Lennart Ljung
Orcid: 0000-0003-4881-8955Affiliations:
- Linköping University, Sweden
According to our database1,
Lennart Ljung
authored at least 188 papers
between 1972 and 2024.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 1985, "For contributions to recursive parameter estimation and adaptive control.".
Timeline
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Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
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on zbmath.org
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on orcid.org
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on id.loc.gov
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on d-nb.info
On csauthors.net:
Bibliography
2024
When cannot regularization improve the least squares estimate in the kernel-based regularized system identification.
Autom., February, 2024
2023
Asymptotic Theory for Regularized System Identification Part I: Empirical Bayes Hyperparameter Estimator.
IEEE Trans. Autom. Control., December, 2023
IEEE Trans. Autom. Control., February, 2023
2022
Asymptotic Theory for Regularized System Identification Part I: Empirical Bayes Hyper-parameter Estimator.
CoRR, 2022
2021
System Aliasing in Dynamic Network Reconstruction: Issues on Low Sampling Frequencies.
IEEE Trans. Autom. Control., 2021
Tutorial on Asymptotic Properties of Regularized Least Squares Estimator for Finite Impulse Response Model.
CoRR, 2021
On Asymptotic Distribution of Generalized Cross Validation Hyper-parameter Estimator for Regularized System Identification<sup>*</sup>.
Proceedings of the 2021 60th IEEE Conference on Decision and Control (CDC), 2021
2020
IEEE Trans. Autom. Control., 2020
Constrained Subspace Method for the Identification of Structured State-Space Models (COSMOS).
IEEE Trans. Autom. Control., 2020
On Effects of Condition Number of Regression Matrix upon Hyper-parameter Estimators for Kernel-based Regularization Methods.
CoRR, 2020
On the Influence of Ill-conditioned Regression Matrix on Hyper-parameter Estimators for Kernel-based Regularization Methods.
Proceedings of the 59th IEEE Conference on Decision and Control, 2020
2019
Benchmark problems for continuous-time model identification: Design aspects, results and perspectives.
Autom., 2019
2018
IEEE Trans. Control. Netw. Syst., 2018
IEEE Control. Syst. Lett., 2018
On asymptotic properties of hyperparameter estimators for kernel-based regularization methods.
Autom., 2018
Asymptotic Properties of Hyperparameter Estimators by Using Cross-Validations for Regularized System Identification.
Proceedings of the 57th IEEE Conference on Decision and Control, 2018
2017
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017
Subspace identification of continuous-time models using generalized orthonormal bases.
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017
On the input design for kernel-based regularized LTI system identification: Power-constrained inputs.
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017
2016
Identification of Sparse Continuous-Time Linear Systems with Low Sampling Rate: Exploring Matrix Logarithms.
CoRR, 2016
Gray Box Identification of State-Space Models Using Difference of Convex Programming.
CoRR, 2016
Regularized linear system identification using atomic, nuclear and kernel-based norms: The role of the stability constraint.
Autom., 2016
Autom., 2016
Developments towards formalizing a benchmark for continuous-time model identification.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016
Proceedings of the 55th IEEE Conference on Decision and Control, 2016
2015
Proceedings of the Encyclopedia of Systems and Control, 2015
Proceedings of the 14th European Control Conference, 2015
Proceedings of the 54th IEEE Conference on Decision and Control, 2015
Proceedings of the 54th IEEE Conference on Decision and Control, 2015
2014
System Identification Via Sparse Multiple Kernel-Based Regularization Using Sequential Convex Optimization Techniques.
IEEE Trans. Autom. Control., 2014
Kernel methods in system identification, machine learning and function estimation: A survey.
Autom., 2014
Identification of wiener systems with process noise is a nonlinear errors-in-variables problem.
Proceedings of the 53rd IEEE Conference on Decision and Control, 2014
Proceedings of the 53rd IEEE Conference on Decision and Control, 2014
Proceedings of the 53rd IEEE Conference on Decision and Control, 2014
Anomaly detection in homogenous populations: A sparse multiple kernel-based regularization method.
Proceedings of the 53rd IEEE Conference on Decision and Control, 2014
2013
Identification of switched linear regression models using sum-of-norms regularization.
Autom., 2013
Implementation of algorithms for tuning parameters in regularized least squares problems in system identification.
Autom., 2013
Proceedings of the 10th IEEE International Conference on Control and Automation, 2013
Kernel-based model order selection for identification and prediction of linear dynamic systems.
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013
Proceedings of the 11th IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, 2013
Proceedings of the 11th IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, 2013
2012
Autom., 2012
On the estimation of transfer functions, regularizations and Gaussian processes - Revisited.
Autom., 2012
Sparse multiple kernels for impulse response estimation with majorization minimization algorithms.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012
On the estimation of hyperparameters for Bayesian system identification with exponentially decaying kernels.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012
2011
IEEE Trans. Signal Process., 2011
IEEE Trans. Signal Process., 2011
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011
On the accuracy of parameter estimation for continuous time nonlinear systems from sampled data.
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011
2010
Issues in sampling and estimating continuous-time models with stochastic disturbances.
Autom., 2010
Frequency domain identification of continuous-time output error models, Part II: Non-uniformly sampled data and B-spline output approximation.
Autom., 2010
Frequency domain identification of continuous-time output error models, Part I: Uniformly sampled data and frequency function approximation.
Autom., 2010
Proceedings of the 49th IEEE Conference on Decision and Control, 2010
Proceedings of the 49th IEEE Conference on Decision and Control, 2010
Proceedings of the 49th IEEE Conference on Decision and Control, 2010
Proceedings of the Sustainable IT Collaboration Around the Globe. 16th Americas Conference on Information Systems, 2010
2009
Revisiting Hammerstein system identification through the Two-Stage Algorithm for bilinear parameter estimation.
