Y
Yunning Li
Researcher at University of Massachusetts Amherst
Publications - 17
Citations - 4271
Yunning Li is an academic researcher from University of Massachusetts Amherst. The author has contributed to research in topics: Memristor & Artificial neural network. The author has an hindex of 14, co-authored 16 publications receiving 2576 citations.
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Journal ArticleDOI
Analogue signal and image processing with large memristor crossbars
Can Li,Miao Hu,Miao Hu,Yunning Li,Hao Jiang,Ning Ge,Eric Montgomery,Jiaming Zhang,Wenhao Song,Noraica Davila,Catherine Graves,Zhiyong Li,John Paul Strachan,Peng Lin,Zhongrui Wang,Mark Barnell,Qing Wu,R. Stanley Williams,Jianhua Yang,Qiangfei Xia +19 more
TL;DR: It is shown that reconfigurable memristor crossbars composed of hafnium oxide memristors on top of metal-oxide-semiconductor transistors are capable of analogue vector-matrix multiplication with array sizes of up to 128 × 64 cells.
Journal ArticleDOI
Fully memristive neural networks for pattern classification with unsupervised learning
Zhongrui Wang,Saumil Joshi,Sergey Savel'ev,Wenhao Song,Rivu Midya,Yunning Li,Mingyi Rao,Peng Yan,Shiva Asapu,Ye Zhuo,Hao Jiang,Peng Lin,Can Li,Jung Ho Yoon,Navnidhi K. Upadhyay,Jiaming Zhang,Miao Hu,John Paul Strachan,Mark Barnell,Qing Wu,Huaqiang Wu,R. Stanley Williams,Qiangfei Xia,Jianhua Yang +23 more
TL;DR: It is shown that a diffusive memristor based on silver nanoparticles in a dielectric film can be used to create an artificial neuron with stochastic leaky integrate-and-fire dynamics and tunable integration time, which is determined by silver migration alone or its interaction with circuit capacitance.
Journal ArticleDOI
Efficient and self-adaptive in-situ learning in multilayer memristor neural networks
Can Li,Daniel Belkin,Daniel Belkin,Yunning Li,Peng Yan,Peng Yan,Miao Hu,Miao Hu,Ning Ge,Hao Jiang,Eric Montgomery,Peng Lin,Zhongrui Wang,Wenhao Song,John Paul Strachan,Mark Barnell,Qing Wu,R. Stanley Williams,Jianhua Yang,Qiangfei Xia +19 more
TL;DR: This work monolithically integrate hafnium oxide-based memristors with a foundry-made transistor array into a multiple-layer memristor neural network and achieves competitive classification accuracy on a standard machine learning dataset.
Journal ArticleDOI
Memristor-Based Analog Computation and Neural Network Classification with a Dot Product Engine.
Miao Hu,Catherine Graves,Can Li,Yunning Li,Ning Ge,Eric Montgomery,Noraica Davila,Hao Jiang,R. Stanley Williams,Jianhua Yang,Qiangfei Xia,John Paul Strachan +11 more
TL;DR: High‐precision analog tuning and control of memristor cells across a 128 × 64 array is demonstrated, and the resulting vector matrix multiplication (VMM) computing precision is evaluated.
Journal ArticleDOI
A novel true random number generator based on a stochastic diffusive memristor
Hao Jiang,Daniel Belkin,Daniel Belkin,Sergey Savel'ev,Siyan Lin,Zhongrui Wang,Yunning Li,Saumil Joshi,Rivu Midya,Can Li,Mingyi Rao,Mark Barnell,Qing Wu,Jianhua Yang,Qiangfei Xia +14 more
TL;DR: A novel true random number generator utilizing the stochastic delay time of threshold switching in a Ag:SiO2 diffusive memristor, which exhibits evident advantages in scalability, circuit complexity, and power consumption.