þ Master Supervisor

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Current Professional Societies

Beijing Association for Artificial Intelligence

Analytical Instrument Branch of China Instrument and Control Society

Committee of Human Factor Vibration Engineering, Chinese Society for Vibration Engineering

Committee of Intelligent education, Chinese Association of Automation

Research Areas

Hydrogen energy safety monitor

Prognostics and health management

servo control and hardware-in-loop simulation

Bio-medical engineering and precision medicine

Nondestructive testing technology based on TDLAS

Artificial Intelligent

Honors

The Third Prize of Science and Technology Progress Award of AVIC

Teaching Excellence Award, Beijing University of Technology, 2015

Second Prize, Research Award, Beihang University, 2014

First Prize, SMC Research Award, Beihang University, 2013

Publications

[1]Miao Yang. The Properties of Liquid Surface Wave Excited at Low Frequencies and its Laser Interference Measurement [J]. Applied Laser, 2008, 28(1): 60-65. In chinese

[2]Miao Y, Wang S. Failure diagnosis of hydraulic lifting system based on multistage telescopic cylinder[C]//Fluid Power and Mechatronics (FPM), 2011 International Conference on. IEEE, 2011: 828-834.

[3]Miao Y, Wang S, Zhao Y. Study on change of aircraft center of gravity during fuel consumption[C]//IEEE 10th International Conference on Industrial Informatics. IEEE, 2012: 86-90.

[4]Yang M, Shao-Ping W. Nonlinear Acoustic-Optical Effect and Extraordinary Diffraction Distribution in Liquid Surface[J]. Chinese Physics Letters, 2013, 30(12): 124304.

[5]MIAO Yang, WANG Shaoping. Wet resistance force in aircraft fuel pipe and its optical measurement [J]. Infrared and Laser Engineering, 2014, 43(1): 284-287.in chinese

[6]Miao Y, Wang S. Health Management System Based on Airworthiness of the Aircraft Fuel System[J]. Procedia Engineering, 2014, 80: 34-43.

[7]Miao Y, Wang S. Modeling of center of gravity of aircraft on multifaults for fuel transfer[C]//2014 9th IEEE Conference on Industrial Electronics and Applications. IEEE, 2014: 1691-1695.

[8]Miao Y, Wang S. Small amplitude liquid surface sloshing process detected by optical method[J]. Optics Communications, 2014, 315: 91-96.

[9]Yang M, Song-Lin N. Localized Effect of Light Diffraction by Capillary Wave[J]. Chinese Physics Letters, 2015, 32(11): 114201.

[10]Gou C, Cai B, Miao Y. Multi-resolution model consistency maintenance method based on ontology mapping[C]//Intelligent Computing and Internet of Things (ICIT), 2014 International Conference on. IEEE, 2015: 103-106.

[11]Miao Y, Nie S. Research on vulnerability of seawater hydraulic system based on complex networks modeling[C]//Fluid Power and Mechatronics (FPM), 2015 International Conference on. IEEE, 2015: 654-659.

[12]GOU chenxi, Cai Baigen, MIAO Yang. esearch on Output Information Consistency Maintenance Method of Multi‐resolution Model of Train Operation Control System [J]. Journal of The China Railway Society, 2016, 38(2): 82-88. In chinese

[13]Miao Y, Wu C, Wang N, et al. Angle Compensation and Asymmetry Effect of Light Diffracted by Millimeter Liquid Surface Slosh Wave[J]. Chinese Physics Letters, 2016, 33(7): 074206.

[14]Miao Y, Huo D. The technology of mixed gas detection in fuel tank based on tunable diode laser absorption spectroscopy[C]//Aircraft Utility Systems (AUS), IEEE International Conference on. IEEE, 2016: 1209-1213.

[15]Yong-tao YUAN,Xiao-jun ZHANG, Yang MIAO. A noval prognosis method for

cavitation of seawater hydraulic pump[C]. The 8th International Conference on Fluid

Power and Mechatronics(FPM2019),Wuhan,China.

[16]ZHAO Wen-qiang,, ZHANG Xiao-jun, MIAO Yang. Kinematics Analysis and Simulation of KUKA Robot Based on MATLAB[J]. Mechanical Research & Application, 2019 (4): 4. In chinese

[17] Miao, Y, et al. "A smart optical sensor for online condition monitoring of aircraft inerting system." 2021: 953-958.

[18] Jiang, Y., Miao, Y., Qiu, Z., et al (2021). Intermittent fault detection and diagnosis for aircraft fuel system based on SVM.