Autom., 2009
Autom., 2009
Proceedings of the Information Systems Development, 2009
Proceedings of the 48th IEEE Conference on Decision and Control, 2009
Proceedings of the 48th IEEE Conference on Decision and Control, 2009
2008
Autom., 2008
Proceedings of the 47th IEEE Conference on Decision and Control, 2008
Proceedings of the 47th IEEE Conference on Decision and Control, 2008
Proceedings of the 47th IEEE Conference on Decision and Control, 2008
2007
Autom., 2007
Proceedings of the 46th IEEE Conference on Decision and Control, 2007
2006
Proceedings of the 45th IEEE Conference on Decision and Control, 2006
2005
IEEE Trans. Autom. Control., 2005
Autom., 2005
Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005
Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005
2004
Autom., 2004
Proceedings of the 43rd IEEE Conference on Decision and Control, 2004
Proceedings of the 43rd IEEE Conference on Decision and Control, 2004
Proceedings of the 43rd IEEE Conference on Decision and Control, 2004
Proceedings of the 2004 American Control Conference, 2004
Proceedings of the 2004 American Control Conference, 2004
2003
Robust Control of Identified Models with Mixed Parametric and Non-Parametric Uncertainties.
Eur. J. Control, 2003
Proceedings of the 7th European Control Conference, 2003
Proceedings of the 7th European Control Conference, 2003
Proceedings of the 42nd IEEE Conference on Decision and Control, 2003
2002
IEEE Trans. Autom. Control., 2002
Autom., 2002
Asymptotically optimal smoothing of averaged LMS estimates for regression parameter tracking.
Autom., 2002
Some facts about the choice of the weighting matrices in Larimore type of subspace algorithms.
Autom., 2002
Proceedings of the 41st IEEE Conference on Decision and Control, 2002
Proceedings of the 41st IEEE Conference on Decision and Control, 2002
Proceedings of the 41st IEEE Conference on Decision and Control, 2002
Proceedings of the 41st IEEE Conference on Decision and Control, 2002
2001
IEEE Trans. Autom. Control., 2001
Eur. J. Control, 2001
On-line identification and adaptive trajectory tracking for nonlinear stochastic continuous time systems using differential neural networks.
Autom., 2001
Proceedings of the 40th IEEE Conference on Decision and Control, 2001
Proceedings of the 40th IEEE Conference on Decision and Control, 2001
Proceedings of the 40th IEEE Conference on Decision and Control, 2001
2000
IEEE Trans. Autom. Control., 2000
Identification of unstable systems using output error and Box-Jenkins model structures.
IEEE Trans. Autom. Control., 2000
Letters to the Editor on the paper 'Dynamic Wavelet and Equivalent Models' by O.M. Boaghe and S.A. Billings.
Eur. J. Control, 2000
Ensuring monotonic gain characteristics in estimated models by fuzzy model structures.
Autom., 2000
Proceedings of the 39th IEEE Conference on Decision and Control, 2000
Proceedings of the 39th IEEE Conference on Decision and Control, 2000
Proceedings of the 39th IEEE Conference on Decision and Control, 2000
1999
IEEE Trans. Autom. Control., 1999
1998
Proceedings of the Robustness in Identification and Control, Workshop Robustness in Identification and Control, Siena, Italy, July 30, 1998
1997
Shaping frequency-dependent time resolution when estimating spectral properties with parametric methods.
IEEE Trans. Signal Process., 1997
IEEE Trans. Autom. Control., 1997
IEEE Trans. Autom. Control., 1997
1996
IEEE Trans. Signal Process., 1996
IEEE Trans. Autom. Control., 1996
Vibration data analysis for a commercial aircraft : Multivariable vibration data from an aircraft is analyzed using modern system identification tools. The identified linear vibrational model accurately describes the measured motion.
Autom., 1996
Subspace-based identification of infinite-dimensional multivariable systems from frequency-response data.
Autom., 1996
1995
IEEE Trans. Autom. Control., 1995
IEEE Trans. Autom. Control., 1995
Autom., 1995
Autom., 1995
1994
1993
Proceedings of the Methodologies for Intelligent Systems, 7th International Symposium, 1993
1992
Proceedings of the Concise Encyclopedia of Modelling & Simulation, 1992
Proceedings of the Concise Encyclopedia of Modelling & Simulation, 1992
Proceedings of the Concise Encyclopedia of Modelling & Simulation, 1992
Proceedings of the Concise Encyclopedia of Modelling & Simulation, 1992
Proceedings of the Concise Encyclopedia of Modelling & Simulation, 1992
1990
1989
IEEE Trans. Acoust. Speech Signal Process., 1989
Proceedings of the IEEE International Conference on Acoustics, 1989
Frequency domain description of the tracking capability and disturbance rejection trade-off in recursive identification.
Proceedings of the IEEE International Conference on Acoustics, 1989
1986
Autom., 1986
1985
Unprejudiced optimal open loop input design for identification of transfer functions.
Autom., 1985
Autom., 1985
1984
IEEE Trans. Inf. Theory, 1984
1982
Proceedings of the IEEE International Conference on Acoustics, 1982
1981
Autom., 1981
1980
Comments on 'non-convergence of the approximate maximum likelihood identification algorithm'.
Autom., 1980
1978
IEEE Trans. Inf. Theory, 1978
IEEE Trans. Commun., 1978
1977
Autom., 1977
1976
IEEE Trans. Inf. Theory, 1976
1972