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Ljung, Lennart

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Author ID: ljung.lennart Recent zbMATH articles by "Ljung, Lennart"
Published as: L’jung, L.; Ljung, L.; Ljung, Lennart
Homepage: http://users.isy.liu.se/en/rt/ljung/
External Links: MGP · Wikidata · ORCID · ResearchGate · dblp · GND
Documents Indexed: 182 Publications since 1972, including 4 Books
all top 5

Co-Authors

42 single-authored
15 Kailath, Thomas
11 Chen, Tianshi
9 Ohlsson, Henrik
8 Söderström, Torsten
7 Gustavsson, Ivar
7 Hjalmarsson, Håkan
7 Morf, Martin
6 Forssell, Urban
6 Guo, Lei
5 Glad, Torkel
5 Pillonetto, Gianluigi
5 Schön, Thomas B.
5 Zhang, Qinghua
4 Levy, Bernard C.
4 McKelvey, Tomas
4 Sjöberg, Jonas
4 Wahlberg, Bo
4 Wills, Adrian G.
4 Yuan, Zhendong
3 Akçay, Hüseyin
3 Chiuso, Alessandro
3 Friedlander, Benjamin
3 Gillberg, Jonas
3 Priouret, Pierre
3 Tjärnström, Fredrik
2 Benveniste, Albert
2 Boyd, Stephen Poythress
2 Caines, Peter Edwin
2 Carli, Francesca Paolo
2 Casti, John L.
2 De Nicolao, Giuseppe
2 Delyon, Bernard
2 Enqvist, Martin
2 Gerdin, Markus
2 Glover, Keith J.
2 Gunnarsson, Svante
2 Gustafsson, Fredrik
2 Hu, Xiaoli
2 Juditsky, Anatoli B.
2 Lind, Ingela
2 Ljung, Stefan
2 Mu, Biqiang
2 Nazin, Alexander V.
2 Reinelt, Wolfgang
2 Rissanen, Jorma J.
2 Roll, Jacob
2 van Overbeek, A. J. M.
2 Verhaegen, Michel
2 Wang, Ke
2 Xie, Liangliang
1 Abrahamsson, Thomas
1 Ahlén, Anders
1 Andersen, Martin S.
1 Anderson, Peter D.
1 Aravkin, Aleksandr Y.
1 Ardeshiri, Tohid
1 Åström, Karl Johan
1 Bauer, Dietmar
1 Bemporad, Alberto
1 Bernhardsson, Bo M.
1 Björklund, Svante
1 Borisson, U.
1 Burke, James V.
1 Dinuzzo, Francesco
1 Fnaiech, Farhat
1 Forsman, Klas
1 Garnier, Hugues
1 Garulli, Andrea
1 Gevers, Michel R.
1 Glad, S. Torkel
1 Glorennec, Pierre-Yves
1 Gonçalves, Jorge M.
1 Hagenblad, Anna
1 Helmersson, Anders
1 Janot, Alexandre
1 Lin, Weilu
1 Lindahl, Sture
1 Lindskog, Peter
1 Lozano, Aurélie C.
1 Lyzell, Christian
1 Millner, Mille
1 Ninness, Brett M.
1 Pakazad, Sina Khoshfetrat
1 Pan, Wei
1 Pascu, Valentin
1 Pflug, Georg Ch.
1 Pintelon, Rik
1 Poznyak, Aleksandr Semënovich
1 Qin, S. Joe
1 Sastry, S. Shankar
1 Skeppstedt, Anders
1 Solbrand, Göte
1 Stan, Guy-Bart
1 Trulsson, Eva
1 Van den Hof, Paul M. J.
1 Verdult, Vincent
1 Vicino, Antonio
1 Walk, Harro
1 Wang, Guanjun
1 Wang, Jiandong
...and 3 more Co-Authors

