刘立帅

  教授，博士生导师

  E-mail：lishuai.liu@ecust.edu.cn

  通讯地址👎🏽：上海市徐汇区梅陇路130号

  招生专业：机械工程[080200]🥇，动力工程及工程热物理[080700]，机械[085500]

                          欢迎对 机器学习 & 智能成像 等方向感兴趣的同学加入研究团队攻读学位！

个人简介

 杏悦2教授、博士生导师👷‍♀️👨🏽‍🦱，国家优秀青年科学基金获得者⛹🏽，入选中国科协青年人才托举工程、上海市晨光学者、上海市青年科技英才扬帆计划👨🏽‍🌾、杏悦2娱乐青年英才A类☠️。清华大学电气工程博士，加拿大多伦多大学先进扩散波与光声技术中心访问学者。主持国家自然科学基金、国家重点研发计划项目子课题 、上海市自然科学基金🚺、上海市教委科委人才项目等多项国家/省部级科研项目。面向航空航天、新能源装备、核电⚖️、增材制造等高端装备健康状态精准感知需求🟨，主要从事多源感知信息机器学习与智能成像技术研究。发表学术论文50余篇🐇👷🏻‍♀️，参与制定国家标准4项。担任IEEE TII、IEEE TIM、ACM CSUR、Measurement💃、CBM、NDT&E、IEEE Sensors、JAP🪄、Appl Acoust、RSI👩🏻‍🎓、GNTE🧑🏻‍⚕️、IPT⛹🏿‍♀️👩🏼‍🦳、Sensors🤶🏻、IET GTD🏄🏿‍♂️、IET SMT等多个SCI期刊审稿人，兼任上海市声学学会理事、中国无损检测学会新技术专委会委员、全国焊缝试验和检验标准化技术委员会委员🌟🪜、全国无损检测标准化技术委员会技术专家。

教育背景🧙🏿‍♀️：

2017.09-2020.10        清华大学            电机工程与应用电子技术系            博士

2019.09-2020.04        多伦多大学        机械与工业工程系                          访问学者

2015.09-2017.06        清华大学            电机工程与应用电子技术系            硕士

2011.09-2015.06        武汉大学            电气工程杏悦2                                本科

研究方向

[1]  智能定量无损检测评价及寿命预测

[2]  数据与物理融合驱动的人工智能方法

[3]  多模态超声传感器件与检测技术

[4]  阵列超声（导波）感测与反演成像

教学科研情况

承担科研项目：

[1]   国家自然科学基金优秀青年科学基金项目🧫，主持

[2]   国家自然科学基金面上项目🈁🤲，主持

[3]   国家自然科学基金青年项目，主持

[4]   国家重点研发计划子课题，主持

[5]   中国科协青年人才托举工程项目，主持

[6]   上海市教委晨光计划项目，主持

[7]   上海市青年科技英才扬帆计划，主持

[8]   上海市“科技创新行动计划”技术标准项目，主持

[9]   上海市自然科学基金滚动项目，主持

[10]   上海市自然科学基金面上项目👩🏼‍🎓，主持

[11]   中央一流引导专项-“双一流”建设项目，主持

教学情况😞：

本科生课程《人工智能技术及应用》（60学时🆎，智能制造专业核心课程）🥳、《机器学习概论》（32学时）

荣誉奖励

国家优秀青年科学基金

中国石化工业联合会科技进步奖一等奖

中国科协青年人才托举工程

IEEE TIM Outstanding Reviewer（2021、2022🏋🏼‍♂️、2024）

全国无损检测标准化技术委员会优秀标准化工作者

中国电机工程学报高影响力论文奖

上海高校青年科研骨干培养“晨光计划”

上海市青年科技英才“扬帆计划”

杏悦2娱乐青年英才A类

清华大学优秀学位论文

学术成果

代表性论文：

[1]    Haiming Xu, Lishuai Liu*, Jiachen Zhou, Siyuan Peng, Xuan Li, Zheng Hu, Yanxun Xiang*, and Fu-Zhen Xuan. Lamb Wave Visualization of Microcrack Growth Based on Acoustic Nonlinearity Aware-Dictionary and Gradient Projection Sparse Representation. IEEE Transactions on Industrial Informatics, 2024. (SCI, IF = 12.3)

[2]    Xuan Li, Lishuai Liu*, Haiming Xu, Yanxun Xiang*, and Fu-Zhen Xuan. Nonlinear ultrasonic Lamb wave phased array imaging based on hybrid array and time-reversal of harmonic. Structural Health Monitoring, 2024. (SCI, IF = 6.6)

