Energy-Performance Assessment of Oscillatory Neural Networks Based on VO Devices for Future Edge AI Computing

C Delacour, S Carapezzi, M Abernot… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Oscillatory neural network (ONN) is an emerging neuromorphic architecture composed of
oscillators that implement neurons and are coupled by synapses. ONNs exhibit rich …

A nanotechnology-ready computing scheme based on a weakly coupled oscillator network

D Vodenicarevic, N Locatelli, F Abreu Araujo… - Scientific reports, 2017 - nature.com
With conventional transistor technologies reaching their limits, alternative computing
schemes based on novel technologies are currently gaining considerable interest. Notably …

How frequency injection locking can train oscillatory neural networks to compute in phase

A Todri-Sanial, S Carapezzi, C Delacour… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Brain-inspired computing employs devices and architectures that emulate biological
functions for more adaptive and energy-efficient systems. Oscillatory neural networks …

Coupled VO2 Oscillators Circuit as Analog First Layer Filter in Convolutional Neural Networks

E Corti, JA Cornejo Jimenez, KM Niang… - Frontiers in …, 2021 - frontiersin.org
In this work we present an in-memory computing platform based on coupled VO2 oscillators
fabricated in a crossbar configuration on silicon. Compared to existing platforms, the …

Vanadium dioxide: metal-insulator transition, electrical switching and oscillations. A review of state of the art and recent progress

A Pergament, A Crunteanu, A Beaumont… - arxiv preprint arxiv …, 2016 - arxiv.org
Vanadium dioxide is currently considered as one of the most promising metarials for oxide
elcteronics. Both planar and sandwich thin-film MOM devices based on VO2 exhibit …

Computing with oscillators from theoretical underpinnings to applications and demonstrators

A Todri-Sanial, C Delacour, M Abernot… - Npj unconventional …, 2024 - nature.com
Networks of coupled oscillators have far-reaching implications across various fields,
providing insights into a plethora of dynamics. This review offers an in-depth overview of …

Resistive Coupled VO2 Oscillators for Image Recognition

E Corti, B Gotsmann, K Moselund… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
Oscillator networks are known for their interesting collective behavior such as frequency
locking, phase locking, and synchronization. Compared to other artificial neural network …

The dynamics of MEMS-Colpitts oscillators

SY Shah, N Bajaj, C Pyles, D Weinstein, JF Rhoads… - Nonlinear …, 2023 - Springer
Microelectromechanical systems (MEMS) based oscillators have been proposed for use in
coupled arrays for many applications, including neuromorphic computing, clocks with …

Enabling new computation paradigms with HyperFET-an emerging device

WY Tsai, X Li, M Jerry, B **e, N Shukla… - … on Multi-Scale …, 2016 - ieeexplore.ieee.org
High power consumption has significantly increased the cooling cost in high-performance
computation stations and limited the operation time in portable systems powered by …

Experimental investigation of the dynamics of coupled oscillators as ising machines

MK Bashar, A Mallick, N Shukla - IEEE Access, 2021 - ieeexplore.ieee.org
Coupled electronic oscillator networks, under second harmonic injection, have recently
been shown to behave as Ising machines capable of solving computationally hard …