劉立帥
副教授，博士生導(dǎo)師/碩士生導(dǎo)師
E-mail：lishuai.liu@ecust.edu.cn
通訊地址：上海市徐匯區(qū)梅隴路130號(hào)
招生專業(yè)：機(jī)械工程[080200]，動(dòng)力工程及工程熱物理[080700]，機(jī)械[085500]
歡迎對(duì) 機(jī)器學(xué)習(xí) & 智能成像 等方向感興趣的同學(xué)加入研究團(tuán)隊(duì)攻讀學(xué)位！
個(gè)人簡介
華東理工大學(xué)77779193永利官網(wǎng)副教授、博士生導(dǎo)師，國家優(yōu)秀青年科學(xué)基金獲得者，入選中國科協(xié)青年人才托舉工程、上海市晨光學(xué)者、上海市青年科技英才揚(yáng)帆計(jì)劃、華東理工大學(xué)青年英才A類。清華大學(xué)電氣工程博士，加拿大多倫多大學(xué)先進(jìn)擴(kuò)散波與光聲技術(shù)中心訪問學(xué)者。主持國家自然科學(xué)基金、國家重點(diǎn)研發(fā)計(jì)劃項(xiàng)目子課題 、上海市自然科學(xué)基金、上海市教委科委人才項(xiàng)目等多項(xiàng)國家/省部級(jí)科研項(xiàng)目。面向航空航天、新能源裝備、核電、增材制造等高端裝備健康狀態(tài)精準(zhǔn)感知需求，主要從事多源感知信息機(jī)器學(xué)習(xí)與智能成像技術(shù)研究。發(fā)表學(xué)術(shù)論文50余篇，參與制定國家標(biāo)準(zhǔn)4項(xiàng)。擔(dān)任IEEE TII、IEEE TIM、ACM CSUR、Measurement、CBM、NDT&E、IEEE Sensors、JAP、Appl Acoust、RSI、GNTE、IPT、Sensors、IET GTD、IET SMT等多個(gè)SCI期刊審稿人，兼任上海市聲學(xué)學(xué)會(huì)理事、中國無損檢測學(xué)會(huì)新技術(shù)專委會(huì)委員、全國焊縫試驗(yàn)和檢驗(yàn)標(biāo)準(zhǔn)化技術(shù)委員會(huì)委員、全國無損檢測標(biāo)準(zhǔn)化技術(shù)委員會(huì)技術(shù)專家。
教育背景：
2017.09-2020.10 清華大學(xué) 電機(jī)工程與應(yīng)用電子技術(shù)系 博士
2019.09-2020.04 多倫多大學(xué) 機(jī)械與工業(yè)工程系 訪問學(xué)者
2015.09-2017.06 清華大學(xué) 電機(jī)工程與應(yīng)用電子技術(shù)系 碩士
2011.09-2015.06 武漢大學(xué) 電氣工程學(xué)院 本科
研究方向
[1] 智能定量無損檢測評(píng)價(jià)及壽命預(yù)測
[2] 數(shù)據(jù)與物理融合驅(qū)動(dòng)的人工智能方法
[3] 多模態(tài)超聲/光熱感知與信號(hào)處理方法
[4] 陣列超聲（導(dǎo)波）感測與反演成像
教學(xué)科研情況
承擔(dān)科研項(xiàng)目：
[1] 國家自然科學(xué)基金優(yōu)秀青年科學(xué)基金項(xiàng)目，主持
[2] 國家自然科學(xué)基金面上項(xiàng)目，主持
[3] 國家自然科學(xué)基金青年項(xiàng)目，主持
[4] 國家重點(diǎn)研發(fā)計(jì)劃子課題，主持
[5] 中國科協(xié)青年人才托舉工程項(xiàng)目，主持
[6] 上海市教委晨光計(jì)劃項(xiàng)目，主持
[7] 上海市青年科技英才揚(yáng)帆計(jì)劃，主持
[8] 上海市自然科學(xué)基金面上項(xiàng)目，主持
[9] 中央一流引導(dǎo)專項(xiàng)-“雙一流”建設(shè)項(xiàng)目，主持
教學(xué)情況：
本科生課程《人工智能技術(shù)及應(yīng)用》（60學(xué)時(shí)，智能制造專業(yè)核心課程）、《機(jī)器學(xué)習(xí)概論》（32學(xué)時(shí)）
榮譽(yù)獎(jiǎng)勵(lì)
國家優(yōu)秀青年科學(xué)基金
中國石化工業(yè)聯(lián)合會(huì)科技進(jìn)步獎(jiǎng)一等獎(jiǎng)
中國科協(xié)青年人才托舉工程
IEEE TIM Outstanding Reviewer
全國無損檢測標(biāo)準(zhǔn)化技術(shù)委員會(huì)優(yōu)秀標(biāo)準(zhǔn)化工作者
中國電機(jī)工程學(xué)報(bào)高影響力論文獎(jiǎng)
上海高校青年科研骨干培養(yǎng)“晨光計(jì)劃”
上海市青年科技英才“揚(yáng)帆計(jì)劃”
華東理工大學(xué)青年英才A類
清華大學(xué)優(yōu)秀學(xué)位論文
學(xué)術(shù)成果
代表性論文：
[1] 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)
[2] 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)
[3] 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)
[4] 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)
[5] 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)
[6] 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)
[7] 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)
[8] 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)
[9] 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)
[10] 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)
[11] 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)
[12] 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)
[13] 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)
[14] 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)
[15] 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)
[16] 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)
[17] 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)
[18] 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)
[19] 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)
[20] 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)
[21] 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)
[22] 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)
[23] 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)
[24] 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)
[25] 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)
[26] 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)
[27] 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)
完整論文列表詳見：https://www.researchgate.net/profile/Lishuai-Liu