Publications

Papers under review

[?] Tianshi Chen, Gianluigi Pillonetto, Alessandro Chiuso, and Lennart Ljung. Spectral analysis of the DC kernel for regularized system identification. IEEE CDC, Osaka, Japan, 2015.

[?]   Gianluigi Pillonetto , Tianshi Chen, Alessandro Chiuso, Giuseppe De Nicolao, and Lennart Ljung. Regularized linear system identification using atomic, nuclear and kernel-based norms: the role of the stability constraint, Automatica, submitted on January 4, 2015.

[?]  Francesca P. Carli,  Tianshi Chen and Lennart Ljung. Maximum Entropy Kernels for System Identification, IEEE Transactions on Automatic Control, submitted on November 11, 2014.

[?]  John Lataire and Tianshi Chen. Transfer function and transient estimation by Gaussian process regression in the frequency domain, Automatica, submitted on August 2, 2014.

 

Journal papers

[J12]  Tianshi Chen, Tohid Ardeshiri, Francesca P. Carli, Alessandro Chiuso, Lennart Ljung, and Gianluigi Pillonetto . Maximum entropy properties of discrete-time first-order stable spline kernel, Automatica, provisionally accepted, submitted on December 1, 2014.

[J11]  Tianshi Chen, Martin S. Andersen, Lennart Ljung, Alessandro Chiuso and Gianluigi Pillonetto. System identification via sparse multiple kernel-based regularization using sequential convex optimization techniques, IEEE Transactions on Automatic Control, Vol. 59, No.11, pp. 2933-2945, 2014.

[J10]  Henrik Ohlsson, Tianshi Chen, Sina Khoshfetrat Pakazad, Lennart Ljung and Shankar Sastry. Scalable Anomaly Detection in Large Homogenous Populations, Automatica, Vol. 50, No. 5, pp. 1459–1465, 2014. 

[J9]  Gianluigi Pillonetto, Francesco Dinuzzo, Tianshi Chen, Giuseppe De Nicolao, and Lennart Ljung. Kernel Methods in System Identification, Machine Learning and Function Estimation: A Survey, Automatica, Vol. 50, No. 3, pp. 657-682, 2014.

[J8]  Tianshi Chen and Lennart Ljung. Implementation of algorithms for tuning parameters in regularized least squares problems in system identification. Automatica, Vol. 49, No. 7, pp. 2213-2220, 2013.

[J7]  Tianshi Chen, Henrik Ohlsson and Lennart Ljung. On the Estimation of Transfer Functions, Regularizations and Gaussian Processes – Revisited, Automatica, Vol.48, No. 8, pp. 1525-1535, 2012.

[J6]  Tianshi Chen, Thomas B. Schön, Henrik Ohlsson and Lennart Ljung. Decentralized Particle filter with Arbitrary State Partitioning. IEEE Trans. Signal Processing, Vol. 59, No. 2, pp. 465-478, 2011.

[J5]  Tianshi Chen. Comments on ''State estimation for linear systems with state equality constraints''. Automatica, Vol. 46, No. 11, pp. 1929-1932, 2010.

[J4]  Tianshi Chen and Jie Huang. A small gain approach to global stabilization of nonlinear feedforward systems with input unmodeled dynamics. Automatica, Vol. 46, No. 6, pp. 1028-1034, 2010.

[J3]  Tianshi Chen and Jie Huang. Global robust stabilization of feedforward systems with uncertainties. Journal of Control Theory and Applications. Vol. 8, No. 3, pp. 262-270, 2010.

[J2]  Tianshi Chen and Jie Huang. Global robust output regulation by state feedback for strict feedforward systems. IEEE Trans. Auto. Cont., Vol. 54, No. 9. pp. 2157-2163, 2009.

[J1]  Tianshi Chen and Jie Huang. Disturbance attenuation of feedforward systems with dynamic uncertainty. IEEE Trans. Auto. Cont., Vol. 53, No. 7, pp. 1711-1717, 2008.

 

Conference papers

[C31]  Tianshi Chen and Lennart Ljung. On kernel structure for regularized system identification (I): a machine learning perspective, IFAC SYSID, 2015.

[C30]  Tianshi Chen and Lennart Ljung. On kernel structure for regularized system identification (II): a system theory perspective, IFAC SYSID, 2015.

[C29] Lennart Ljung,   Juan C. Aguero, Graham C. Goodwin, and Tianshi Chen. Model Error Modeling and Stochastic Embedding, IFAC SYSID, 2015.

[C28] Lennart Ljung,   Rajiv Singh, and Tianshi Chen. Regularization features in the System Identification Toolbox, IFAC SYSID, 2015.

[C27]  Tianshi Chen and Lennart Ljung. Regularized system identification using orthonormal basis functions, the 14th European Control Conference (ECC) 2015, to appear, 2015.

[C26]  Tohid Ardeshiri and Tianshi Chen. Maximum entropy properties of discrete-time stable spline kernel, 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2015, Brisbane, Australia.

[C25]  Tianshi Chen, Martin Andersen, Alessandro Chiuso, Gianluigi Pillonetto, Lennart Ljung. Anomaly detection in homogenous populations: a sparse multiple kernel-based regularization method. IEEE CDC, LA, United States, 2014.

