Publications (15)
High-speed real-time single-pixel microscopy based on Fourier sampling
Qiang Guo, Hongwei Chen, Yuxi Wang +8
Single-pixel cameras based on the concepts of compressed sensing (CS) leverage the inherent structure of images to retrieve them with far fewer measurements and operate efficiently…
Spatial-enhanced Reflective Coded Aperture Snapshot Spectral Imaging
Jiayu Di, Yantao Jin, Zhenming Yu +4
Coded aperture snapshot hyperspectral imaging (CASSI) system which captures 2-D spatial information and 1-D spectral information in just one or two shots has become a promising tec…
Integration of Physics-Derived Memristor Models with Machine Learning Frameworks
Zhenming Yu, Stephan Menzel, John Paul Strachan +1
Simulation frameworks such MemTorch, DNN+NeuroSim, and aihwkit are commonly used to facilitate the end-to-end co-design of memristive machine learning (ML) accelerators. These simu…
Self-supervised Neural Networks for Spectral Snapshot Compressive Imaging
Ziyi Meng, Zhenming Yu, Kun Xu +1
We consider using {\bf\em untrained neural networks} to solve the reconstruction problem of snapshot compressive imaging (SCI), which uses a two-dimensional (2D) detector to captur…
Integrated diffractive full-Stokes spectro-polarimetric imaging
Jingyue Ma, Zhenming Yu, Zhengyang Li +6
Spectro-polarimetric imaging provides multidimensional optical information acquisition capabilities, offering significant potential for diverse applications. Current spectro-polari…
Semantic optical fiber communication system
Zhenming Yu, Hongyu Huang, Liming Cheng +3
The current optical communication systems minimize bit or symbol errors without considering the semantic meaning behind digital bits, thus transmitting a lot of unnecessary informa…
Intelligent optical performance monitor using multi-task learning based artificial neural network
Zhiquan Wan, Zhenming Yu, Liang Shu +3
An intelligent optical performance monitor using multi-task learning based artificial neural network (MTL-ANN) is designed for simultaneous OSNR monitoring and modulation format id…
Robust End-to-End FSO Transmission with Joint Coding Modulation and BiLSTM-Based Channel Modeling under Atmospheric Turbulence
Wei Zhang, Zhenming Yu, Hongyu Huang +5
Free space optical (FSO) communication is considered a promising solution in next_generation communication networks. However, its performance is significantly influenced by atmosph…
Principle-driven Fiber Transmission Model based on PINN Neural Network
Yubin Zang, Zhenming Yu, Kun Xu +4
In this paper, a novel principle-driven fiber transmission model based on physical induced neural network (PINN) is proposed. Unlike data-driven models which regard fiber transmiss…
Integration of Communication and Computational Imaging
Zhenming Yu, Liming Cheng, Hongyu Huang +3
Communication enables the expansion of human visual perception beyond the limitations of time and distance, while computational imaging overcomes the constraints of depth and bread…
High-Conductance, Ohmic-like HfZrO Ferroelectric Memristor
Laura Bégon-Lours, Mattia Halter, Youri Popoff +3
The persistent and switchable polarization of ferroelectric materials based on HfO-based ferroelectric compounds, compatible with large-scale integration, are attractive synapt…
Broadband Near-Infrared Compressive Spectral Imaging System with Reflective Structure
Yutong Li, Zhenming Yu, Liming Cheng +7
Near-infrared (NIR) hyperspectral imaging has become a critical tool in modern analytical science. However, conventional NIR hyperspectral imaging systems face challenges including…
Integrated Snapshot Near-infrared Hypersepctral Imaging Framework with Diffractive Optics
Jingyue Ma, Zhenming Yu, Zhengyang Li +3
We propose an integrated snapshot near-infrared hyperspectral imaging framework that combines designed DOE with NIRSA-Net. The results demonstrate near-infrared spectral imaging at…
Atmospheric Turbulence-Immune Free Space Optical Communication System based on Discrete-Time Analog Transmission
Hongyu Huang, Zhenming Yu, Yi Lei +4
To effectively mitigate the influence of atmospheric turbulence, a novel discrete-time analog transmission free-space optical (DTAT-FSO) communication scheme is proposed. It direct…
The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming
Zhenming Yu, Ming-Jay Yang, Jan Finkbeiner +3
Memristive devices hold promise to improve the scale and efficiency of machine learning and neuromorphic hardware, thanks to their compact size, low power consumption, and the abil…