[19]Miao Y, Guo X, Zhang X J. Visualization of Fiber Moving in Air Tunnel with Velocity Gradient[J]. Chinese Physics Letters, 2020, 37(3): 034201.

[20]Miao Y, Jiang Y, Qiu Z, et al. Study on the characteristics of amplitude and depth for sloshing wave by an optical method[J]. Optik, 212 2020: 164634.

[21]Wang K, Zhang X, Miao Y, et al. Dispersion and behavior of hydrogen for the safety design of hydrogen production plant attached with nuclear power plant[J]. International Journal of Hydrogen Energy, 2020. 45(39) 20250-20255

[22] Miao, Yang, et al. “Vibration Transients of Reservoir-Pipe-Valve System Caused by Water Hammer.” Journal of Theoretical and Applied Mechanics, vol. 58, no. 4, 2020, pp. 1037–1048.

[23] Miao, Yang, et al. “Visualization of Dynamic Wetting by Means of Critical Light Reflection from Curved Liquid Surface.” Optik, vol. 219, 2020, p. 165262.

[24] Miao, Yang, et al. “The Measurement of Underwater Sound with Optical Diffraction by Liquid Surface Wave.” European Physical Journal Plus, vol. 135, no. 9, 2020, pp. 1–9.

[25]MIAO Yang, Chen Yanjing, Wang Kai et al A Laser Sheet Method and Simulation for Rapid Visual Detection of High Pressure Hydrogen Leakage[J].Metrology&Measurement Technology,2020,40(05):37-42. In chinese

[26] Miao, Yang, et al. “Application of Fault Diagnosis of Seawater Hydraulic Pump Based on Transfer Learning.” Shock and Vibration, vol. 2020, 2020, pp. 1–8.

[27] Miao, Yang, Yuncheng Jiang, Zaihui Qiu, and Di Wu. 2020. “The Measurement of Underwater Sound with Optical Diffraction by Liquid Surface Wave.” European Physical Journal Plus 135 (9): 1–9.

[28] Miao Y, Qiu Z, Zhang X, et al. Effects of a water hammer and cavitation on vibration transients in a reservoir-pipe-valve system[J]. Journal of Theoretical and Applied Mechanics, 2021, 59.

[29] Qiu Z, Miao Y, Hong W, et al. Fault diagnosis of aircraft fuel pump based on transfer learning[C]//2021 7th International Conference on Condition Monitoring of Machinery in Non-Stationary Operations (CMMNO). IEEE, 2021: 171-175.

[30] Miao Y, Qiu Z, Jiang Y, et al. Measuring multiscale capillary curvature using laser beam self-interference[J]. Optics Communications, 2021, 497: 127149.

[31] Zhang, X., Wang, Q., Hou, X., Li, Y., Miao, Y., Li, K., & Zhang, L. (2021). Numerical analysis of the hydrogen dispersion behavior in different directions in a naturally ventilated space. Applied Sciences, 11(2), 615.

[32] Miao Y, Jiang Y, Zhang X, et al. Transfer learning for isolated cylinder vibration induced by vortex shedding[C]//IOP Conference Series: Earth and Environmental Science. IOP Publishing, 2021, 774(1): 012154.

[33] GUO Yan-feng, ZHANG Xiao-jun, PAN Jun, HAN Zhen-rong, QIU Zai-hui, MIAO Yang. (2022). Analysis and Experimental of Valve Closing Characteristics of Aircraft Fuel System. Chinese Hydraulics & Pneumatics, 45(11), 32-38. In chinese

[34] Zhang S, Miao Y, Chen J, et al. CCS-Net: Cascade Detection Network with the Convolution Kernel Switch Block and Statistics Optimal Anchors Block in Hypopharyngeal Cancer MRI[J]. IEEE Journal of Biomedical and Health Informatics, 2022.

[35] Zhang, X., Wang, Q., Hou, X., Li, Y., Miao, Y., Li, K., & Zhang, L. (2022). Effect of the position and the area of the vent on the hydrogen dispersion in a naturally ventilated cubiod space with one vent on the side wall. International Journal of Hydrogen Energy, 47(14), 9071-9081.

[36] Li, X., Liu, J., Huang, Y., Wang, D., & Miao, Y. (2022). Human Motion Pattern Recognition and Feature Extraction: An Approach Using Multi-Information Fusion. Micromachines, 13(8), 1205.

[37] Yao, L., Zhang, X., Zhang, X., Li, Y., Ye, M., Jia, C., ... & Miao, Y. (2022). Measurements of concentration distribution of hydrogen jet using deflection of center of the laser spot. International Journal of Hydrogen Energy, 47(83), 35515-35526.

