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Title: Stochastic transition in synchronized spiking nanooscillators

Journal Article · · Proceedings of the National Academy of Sciences of the United States of America

This work reports that synchronization of Mott material-based nanoscale coupled spiking oscillators can be drastically different from that in conventional harmonic oscillators. We investigated the synchronization of spiking nanooscillators mediated by thermal interactions due to the close physical proximity of the devices. Controlling the driving voltage enables in-phase 1:1 and 2:1 integer synchronization modes between neighboring oscillators. Transition between these two integer modes occurs through an unusual stochastic synchronization regime instead of the loss of spiking coherence. In the stochastic synchronization regime, random length spiking sequences belonging to the 1:1 and 2:1 integer modes are intermixed. The occurrence of this stochasticity is an important factor that must be taken into account in the design of large-scale spiking networks for hardware-level implementation of novel computational paradigms such as neuromorphic and stochastic computing.

Research Organization:
Univ. of California, San Diego, CA (United States); Energy Frontier Research Centers (EFRC) (United States). Quantum Materials for Energy Efficient Neuromorphic Computing (Q-MEEN-C)
Sponsoring Organization:
USDOE Office of Science (SC), Basic Energy Sciences (BES); US Air Force Office of Scientific Research (AFOSR); USDOE
Grant/Contract Number:
SC0019273; FA9550-22-1-0135; # DE-SC0019273
OSTI ID:
1999324
Alternate ID(s):
OSTI ID: 2472219
Journal Information:
Proceedings of the National Academy of Sciences of the United States of America, Vol. 120, Issue 38; ISSN 0027-8424
Publisher:
National Academy of SciencesCopyright Statement
Country of Publication:
United States
Language:
English

References (37)

Spiking neurons with spatiotemporal dynamics and gain modulation for monolithically integrated memristive neural networks journal July 2020
Phase Synchronization of Two Anharmonic Nanomechanical Oscillators journal January 2014
Fast Spiking of a Mott VO 2 –Carbon Nanotube Composite Device journal August 2019
A review of learning in biologically plausible spiking neural networks journal February 2020
Electro‐Thermal Characterization of Dynamical VO2 Memristors via Local Activity Modeling journal November 2022
An artificial spiking afferent nerve based on Mott memristors for neurorobotics journal January 2020
Weak synchronization and large-scale collective oscillation in dense bacterial suspensions journal January 2017
Synchronization by Nonlinear Frequency Pulling journal November 2004
The brainweb: Phase synchronization and large-scale integration journal April 2001
An Ising Hamiltonian solver based on coupled stochastic phase-transition nano-oscillators journal July 2021
Long-range mutual synchronization of spin Hall nano-oscillators journal November 2016
Simple model of spiking neurons journal November 2003
Emerging Coherence in a Population of Chemical Oscillators journal May 2002
Generation of Tunable Stochastic Sequences Using the Insulator–Metal Transition journal January 2022
Mutual synchronization of spin torque nano-oscillators through a long-range and tunable electrical coupling scheme journal June 2017
Chaotic dynamics in nanoscale NbO2 Mott memristors for analogue computing journal August 2017
Spin-wave-beam driven synchronization of nanocontact spin-torque oscillators journal December 2015
First-order synchronization transition in a large population of strongly coupled relaxation oscillators journal September 2020
Thermal coupling and effect of subharmonic synchronization in a system of two VO 2 based oscillators journal March 2018
Current-induced electrical self-oscillations across out-of-plane threshold switches based on VO 2 layers integrated in crossbars geometry journal April 2014
Macroscopic models for networks of coupled biological oscillators journal August 2018
Integer factorization using stochastic magnetic tunnel junctions journal September 2019
The role of phase synchronization in memory processes journal January 2011
Exotic states in a simple network of nanoelectromechanical oscillators journal March 2019
Massively parallel probabilistic computing with sparse Ising machines journal June 2022
Neurons and networks in daily rhythms journal October 2007
Stochasticity in the synchronization of strongly coupled spiking oscillators journal February 2023
Demonstration of Nanosecond Operation in Stochastic Magnetic Tunnel Junctions journal February 2021
Voltage-Triggered Ultrafast Phase Transition in Vanadium Dioxide Switches journal February 2013
Biological plausibility and stochasticity in scalable VO2 active memristor neurons journal November 2018
Higher-order and long-range synchronization effects for classification and computing in oscillator-based spiking neural networks journal July 2020
Transitions in synchronization states of model cilia through basal-connection coupling journal October 2018
Synchronization: A Universal Concept in Nonlinear Science journal May 2002
Synchronized Oscillation in Coupled Nanomechanical Oscillators journal April 2007
Neural sampling machine with stochastic synapse allows brain-like learning and inference journal May 2022
Mutual phase-locking of microwave spin torque nano-oscillators journal September 2005
Chimera and phase-cluster states in populations of coupled chemical oscillators journal July 2012