M
Mengjie Zhou
Researcher at Nankai University
Publications - 9
Citations - 34
Mengjie Zhou is an academic researcher from Nankai University. The author has contributed to research in topics: Soliton & Medicine. The author has an hindex of 1, co-authored 7 publications receiving 4 citations.
Papers
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Journal ArticleDOI
Analysis of real-time spectral interference using a deep neural network to reconstruct multi-soliton dynamics in mode-locked lasers
Caiyun Li,Jiangyong He,Ruijing He,Yange Liu,Yang Yue,Weiwei Liu,Luhe Zhang,Longfei Zhu,Mengjie Zhou,Kaiyan Zhu,Zhi Wang +10 more
TL;DR: In this article, a residual convolutional neural network (RCNN) was trained with simulated TS-DFT data and validated using arbitrarily generated TSDFTs data to retrieve the separation and relative phase of solitons in three- and six-soliton molecules.
Journal ArticleDOI
Elastic and inelastic collision dynamics between soliton molecules and a single soliton.
Jiangyong He,Pan Wang,Ruijing He,Congcong Liu,Mengjie Zhou,Yang Liu,Yang Yue,Bo Liu,Dengke Xing,Kaiyan Zhu,Kun Chang,Zhi-Bin Wang +11 more
TL;DR: In this article , the collision dynamics of single soliton and soliton molecules were detected using the dispersive Fourier transform technology, which can not only assist the stability analysis of attractors, but also reveal the rich physical connotations of soliton interactions.
Journal ArticleDOI
Oscillatory self-organization dynamics between soliton molecules induced by gain fluctuation.
Mengjie Zhou,Jiangyong He,Caiyun Li,Yange Liu,Yang Yue,Ruijin He,Siyu Chen,Luhe Zhang,Longfei Zhu,Kaiyan Zhu,Kun Chang,Zhi Wang +11 more
TL;DR: It is found that at a certain critical power, the location between two soliton molecules can be controlled by a slow modulated pump power.
Journal ArticleDOI
Optical Machine Learning Using Time-Lens Deep Neural NetWorks
Luhe Zhang,Caiyun Li,Jiangyong He,Yange Liu,Jian Zhao,Huiyi Guo,Longfei Zhu,Mengjie Zhou,Kaiyan Zhu,Congcong Liu,Zhi Wang +10 more
TL;DR: An optical neural network based on the time-lens (TL-ONN) is proposed, which applies the time -lens to the layer algorithm of the neural network to realize the forward transmission of one-dimensional data.
Proceedings ArticleDOI
Analysis of real-time spectral interference using a deep neural network to reconstruct multi-soliton dynamics in mode-locked lasers
Caiyun Li,Jiangyong He,Ruijing He,Yange Liu,Yang Yue,Luhe Zhang,Longfei Zhu,Mengjie Zhou,Kaiyan Zhu,Zhi Wang +9 more
TL;DR: In this paper, a residual convolutional neural network (RCNN) was introduced to retrieve the separation and relative phase of solitons in soliton molecules in passively mode-locked lasers (PMLs).