Search Results - "Zang, Yubin"
-
1
Photonic machine learning with on-chip diffractive optics
Published in Nature communications (05-01-2023)“…Machine learning technologies have been extensively applied in high-performance information-processing fields. However, the computation rate of existing…”
Get full text
Journal Article -
2
Implicit Adaptive Moment Estimation Method for On-Chip Metasurface Design and Optimization
Published in IEEE photonics technology letters (15-10-2024)“…In this letter, we present a new implicit optimizing method for optical device's or system's design and optimization. This method, derived from the traditional…”
Get full text
Journal Article -
3
On-chip photonic diffractive optical neural network based on a spatial domain electromagnetic propagation model
Published in Optics express (27-09-2021)“…An integrated physical diffractive optical neural network (DONN) is proposed based on a standard silicon-on-insulator (SOI) substrate. This DONN has compact…”
Get full text
Journal Article -
4
Electro-Optical Neural Networks Based on Time-Stretch Method
Published in IEEE journal of selected topics in quantum electronics (01-01-2020)“…In this paper, a novel architecture of electro-optical neural networks based on the time-stretch method is proposed and numerically simulated. By stretching…”
Get full text
Journal Article -
5
Principle-Driven Fiber Transmission Model Based on PINN Neural Network
Published in Journal of lightwave technology (15-01-2022)“…In this paper, a novel principle-driven fiber transmission model based on physical induced neural network (PINN) is proposed. Unlike data-driven models which…”
Get full text
Journal Article -
6
Data-driven fiber model based on the deep neural network with multi-head attention mechanism
Published in Optics express (19-12-2022)“…In this paper, we put forward a data-driven fiber model based on the deep neural network with multi-head attention mechanism. This model, which predicts signal…”
Get full text
Journal Article -
7
Multi-Span Long-Haul Fiber Transmission Model Based on Cascaded Neural Networks With Multi-Head Attention Mechanism
Published in Journal of lightwave technology (01-10-2022)“…In this paper, a novelty fiber transmission model consisting of cascaded neural networks with the multi-head attention mechanism has been put forward to solve…”
Get full text
Journal Article -
8
Optoelectronic convolutional neural networks based on time-stretch method
Published in Science China. Information sciences (01-02-2021)“…In this paper, a new architecture of optoelectronic convolutional neural networks (CNNs) based on time-stretch method is proposed. In this loop-shaped…”
Get full text
Journal Article -
9
Fiber communication receiver models based on the multi-head attention mechanism
Published in Chinese optics letters (10-03-2023)Get full text
Journal Article -
10
Fiber neural networks for the intelligent optical fiber communications
Published 07-08-2024“…Optical neural networks have long cast attention nowadays. Like other optical structured neural networks, fiber neural networks which utilize the mechanism of…”
Get full text
Journal Article -
11
Classification and Recognition of Fiber Optic Vibration Sensing Signals Based on Wavelet Packet Decomposition and 1D-CNN Algorithm
Published in 2023 21st International Conference on Optical Communications and Networks (ICOCN) (31-07-2023)“…Algorithm using wavelet packet decomposition and 1D convolutional neural network is proposed to improve recognition accuracy of distributed fiber optic…”
Get full text
Conference Proceeding -
12
Fiber Transmission Model with Parameterized Inputs based on GPT-PINN Neural Network
Published 19-08-2024“…In this manuscript, a novelty principle driven fiber transmission model for short-distance transmission with parameterized inputs is put forward. By taking…”
Get full text
Journal Article -
13
Principle Driven Parameterized Fiber Model based on GPT-PINN Neural Network
Published 19-08-2024“…In cater the need of Beyond 5G communications, large numbers of data driven artificial intelligence based fiber models has been put forward as to utilize…”
Get full text
Journal Article -
14
Principle-driven Fiber Transmission Model based on PINN Neural Network
Published 24-08-2021“…In this paper, a novel principle-driven fiber transmission model based on physical induced neural network (PINN) is proposed. Unlike data-driven models which…”
Get full text
Journal Article -
15
High Accuracy Non Ambiguity ToF Lidar System Based on Pseudo-Random Noise Code and Phase Detection Method
Published in 2019 Optical Fiber Communications Conference and Exhibition (OFC) (01-03-2019)“…By utilizing PRN code and phase detection method under 1GHz sub-carrier modulation, an improved ToF Lidar is proposed which achieves millimeter accuracy under…”
Get full text
Conference Proceeding -
16
Electro-optical Neural Networks based on Time-stretch Method
Published 12-09-2019“…In this paper, a novel architecture of electro-optical neural networks based on the time-stretch method is proposed and numerically simulated. By stretching…”
Get full text
Journal Article -
17
Universal Fiber Models based on PINN Neural Network
Published in 2020 Asia Communications and Photonics Conference (ACP) and International Conference on Information Photonics and Optical Communications (IPOC) (01-10-2020)“…We apply the PINN neural network in fields of communication fiber model to provide another way of researching pulse and signal evolution. This method can have…”
Get full text
Conference Proceeding