[3]    Haiming Xu, Lishuai Liu*, Xuan Li, Siyuan Peng, Yanxun Xiang*, and Fu-Zhen Xuan. Nonlinear Lamb wave phased array for revealing micro-damage based on the second harmonic reconstruction. Mechanical Systems and Signal Processing, 2024, 220: 111692. (SCI, IF = 8.4)

[4]    Wen Liu, Lishuai Liu*, Yanxun Xiang*, and Fu-Zhen Xuan. Hierarchical energy distribution-based Lamb wave tomography for damage localization in multilayer heterogeneous metallic bonded structures. IEEE Transactions on Instrumentation and Measurement, 2024. (SCI, IF = 5.6)

[5]    Wen Liu, Lishuai Liu*, Qiang Wan, Yanxun Xiang*, and Fu-Zhen Xuan. Baseline-free damage localization in multilayer metallic spherical shell structures using guided wave tomography. NDT&E International, 2024, 147: 103213. (SCI, IF = 4.2)

[6]    Peng Wu, Lishuai Liu*, Ailing Song, Yanxun Xiang*, and Fu-Zhen Xuan. A data augmentation approach for improving data-driven nonlinear ultrasonic characterization based on generative adversarial U-net. Applied Acoustics, 2024, 225: 110208. (SCI, IF = 3.4)

[7]    Haiming Xu, Lishuai Liu*, Xuan Li, Yanxun Xiang*, and Fu-Zhen Xuan. Wavefield imaging of nonlinear ultrasonic Lamb waves for visualizing fatigue micro-cracks. Ultrasonics, 2024, 138: 107214. (SCI, IF = 4.2)

[8]    Zhiyuan Zhao, Lishuai Liu*, Wen Liu, Da Teng, Yanxun Xiang*, and Fu-Zhen Xuan. Discretized tensor-based model of total focusing method: A sparse regularization approach for enhanced ultrasonic phased array imaging. NDT&E International, 2024, 141(5): 102987. (SCI, IF = 4.2)

[9]    Yanxin Tu, Lishuai Liu*, Bin Cao*, Hongwei Mei, and Liming Wang. Infrared-Induced Laser Shearography: Enhanced Multimodal Features Recognition for Interfacial Defects in SIR/GFRP Composite Structures. IEEE Transactions on Instrumentation and Measurement, 2024, 73: 6005313. (SCI, IF = 5.6)

[10]  Lishuai Liu, Wen Liu, Da Teng, Yanxun Xiang*, and Fu-Zhen Xuan. A multiscale residual U-net architecture for super-resolution ultrasonic phased array imaging from full matrix capture data. Journal of the Acoustical Society of America, 2023, 154(4): 2044-2054. (SCI, IF = 2.4)

[11]  Xuan Li, Lishuai Liu*, Haiming Xu, Zheng Hu, Yanxun Xiang*, and Fu-Zhen Xuan. Lamb wave phased array imaging based on phase-amplitude compounding algorithm. Mechanical Systems and Signal Processing, 2023, 205: 110882. (SCI, IF = 8.4)

[12]  Haiming Xu, Lishuai Liu*, Jichao Xu, Yanxun Xiang*, and Fu-Zhen Xuan. Deep learning enables nonlinear Lamb waves for precise location of fatigue crack. Structural Health Monitoring, 2024, 23(1): 77-93. (SCI, IF = 6.6)

[13]  Peng Wu, Lishuai Liu*, Yanxun Xiang*, and Fu-Zhen Xuan. Data-driven time-frequency analysis of nonlinear Lamb waves for characterization of grain size distribution. Applied Acoustics, 2023, 207: 109367. (SCI, IF = 3.4)

[14]  Lishuai Liu, Peng Wu, Yanxun Xiang*, and Fu-Zhen Xuan. Autonomous characterization of grain size distribution using nonlinear Lamb waves based on deep learning. Journal of the Acoustical Society of America, 2022, 152(3): 1913-1921. (SCI, IF = 2.4)

[15]  Lishuai Liu, Di Sun, Yanxun Xiang*, and Fu-Zhen Xuan. Deep learning-based solvability of underdetermined inverse problems in nonlinear ultrasonic characterization of micro damages. Journal of Applied Physics, 2022, 132(14): 144901. (SCI, IF = 3.2, Featured Article, Highlighted in AIP Scilight at https://doi.org/10.1063/10.0014855)

