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Energy-Performance Assessment of Oscillatory Neural Networks Based on VO Devices for Future Edge AI Computing
Oscillatory neural network (ONN) is an emerging neuromorphic architecture composed of
oscillators that implement neurons and are coupled by synapses. ONNs exhibit rich …
oscillators that implement neurons and are coupled by synapses. ONNs exhibit rich …
A nanotechnology-ready computing scheme based on a weakly coupled oscillator network
With conventional transistor technologies reaching their limits, alternative computing
schemes based on novel technologies are currently gaining considerable interest. Notably …
schemes based on novel technologies are currently gaining considerable interest. Notably …
How frequency injection locking can train oscillatory neural networks to compute in phase
Brain-inspired computing employs devices and architectures that emulate biological
functions for more adaptive and energy-efficient systems. Oscillatory neural networks …
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 …
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 …
elcteronics. Both planar and sandwich thin-film MOM devices based on VO2 exhibit …
Computing with oscillators from theoretical underpinnings to applications and demonstrators
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 …
providing insights into a plethora of dynamics. This review offers an in-depth overview of …
Resistive Coupled VO2 Oscillators for Image Recognition
Oscillator networks are known for their interesting collective behavior such as frequency
locking, phase locking, and synchronization. Compared to other artificial neural network …
locking, phase locking, and synchronization. Compared to other artificial neural network …
The dynamics of MEMS-Colpitts oscillators
Microelectromechanical systems (MEMS) based oscillators have been proposed for use in
coupled arrays for many applications, including neuromorphic computing, clocks with …
coupled arrays for many applications, including neuromorphic computing, clocks with …
Enabling new computation paradigms with HyperFET-an emerging device
High power consumption has significantly increased the cooling cost in high-performance
computation stations and limited the operation time in portable systems powered by …
computation stations and limited the operation time in portable systems powered by …
Experimental investigation of the dynamics of coupled oscillators as ising machines
Coupled electronic oscillator networks, under second harmonic injection, have recently
been shown to behave as Ising machines capable of solving computationally hard …
been shown to behave as Ising machines capable of solving computationally hard …