveal two scaling regions of the interspike interval dependence on source voltage: an initial logarithmic dependence, which transitions to a power law with an exponent of -1/2. Using a numerical model of the artificial neuron circuit, we observe good agreement with our experimental data. We show that the logarithmic scaling behavior is associated with noise-induced spiking, while the power law is attributed to noisy self-sustained oscillations, which would exist in the system even with the absence of noise. These findings stress the importance of noise in the dynamics of NbOx threshold switches and shed light on their spiking response to variation of the input signals. The reported approach to spiking control in NbOx artificial oscillation neurons can help to develop an optimal design for neuromorphic neural networks and oscillator-based computing systems.

Topics & Concepts

Noise (video)Neuromorphic engineeringLogarithmOscillation (cell signaling)PhysicsVoltageScalingExponentThreshold voltageControl theory (sociology)Artificial neuronStatistical physicsMaterials scienceComputer scienceBiological systemArtificial neural networkMathematicsChemistryQuantum mechanicsTransistorArtificial intelligenceMathematical analysisGeometryBiochemistryLinguisticsPhilosophyBiologyControl (management)Image (mathematics)Advanced Memory and Neural ComputingNeural dynamics and brain functionNeural Networks and Reservoir Computing
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