Name: Wei Huang
Title: Associate Professor
Type of tutor: Master's Degree Supervisor
Email: hw_tjut@vip.163.com
Address: 8-307
Prediction of optical properties and inverse design based on machine learning; Optimization algorithms
1. National Natural Science Foundation of China (Youth Program), "Research on Coupling Regulation Mechanism of Orbital Angular Momentum Modes in Non-circularly Symmetric Multi-channel Microstructured Fibers," 2018-2020, Principal Investigator.
2. Tianjin Natural Science Foundation (Youth Program), "Research on Dispersion Compensation Regulation Technology for Orbital Angular Momentum Beam Transmission in Fibers," 2019-2022, Principal Investigator.
3. National Natural Science Foundation of China (Youth Program), "Attention-driven Multi-channel Identification of Pleural Effusion Tumor Cell Clusters," 2018-2020, Participant.
4. National Natural Science Foundation of China (Youth Program), "Research on Anti-resonant Optofluidic Interaction Enhancement Mechanism and Biomolecular Recognition Application in Liquid-core Fiber Microfluidics," 2019-2021, Participant.
5. Tianjin Natural Science Foundation (Key Program), "Research on Mode Regulation and Sensing Technology Based on Optofluidic Photonic Crystal Fibers," 2014-2017, Participant.
6. Tianjin Natural Science Foundation (Youth Program), "Research on Functionalized Microstructured Fiber Biomolecular Chip Technology and Application," 2018-2021, Participant.
7. Tianjin Municipal Education Commission Scientific Research Program, "Research on Multi-channel Flow-through Molecular Intelligent Chip and Its Technology for Early Cancer Detection," 2018-2021, Participant.
8. Tianjin Key Laboratory of Optoelectronic Sensor and Sensing Network Technology Foundation, "Research on Operating Mechanism and Application of Novel Photonic Crystal Fiber Grating-assisted Modal Interferometer," 2016-2018, Principal Investigator.
9. Horizontal Project, "Deep Learning Computing Framework and Application Demonstration," 2017-2018, Participant.
10. Horizontal Project, "Advanced Machine Learning Technology for Early Intelligent Warning of Neurodegenerative Diseases and Demonstration Application," 2020, Participant.
She has published over 30 papers in SCI/EI-indexed high-level international academic journals, and holds more than 10 authorized invention patents with completed technology transfers. Representative publications include:
[1]. Haomiao Yu; Wei Huang*; Fangxin Xiao; Binbin Song; Shengyong Chen ; Parameter Space Compression and Random Structure Automatic Generation for the inverse design of Photonic Crystal Fibers Based on Convolutional Adversarial Autoencoder, Journal of Lightwave Technology, 2024, 42(22): 7871-7881.
[2]. Haibo Qin, Wei Huang*, Binbin Song, Shengyong Chen, Hybrid Method for Inverse Design of Orbital Angular Momentum Transmission Fiber based on Neural Network and Optimization Algorithms, IEEE Journal of Lightwave Technology, 2022， 40(17): 5974-5985.
[3] . Wei Huang*, Yue Xiong, Haibo Qin, Yan-ge Liu, Binbin Song, Shengyong Chen，Orbital angular momentum generation in a dual-ring fiber based on the phase-shifted coupling mechanism and the interference of supermodes, Optics Express, 2020，28(11): 16996-17009, 2020.
[4]. Wei Huang*, Haibo Qin, Yue Xiong, Binbin Song, Shengyong Chen，Mechanism and characteristics of a tunable dispersion-compensating dual-ring microstructure fiber for different orbital angular momentum modes, Journal of the Optical Society of America A, 2021, 38(2): 229-236.
[5]. Fangxin Xiao, Wei Huang, Haomiao Yu, Binbin Song. Predicting optical properties of different photonic crystal fibers from 2D structural images using convolutional neural network and transfer learning, Optics Communications, 2024, 558: 130363.
1.Selected for the Tianjin "131" Innovative Talent Training Project and the Tianjin University "Young Backbone Talent Support Program"
2.Third Prize of Tianjin Natural Science Award