[38] Yao, L., Zhang, X., Zhang, X., Li, Y., Tang, Q., Lu, Q., & Miao, Y. (2022). Visualization of hydrogen jet using deformation of the laser beam profile. International Journal of Hydrogen Energy, 47(71), 30732-30742.

[39] MIAO Yang Overview of Optical Detection Technology for Hydrogen Leakage [J]. Journal of Beijing University of Technology, 2022, 48(3):312-330 in Chinese

[40] Zhang S, Miao Y, Chen J, et al. Twist-Net: A multi-modality transfer learning network with the hybrid bilateral encoder for hypopharyngeal cancer segmentation[J]. Computers in Biology and Medicine, 2023: 106555.

[41] Chenghao Jia; Yu Shu; Yantang Li; Luqiao Yao; Xi Chen; Ningzheng Li; Yang Miao. Visualization and diagnosis of hydrogen jet based on joint methods [C]// SPIE-CLP Conference on Advanced Photonics 2022, 126010N

[42] Miao, Y., Jia, C., Zhang, X., Li, Y., Sun, L., Yiao, L., ... & Liu, H. (2023). Visualization of hydrogen jet using intensity projection of the laser beam. International Journal of Hydrogen Energy.48, 34094-34104

[43] Sun L, Jia C, Miao Y. Visualization of hydrogen leak for electro-hydrogen coupled system based on Background Oriented Schlieren[J]. Process Safety and Environmental Protection, 2023, 175: 437-446.

[44]Zhang, X., Yu, P., Wang, X., Qiu, Y., Liu, C., Sun, C., & Miao, Y. (2023). The Non-Linearity and Cross-Axis Effect of the Seat Transmissibility in Vertical and Dual-Axis Vibration Environments. Experimental Techniques, 1-12.

[45]Zhang, X., Wang, X., Wang, Q., Yu, P., Miao, Y., Hou, X., ... & Li, Y. (2023). The effect of hydrogen leakage positions and leak flow rate on its dispersion in a small fuel cell bus. Fuel Cells, 23(1), 88-96.

[46]Liu, J., Zhang, X., Zhu, S., Li, X., Zhao, H., Li, X., ... & Miao, Y. (2023). Development and measurement of airborne oxygen sensor for aircraft inerting system based on TDLAS with pressure compensation and 2f/1f normalized method. Infrared Physics & Technology, 131, 104689.

[47] Jia, C., Zhao, L., Huang, G., Liu, L., Wang, W., Yang, Y., & Miao, Y. (2023). A Review of Hydrogen Sensors for ECLSS: Fundamentals, Recent Advances, and Challenges. Applied Sciences, 13(12), 6869.

[48] Liu, Z., Zhang, X., Pan, J., Zhang, X., Hong, W., Wang, Z., ... & Miao, Y. (2023). Similar or unknown fault mode detection of aircraft fuel pump using transfer learning with subdomain adaption. IEEE Transactions on Instrumentation and Measurement.

[49] Miao, Y., Jia, C., Hua, Y., Li, Y., Tang, Q., Xu, J., ... & Zhang, X. (2023). Simultaneous visualization of density and pressure in hydrogen leakage based on self-imaging via dual-channel interference. Process Safety and Environmental Protection, 177, 976-985.

[50] Wu, D., Li, Y., Hua, Y., Xu, J., Zhang, X., & Miao, Y. (2023). A performance degradation model of nitrile butadiene rubber (NBR) O-rings for hydrogen permeation effects under high-pressure. Physical Chemistry Chemical Physics, 25(48), 33094-33103.

[51]Miao, Y., Li, Y., Pan, J., Liu, Z., Liu, L., Wang, Z., & Wang, Z. (2023). Bio-Inspired Fault Diagnosis for Aircraft Fuel Pumps Using a Cloud-Edge System. Biomimetics, 8(8), 601.

[52]LIU Zhen, ZHANG Xiaojun, HAN Lei, ZHOU, Gaoming, MIAO Yang. Fault classification of helicopter main reducer based on fully connected neural network [J]. Journal of Beijing Information Science & Technology University,2023,38(4):61-66. In Chinese

[53] Sun, L., Miao, Y., Jia, J., & Zhang, Y. (2024). Modular high conversion ratio soft-switching DC-DC converters with extended multi-ports structure for multi-energy storage systems interconnection. Journal of Energy Storage, 76, 109830.

[54] Miao, Y., Jia, C., Hua, Y., Zhang, X., Sun, L., Huang, G., & Liu, H. (2024). Quantification of concentration characteristics of hydrogen leakage in electro-hydrogen coupled system with different obstacles via Background Oriented Schlieren. Journal of Energy Storage, 83, 110764.

