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L

Lennart Ljung

University of Cambridge

83H-index
743Paper Count
5.3WCitation Count
Published Papers 74
Publication Date
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Deep networks for system identification: A survey
errAUTOMATICA
IF5.9
err2025-01-01
err0
errOAAI
errPillonetto, Gianluigi; Aravkin, Aleksandr; Gedon, Daniel; Ljung, Lennart; Ribeiro, Antonio H.; Schon, Thomas B.
errShare
errSave
When cannot regularization improve the least squares estimate in the kernel-based regularized system identification
errAUTOMATICA
IF5.9
err2024-02-01
err0
PREAI
errMu, Biqiang; Ljung, Lennart; Chen, Tianshi
errShare
errSave
Asymptotic Theory for Regularized System Identification Part I: Empirical Bayes Hyperparameter Estimator
errIEEE TRANSACTIONS ON AUTOMATIC CONTROL
IF7
err2023-12-01
err3
errOAAI
errJu, Yue; Mu, Biqiang; Ljung, Lennart; Chen, Tianshi
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errSave
Full Bayesian identification of linear dynamic systems using stable kernels
errPROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
IF9.1
err2023-04-24
err11
errOAAI
errPillonetto, G.; Ljung, L.
errShare
errSave
Linear Quadratic Control Using Model-Free Reinforcement Learning
errIEEE TRANSACTIONS ON AUTOMATIC CONTROL
IF7
err2023-02-01
err24
errOAAI
errYaghmaie, Farnaz Adib; Gustafsson, Fredrik; Ljung, Lennart
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errSave
System Aliasing in Dynamic Network Reconstruction:Issues on Low Sampling Frequencies
errIEEE TRANSACTIONS ON AUTOMATIC CONTROL
IF7
err2021-12-01
err4
PREAI
errYue, Zuogong; Thunberg, Johan; Ljung, Lennart; Yuan, Ye; Goncalves, Jorge
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errSave
Dynamic network reconstruction from heterogeneous datasets ?
errAUTOMATICA
IF5.9
err2021-01-01
err8
errOAAI
errYue, Zuogong; Thunberg, Johan; Pan, Wei; Ljung, Lennart; Goncalves, Jorge
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errSave
Constrained Subspace Method for the Identification of Structured State-Space Models (COSMOS)
errIEEE TRANSACTIONS ON AUTOMATIC CONTROL
IF7
err2020-10-01
err69
errOAAI
errYu, Chengpu; Ljung, Lennart; Wills, Adrian; Verhaegen, Michel
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errSave
On Local LTI Model Coherence for LPV Interpolation
errIEEE TRANSACTIONS ON AUTOMATIC CONTROL
IF7
err2020-08-01
err3
errOAAI
errZhang, Qinghua; Ljung, Lennart; Pintelon, Rik
errShare
errSave
Nonlinear System Identification A USER-ORIENTED ROAD MAP
errIEEE CONTROL SYSTEMS MAGAZINE
IF6.3
err2019-12-01
err302
errOAAI
errSchoukens, Johan; Ljung, Lennart
errShare
errSave
Benchmark problems for continuous-time model identification: Design aspects, results and perspectives
errAUTOMATICA
IF5.9
err2019-09-01
err16
errOAAI
errPascu, Valentin; Garnier, Hugues; Ljung, Lennart; Janot, Alexandre
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errSave
A Tutorial on Auditory Attention Identification Methods
errFRONTIERS IN NEUROSCIENCE
IF3.2
err2019-03-19
err66
errOAAI
errAlickovic, Emina; Lunner, Thomas; Gustafsson, Fredrik; Ljung, Lennart
errShare
errSave
On asymptotic properties of hyperparameter estimators for kernel-based regularization methods
errAUTOMATICA
IF5.9
err2018-08-01
err57
errOAAI
errMu, Biqiang; Chen, Tianshi; Ljung, Lennart
errShare
errSave
Identification of Nonlinear State-Space Systems From Heterogeneous Datasets
errIEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS
IF5
err2018-06-01
err16
errOAAI
errPan, Wei; Yuan, Ye; Ljung, Lennart; Goncalves, Jorge; Stan, Guy-Bart
errShare
errSave
Identification of structured state-space models
errAUTOMATICA
IF5.9
err2018-04-01
err48
PREAI
errYu, Chengpu; Ljung, Lennart; Verhaegen, Michel
errShare
errSave
Generalized Kalman smoothing: Modeling and algorithms
errAUTOMATICA
IF5.9
err2017-12-01
err85
errOAAI
errAravkin, Aleksandr; Burke, James V.; Ljung, Lennart; Lozano, Aurelie; Pillonetto, Gianluigi
errShare
errSave
From structurally independent local LTI models to LPV model*
errAUTOMATICA
IF5.9
err2017-10-01
err15
errOAAI
errZhang, Qinghua; Ljung, Lennart
errShare
errSave
Regularized linear system identification using atomic, nuclear and kernel-based norms: The role of the stability constraint
errAUTOMATICA
IF5.9
err2016-07-01
err48
errOAAI
errPillonetto, Gianluigi; Chen, Tianshi; Chiuso, Alessandro; De Nicolao, Giuseppe; Ljung, Lennart
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errSave
Maximum entropy properties of discrete-time first-order stable spline kernel
errAUTOMATICA
IF5.9
err2016-04-01
err44
errOAAI
errChen, Tianshi; Ardeshiri, Tohid; Carli, Francesca P.; Chiuso, Alessandro; Ljung, Lennart; Pillonetto, Gianluigi
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errSave
Using horizon estimation and nonlinear optimization for grey-box identification
errJOURNAL OF PROCESS CONTROL
IF3.9
err2015-06-01
err11
PREAI
errIsaksson, Alf J.; Sjoberg, Johan; Tornqvist, David; Ljung, Lennart; Kok, Manon
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errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
S
Stephen Boyd
H-index: 120 · Papers: 775
T
T. Kailath
H-index: 104 · Papers: 787
S
S. Joe Qin
H-index: 83 · Papers: 465
A
Aleksandr Y. Aravkin
H-index: 76 · Papers: 370
A
Alberto Bemporad
H-index: 75 · Papers: 604
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