[16]  Lishuai Liu, Chenjun Guo, Yanxun Xiang*, Yanxin Tu, Liming Wang, and Fu-Zhen Xuan. A Semisupervised Learning Framework for Recognition and Classification of Defects in Transient Thermography Detection. IEEE Transactions on Industrial Informatics, 2022, 18(4): 2632-2640. (SCI, IF = 12.3)

[17]  Lishuai Liu, Chenjun Guo, Yanxun Xiang*, Yanxin Tu, Liming Wang, and Fu-Zhen Xuan. Photothermal Radar Shearography: A Novel Transient-Based Speckle Pattern Interferometry for Depth-Tomographic Inspection. IEEE Transactions on Industrial Informatics, 2022, 18(7): 4352-4360. (SCI, IF = 12.3)

[18]  Lishuai Liu, Andreas Mandelis*, Alexander Melnikov, and Liming Wang. Comparative analysis of single- and multiple-frequency thermal wave radar imaging inspection of glass fiber reinforced polymer (GFRP). International Journal of Extreme Manufacturing, 2022, 4(2): 025201. (SCI, IF = 14.7)

[19]  Lishuai Liu, Chenjun Guo, Yanxun Xiang*, Yanxin Tu, Hongwei Mei, Liming Wang, and Fu-Zhen Xuan. Health Monitoring of RTV Silicone Rubber Coating on Insulators Based on Multimode Features of Active Infrared Thermography. IEEE Transactions on Instrumentation and Measurement, 2022, 71: 4502609. (SCI, IF = 5.6)

[20]  Xianzhi Wang, Lishuai Liu*. Concentric diversity entropy: A high flexible feature extraction tool for identifying fault types with different structures. Mechanical Systems and Signal Processing, 2022, 171:108934. (SCI, IF = 8.4)

[21]  Yanxin Tu, Hongwei Mei, Lishuai Liu*, Zekai Shen, Chenjun Guo, and Liming Wang*. Transient thermal pattern separation and detection of conductive defects in composite insulators using eddy current pulsed thermography. NDT & E International, 2022, 129(5): 102653. (SCI, IF = 4.2)

[22]  Yanxin Tu, Hongwei Mei, Lishuai Liu*, Rui Sun, Chenjun Guo, Zekai Shen, and Liming Wang. Distance Effect in Transient Thermography for Internal Defects Detection in Composites. IEEE Transactions on Instrumentation and Measurement, 2022, 71: 3525712. (SCI, IF = 5.6)

[23]  Chenjun Guo, Lishuai Liu*, Hongwei Mei, Yanxin Tu, and Liming Wang. Nondestructive Evaluation of Composite Bonding Structure used in Electrical Insulation Based on Active Infrared Thermography. Polymers, 2022, 14(16): 3373. (SCI, IF = 5.0)

[24]  Lishuai Liu, Hongwei Mei, Chenjun Guo, Yanxin Tu, and Liming Wang*. Pixel-level Classification of Pollution Severity on Insulators Using Photothermal Radiometry and Multi-class Semi-supervised Support Vector Machine. IEEE Transactions on Industrial Informatics, 2021, 17(1): 441-449. (SCI, IF = 12.3)

[25]  Lishuai Liu, Chenjun Guo, Yanxin Tu, Hongwei Mei, and Liming Wang*. Differential Evolution Fitting-Based Optical Step Phase Thermography for Micron Thickness Measurement of Atmospheric Corrosion Layer. IEEE Transactions on Industrial Informatics, 2020, 16(8): 5213-5222. (SCI, IF = 12.3)

[26]  Lishuai Liu, Hongwei Mei, Chenjun Guo, Yanxin Tu, Liming Wang*, and Jianben Liu. Remote Optical Thermography Detection Method and System for Silicone Polymer Insulating Materials Used in Power Industry. IEEE Transactions on Instrumentation and Measurement, 2020, 69(8): 5782-5790. (SCI, IF = 5.6)

[27]  Lishuai Liu, Liming Wang, Chenjun Guo, Hongwei Mei*, and Chenlong Zhao. Detecting Defects in Porcelain Post Insulator Coated with Room Temperature Vulcanized Silicone Rubber by Pulsed Thermography. IEEE Transactions on Instrumentation and Measurement, 2019, 68(1): 225-233. (SCI, IF = 5.6)

[28]  Lishuai Liu, Chenjun Guo, Liming Wang*, and Hongwei Mei. Nondestructive Visualization and Quantitative Characterization of Defects in Silicone Polymer Insulators with Laser Speckle Imaging. IEEE Sensors Journal, 2019, 19(15): 6508-6516. (SCI, IF = 4.3)

完整论文列表详见：https://www.researchgate.net/profile/Lishuai-Liu