[C24] Alessandro Chiuso, Tianshi Chen, Gianluigi Pillonetto, Lennart Ljung. On the design of Multiple Kernels for nonparametric linear system identification. IEEE CDC, LA, United States, 2014.

[C23]  Tianshi Chen and Lennart Ljung. Constructive state space model induced kernels for regularized system identification, IFAC World Congress, Cape town, South Africa, 2014.

[C22]  Tianshi Chen, Alessandro Chiuso, Gianluigi Pillonetto and Lennart Ljung. Rank-1 kernels for regularized system identification. IEEE CDC, 2013.

[C21]  Alessandro Chiuso, Tianshi Chen, Lennart Ljung and Gianluigi Pillonetto. Regularization strategies for nonparametric system identification. IEEE CDC, 2013.

[C20]  Gianluigi Pillonetto, Tianshi Chen and Lennart Ljung. Kernel-based model order selection for identification and prediction of linear dynamic systems. IEEE CDC, 2013.

[C19]  Lennart Ljung and Tianshi Chen.  What can regularization offer for estimation of dynamical systems?. IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, 2013.

[C18]  Lennart Ljung and Tianshi Chen. Convexity Issues in System Identification. IEEE International Conference on Control & Automation (ICCA), 2013.

[C17]  Gianluigi Pillonetto, Tianshi Chen and Lennart Ljung. Kernel-based model order selection for linear system identification. IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, 2013.

[C16]  Tianshi Chen, Lennart Ljung, Martin Andersen, Alessandro Chiuso, Francesca, P Carli, Gianluigi Pillonetto. Sparse multiple kernels for impulse response estimation with majorization minimization algorithms. IEEE CDC, Hawaii, United States, pp. 5260-5265, 2012.

[C15]  Francesca, P Carli, Tianshi Chen, Alessandro Chiuso, Lennart Ljung, Gianluigi Pillonetto. On the estimation of hyperparameters for Bayesian system identification with exponential kernels. IEEE CDC, Hawaii, United States, pp. 1500-1505, 2012.

[C14]  Henrik Ohlsson, Tianshi Chen, Sina Khoshfetrat Pakazad, Lennart Ljung and Shankar Sastry. Distributed Change Detection. 16th IFAC Symposium on System Identification, Brussel, pp.77-82, 2012.

[C13]  Tianshi Chen, Yanlong Zhao and Lennart Ljung. Impulse response estimation with binary measurements: a regularized FIR model approach. 16th IFAC Symposium on System Identification, Brussel, pp.113-118, 2012.

[C12]  Navid Noroozi, Alireza Khayatian, Tianshi Chen. Backstepping Control of Uncertain Strict-Feedback System Based on Time-Scale Separation, International Conference on Control, Instrumentation, and Automation, to appear.

[C11]  Tianshi Chen, Henrik Ohlsson, Graham C. Goodwin and Lennart Ljung. Kernel Selection in Linear System Identification -- Part II: A Classical Perspective, CDC-ECC, pp. 4326-4331, 2011.

[C10]  Tianshi Chen, Henrik Ohlsson and Lennart Ljung. On the Estimation of Transfer Functions, Regularizations and Gaussian Processes – Revisited, IFAC World Congress, 2011, Milan, pp. 2303-2308.

[C9]  Tianshi Chen, Thomas B. Schön, Henrik Ohlsson and Lennart Ljung. Decentralization of Particle Filters Using Arbitrary State Decomposition. In Proc. IEEE Conf. Decision and Control, Atlanta, United States, 2010, pp. 7383–7388.

[C8]  Tianshi Chen and Jie Huang. Global robust output regulation of nonlinear strict feedforward systems. In Proc. 17th IFAC World Congress, Seoul, Korea, 12135-12140,2008.

[C7]  Tianshi Chen and Jie Huang. Global robust stabilization of nonlinear strict feedforward systems with input unmodeled dynamics. In Proc. American Control Conference, Seattle, United States, 3422-3427, 2008.

[C6]  Tianshi Chen and Jie Huang. Global robust stabilization of a class of uncertain feedforward systems. In Proc. IEEE Conf. Decision and Control, 5898-5903, New Orleans, United States, 2007.

[C5]  Tianshi Chen and Jie Huang. Input-to-state stabilization of feedforward systems with dynamic uncertainties. In Proc. 26th Chinese Control Conference, Zhangjiajie, China, 385-389, 2007.

[C4]  Tianshi Chen and Jie Huang. A note on robust nonlinear control of feedforward systems with unmodeled dynamics. In Proc. 7th IFAC Symposium on Nonlinear Control Systems, 545-550, Pretoria, South Africa, 2007.

[C3]  Tianshi Chen, Zhiyuan Liu, Run Pei, and Hong Chen. Constrained input-to-state stability of nonlinear systems. In Proc. 16th IFAC World Congress, Prague, Czech, 2005.

[C2]  Tianshi Chen, Zhiyuan Liu, Run Pei, and Hong Chen. Inverse optimal constrained input-to-state stabilization of nonlinear systems. In Proc. American Control Conference, Portland, United State, 1425-1430, 2005.

[C1]  Tianshi Chen, Zhiyuan Liu, Run Pei, and Hong Chen. An approach to integral input-to-state stabilization via satisficing strategy. In Proc. 8th International Conference on Control, Automation, Robotics and Vision, Kunming, China, 1717-1722, 2004.