[55] Miao, Y., Li, Y., Zhang, X., Xu, J., Wu, D., Sun, L., & Liu, H. (2024). An intelligent schedule maintenance method for hydrogen fuel cell vehicles based on deep reinforcement learning considering dynamic reliability. International Journal of Hydrogen Energy, 64, 455-467.

[56] Miao, Y., Jia, C., Hua, Y., Sun, L., Xu, J., Wu, D., ... & Liu, H. (2024). Measurement of the concentration distribution of hydrogen jets using adaptive stream stripe-background oriented schlieren (ASS-BOS). International Journal of Hydrogen Energy, 77, 281-290.

[57] Xi, Y., Liu, Z., Ni, J., Miao, Y., & Chen, Z. (2024). Non-invasive serum potassium concentration measurement in children with CKD by quantifying T-wave morphology dynamics. EngMedicine, 1(2), 100019.

[58] Zhang, X., Song, X., Wang, X., Yu, P., Qiu, Y., & Miao, Y. (2024). Predicting the seat transmissibility of a seat-occupant system exposed to the whole-body vibration with combined artificial neural network and genetic algorithm. International Journal of Industrial Ergonomics, 103, 103627.

[59] Zhang, X., Wang, X., Lin, S., & Miao, Y. (2024). The effect of anthropometric parameters on the seat transmissibility during whole-body vibration: a hybrid modeling approach based on artificial neural networks and principal component analysis. Journal of Mechanics in Medicine and Biology.

[60] Li Miao, Miao Yang, Yang Yongqiang, et al. Design and Implementation of Green Self-Feeding Energy Electrical Lighting System for Fire Hose [J]. Journal of Beijing Polytechnic College, 2024(3). In Chinese

[61] Miao, Y., Josue, S., Seth, N., Li, M., & Zhang, X. (2024). Visualization of Liquid Surface Wave by Self-interference of Reflected Laser Beam with Artificial Neural Network. Journal of Imaging Science & Technology, 68(3).

[62] Miao Yang, Zhang Shuo, Chen Jun, Zhang Xiwei, An Changming, Huang Zehao,... & Liu HB. (2024). Review of Medical Images Analysis of Hypopharyngeal Cancer Based on Convolutional Neural Network. Journal of Beijing University of Technology, 50(7), 883-896. In Chinese

[63] Li, X., Xu, Z., Miao, Y., Ma, G., Gong, Y., & Wang, C. (2024). Research on FBG curvature sensor based on PET substrate and silicone package. Optical Fiber Technology, 88, 103968.

[64] Miao, Y., Dong, C., Ma, Y., Jia, C., Wang, Z., & Liu, H. (2024). Measurement of turbid media by total internal reflection with Goos-Hänchen angle displacement. Results in Physics, 66, 107997.

[65] Zhang, X., Wang, X., Yu, P., Qiu, Y., Liu, C., & Miao, Y. (2024). The seat transmissibility of an occupant-seat system: the influence of horizontal excitations with the additional vertical motion. Journal of Mechanical Science and Technology, 1-8.

[66] Wu, W., Zhang, X., & Miao, Y. (2022). Starling-behavior-inspired flocking control of fixed-wing unmanned aerial vehicle swarm in complex environments with dynamic obstacles. Biomimetics, 7(4), 214.

[67] Qiao, X., Miao, Y., Zhang, X., Shen, H., Hua, Y., Sun, L., ... & Wu, D. (2025). An analytical model for stress distribution of NBR O-ring during dynamic hydrogen permeation. International Journal of Hydrogen Energy, 109, 164-173.

[68] Miao, Y., Avlessi, K. J., Semassou, C., Li, Y., Xu, J., Wu, D., & Chen, H. M. (2025). Experiment and visualization of omnidirectional acoustic propagation for high-pressure hydrogen storage leakage in unconfined environments. International Journal of Hydrogen Energy, 99, 69-84.

Personal Statement

Miao Yang, Associate professor and master supervisor, got his Ph.D. degree from Beihang in 2014. Until now, he has presided two National Natural Science Foundation of China projects and published more than 30 SCI papers on international journals. His research focuses on Prognostics and health management, Fault diagnose and fault-tolerant control,Servo control and hardware-in-loop simulation,Bio-medical engineering and precision medicine,Hydrogen safety monitor, TDLAS technology. He has coined up a core concept of “transfer learning” and applied for PHM, realizing high-performance membranes after a series of studies on diagnosis and prognosis. Graduate students under his supervision have been awarded three times national scholarships, Beijing Outstanding Graduates, Outstanding Master's Thesis of BJUT.