Advanced Neuromorphic Applications Enabled by Synaptic Ion‐Gating Vertical Transistors

L Merces, LMM Ferro, A Nawaz, P Sonar - Advanced Science, 2024 - Wiley Online Library
Bioinspired synaptic devices have shown great potential in artificial intelligence and
neuromorphic electronics. Low energy consumption, multi‐modal sensing and recording …

Evolutionary spiking neural networks: a survey

S Shen, R Zhang, C Wang, R Huang… - Journal of Membrane …, 2024 - Springer
Spiking neural networks (SNNs) are gaining increasing attention as potential
computationally efficient alternatives to traditional artificial neural networks (ANNs) …

A surrogate gradient spiking baseline for speech command recognition

A Bittar, PN Garner - Frontiers in Neuroscience, 2022 - frontiersin.org
Artificial neural networks (ANNs) are the basis of recent advances in artificial intelligence
(AI); they typically use real valued neuron responses. By contrast, biological neurons are …

Fast and energy-efficient neuromorphic deep learning with first-spike times

J Göltz, L Kriener, A Baumbach, S Billaudelle… - Nature machine …, 2021 - nature.com
For a biological agent operating under environmental pressure, energy consumption and
reaction times are of critical importance. Similarly, engineered systems are optimized for …

Differentiable hierarchical and surrogate gradient search for spiking neural networks

K Che, L Leng, K Zhang, J Zhang… - Advances in …, 2022 - proceedings.neurips.cc
Spiking neural network (SNN) has been viewed as a potential candidate for the next
generation of artificial intelligence with appealing characteristics such as sparse …

Neuromorphic hardware in the loop: Training a deep spiking network on the brainscales wafer-scale system

S Schmitt, J Klähn, G Bellec, A Grübl… - … joint conference on …, 2017 - ieeexplore.ieee.org
Emulating spiking neural networks on analog neuromorphic hardware offers several
advantages over simulating them on conventional computers, particularly in terms of speed …

A biopolymer-gated ionotronic junctionless oxide transistor array for spatiotemporal pain-perception emulation in nociceptor network

Y Li, K Yin, Y Diao, M Fang, J Yang, J Zhang, H Cao… - Nanoscale, 2022 - pubs.rsc.org
Capable of reflecting the location and intensity of external harmful stimuli, a nociceptor
network is of great importance for receiving pain-perception information. However, the …

Vertical 0.6 V sub-10 nm oxide-homojunction transistor gated by a silk fibroin/sodium alginate crosslinking hydrogel for pain-sensitization enhancement emulation

J Su, Y Li, D **e, J Jiang - Materials Horizons, 2023 - pubs.rsc.org
The sensory nervous system of humans mainly depends on continuous training and memory
to improve the pain-perceptional abilities for the complex noxious information in the real …

Maskless Femtosecond‐Laser‐Processed Ionotronic Double‐Gate Transistor Array for Pattern Adaptation Emulation

Y Zhang, J Pei, Z Huang, L Jiang… - Advanced Functional …, 2024 - Wiley Online Library
Sensory adaptation is a very important function of the biological nervous system to maintain
survival. It helps us to better perceive, understand, and adapt to the environment. Therefore …

Discrete time convolution for fast event-based stereo

K Zhang, K Che, J Zhang, J Cheng… - Proceedings of the …, 2022 - openaccess.thecvf.com
Inspired by biological retina, dynamical vision sensor transmits events of instantaneous
changes of pixel intensity, giving it a series of advantages over traditional frame-based …