程长明 助理教授
所在系所振动、冲击、噪声研究所
办公电话-828
通讯地址上海交大机械与动力工程学院A楼828室
电子邮件ccming@sjtu.edu.cn
个人主页


教育背景 2012.03-2015.06 上海交通大学机械工程系 博士
2009.09-2012.03 上海交通大学机械工程系 硕士
2005.09-2009.06 华侨大学机械工程系 学士

工作经历 2019.02-至今 上海交通大学 助理教授
2015.05-2019.01 上海交通大学 博士后
2016.09-2018.09 The University of Iowa 博士后

出访及挂职经历 2016.09-2018.09 The University of Iowa 博士后

研究方向 系统辨识
机器学习
深度学习
信号处理
机械振动
招收相关专业硕、博士研究生，欢迎联系！

科研项目 国家自然科学基金青年基金(主持)
博士后特别资助(主持)
博士后面上项目(主持)
国家重点实验室重点项目(主持)

代表性论文专著 C. Cheng, E. Bai, Z. Peng, Variable Selection According to Goodness of Fit in Nonparametric Nonlinear System Identification, IEEE Transactions on Automatic Control, Accepted, 2020.
B. Zhao, C. Cheng*, Z. Peng, X. Dong, G. Meng, Detecting the early damages in structures with nonlinear output frequency response functions and the CNN-LSTM model, IEEE Transactions on Instrumentation and Measurement, Preprint, 2020.
C. Cheng, E. Bai, Z. Peng, Identification of Sparse Volterra Systems, IEEE Transactions on Automatic Control, Accepted, 2020.
[1] C. Cheng, E. Bai, Z. Peng, Consistent Variable Selection for a High-Dimensional Nonparametric Nonlinear System by Inverse and Contour Regression, IEEE Transactions on Automatic Control, 2019, 64: 2653-2664.
[2] C. Cheng, E. Bai, Z. Peng, Testing If A Nonlinear System Is Additive Or Not, Automatica, 2019, 104: 134-140.
[3] C. Cheng, E. Bai, Z. Peng, Ranking the Importance of Variables in Nonlinear System Identification, Automatica, 2019, 103: 472-479.
[4] C. Cheng, X. Dong, Z. Peng, W. Zhang, G. Meng, Kautz basis expansion-based Hammerstein system identification through separable least squares method, Mechanical Systems and Signal Processing, 2019, 121: 929-941.
[5] E. Bai, C. Cheng, W. Zhao, Variable Selection of High-Dimensional Non-Parametric Nonlinear Systems by Derivative Averaging to Avoid the Curse of Dimensionality, Automatica, 2019, 101: 138-149.
[6] C. Cheng, E. Bai, Ranking Variables in Nonlinear Nonparametric Additive System Identification, IFAC-PapersOnLine, 2018, 51(15), 1-6.
[7] C. Cheng, Z. Peng, X. Dong, W. Zhang, G. Meng, Impulse response function identification of linear mechanical systems based on Kautz basis expansion with multiple poles. International Journal of Systems Science, 2018, 49 (7) 1559-1571.
[8] E. Bai, C. Cheng, A Data-Driven Basis Function Approach in Non-Parametric Nonlinear System Identification, Uncertainty in Complex Networked Systems, 2018, 1-47.
[9] C. Cheng, Z. Peng, X. Dong, W. Zhang, G. Meng, Nonlinear System Identification Using Kautz Basis Expansion-based Volterra-PARAFAC model, Nonlinear dynamics, 2018, 94(3), 2277–2287.
[10] C. Cheng, Z. Peng, W. Zhang, G. Meng, Volterra-series-based nonlinear system modeling and its engineering applications: A state-of-the-art review. Mechanical Systems and Signal Processing, 2017, 87: 340-364.
[11] C. Cheng, Z. Peng, X. Dong, W. Zhang, G. Meng, A novel approach for identification of cascade of Hammerstein model. Nonlinear Dynamics, 2016, 86(1): 513-522.
[12] Y. Deng , C. Cheng, Y Yang, Z. Peng. Parametric Identification of Nonlinear Vibration Systems Via Polynomial Chirplet Transform. Journal of Vibration and Acoustics, 2016, 138(5): 051014.
[13] C. Cheng, Z. Peng, X. Dong, W. Zhang, G. Meng, A novel damage detection approach by using Volterra kernel functions based analysis. Journal of the Franklin Institute, 2015, 352(8): 3098-3112.
[14] C. Cheng, Z. Peng, X. Dong, W. Zhang, G. Meng, Analysis of locally nonlinear two dimensional periodic structures using NOFRFs. Vibration Engineering and Technology of Machinery, 2015, 23: 811-823.
[15] C. Cheng, Z. Peng, W. Zhang, G. Meng, Wavelet basis expansion-based Volterra kernel function identification through multilevel excitations. Nonlinear Dynamics, 2014, 76(2): 985-999.
[16] C. Cheng, Z. Peng, X. Dong, W. Zhang, G. Meng, Locating nonlinear components in two dimensional periodic structures based on NOFRFs. International Journal of Nonlinear Mechanics, 2014, 67:198-208.
[17] C. Cheng, Z. Peng, W. Zhang, G. Meng, Wavelet basis expansion-based spatio-temporal Volterra kernels identification for nonlinear distributed parameter systems. Nonlinear Dynamics, 2014, 78(2): 1179-1192.
[18] 彭志科, 程长明. Volterra级数理论研究进展与展望. 科学通报, 2015, 60: 1874-1888.
[19] 程长明, 彭志科, 孟光. 一类非线性系统的随机振动频率响应分析研究. 力学学报, 2011, 43(5): 905-913.


学术兼职 Reviewer of Automatica、 IEEE Transactions on Automatic Control and IEEE Transactions on Signal Processing et al.