Publications by Year

Citations contained in zbMATH

157 Publications have been cited 4,139 times in 2,759 Documents Cited by Year
System identification: theory for the user. Zbl 0615.93004
Ljung, Lennart
785
1987
Comments on model validation as set membership identification. Zbl 0949.93509
Ljung, Lennart
402
1999
Theory and practice of recursive identification. Zbl 0548.93075
Ljung, Lennart; Söderström, Torsten
379
1983
Analysis of recursive stochastic algorithms. Zbl 0362.93031
Ljung, Lennart
197
1977
Nonlinear black-box modeling in system identification: A unified overview. Zbl 0846.93018
Sjöberg, Jonas; Zhang, Qinghua; Ljung, Lennart; Benveniste, Albert; Delyon, Bernard; Glorennec, Pierre-Yves; Hjalmarsson, Håkan; Juditsky, Anatoli
137
1995
Theory and applications of selftuning regulators. Zbl 0374.93024
Aström, K. J.; Borisson, U.; Ljung, L.; Wittenmark, B.
95
1977
On global identifiability for arbitrary model parametrizations. Zbl 0795.93026
Ljung, Lennart; Glad, Torkel
94
1994
Asymptotic behavior of the extended Kalman filter as a parameter estimator for linear systems. Zbl 0399.93054
Ljung, Lennart
79
1979
Convergence analysis of parametric identification methods. Zbl 0392.93038
Ljung, Lennart
72
1978
On positive real transfer functions and the convergence of some recursive schemes. Zbl 0361.93063
Ljung, Lennart
72
1977
Closed-loop identification revisited. Zbl 0934.93019
Forssell, Urban; Ljung, Lennart
60
1999
Kernel methods in system identification, machine learning and function estimation: a survey. Zbl 1298.93342
Pillonetto, Gianluigi; Dinuzzo, Francesco; Chen, Tianshi; De Nicolao, Giuseppe; Ljung, Lennart
54
2014
Stochastic approximation and optimization of random systems. Zbl 0747.62090
Ljung, Lennart; Pflug, Georg; Walk, Harro
51
1992
On the estimation of transfer functions, regularizations and Gaussian processes-revisited. Zbl 1269.93126
Chen, Tianshi; Ohlsson, Henrik; Ljung, Lennart
48
2012
A theoretical analysis of recursive identification methods. Zbl 0418.93084
Söderström, Torsten; Ljung, L.; Gustavsson, Ivar
48
1978
Identification of processes in closed loop-identifiability and accuracy aspects. Zbl 0346.93012
Gustavsson, Ivar; Ljung, L.; Söderström, Torsten
48
1977
New inversion formulas for matrices classified in terms of their distance from Toeplitz matrices. Zbl 0414.15005
Friedlander, B.; Morf, M.; Kailath, T.; Ljung, L.
44
1979
Adaptation and tracking in system identification - a survey. Zbl 0714.93053
Ljung, Lennart; Gunnarsson, Svante
42
1990
System identification: Design variables and the design objective. Zbl 0639.93059
Ljung, L.
42
1987
Asymptotic variance expressions for identified black-box transfer function models. Zbl 0568.93065
Ljung, Lennart
41
1985
Identification of piecewise affine systems via mixed-integer programming. Zbl 1037.93023
Roll, Jacob; Bemporad, Alberto; Ljung, Lennart
40
2004
Consistency of the least-squares identification method. Zbl 0334.93048
Ljung, Lennart
39
1976
Asymptotic normality of prediction error estimators for approximate system models. Zbl 0437.93044
Ljung, Lennart; Caines, Peter E.
37
1979
Maximum likelihood identification of Wiener models. Zbl 1152.93508
Hagenblad, Anna; Ljung, Lennart; Wills, Adrian
33
2008
Strong convergence of a stochastic approximation algorithm. Zbl 0402.62060
Ljung, Lennart
31
1978
Hard frequency-domain model error bounds from least-squares like identification techniques. Zbl 0767.93021
Wahlberg, Bo; Ljung, Lennart
30
1992
Nonlinear black-box models in system identification: Mathematical foundations. Zbl 0846.93019
Juditsky, Anatoli; Hjalmarsson, Håkan; Benveniste, Albert; Delyon, Bernard; Ljung, Lennart; Sjöberg, Jonas; Zhang, Qinghua
28
1995
Identification of linear multivariable systems operating under linear feedback control. Zbl 0302.93032
Ljung, Lennart; Gustavsson, Ivar; Söderström, Torsten
28
1974
Identification of Hammerstein-Wiener models. Zbl 1257.93109
Wills, Adrian; Schön, Thomas B.; Ljung, Lennart; Ninness, Brett
27
2013
Nonlinear system identification via direct weight optimization. Zbl 1127.93060
Roll, Jacob; Nazin, Alexander; Ljung, Lennart
26
2005
Subspace-based multivariable system identification from frequency response data. Zbl 0855.93020
McKelvey, Tomas; Akçay, Hüseyin; Ljung, Lennart
24
1996
Performance analysis of general tracking algorithms. Zbl 0834.93050
Guo, Lei; Ljung, Lennart
24
1995
Asymptotic properties of black-box identification of transfer functions. Zbl 0632.93075
Ljung, Lennart; Yuan, Zhen-Dong
24
1985
Design variables for bias distribution in transfer function estimation. Zbl 0582.93065
Wahlberg, Bo; Ljung, Lennart
23
1986
Scattering theory and linear least squares estimation. II: Discrete-time problems. Zbl 0329.93031
Friedlander, B.; Kailath, T.; Ljung, L.
23
1976
Counterexamples to general convergence of a commonly used recursive identification method. Zbl 0316.93034
Ljung, Lennart; Söderström, Torsten; Gustavsson, Ivar
22
1975
System identification via sparse multiple kernel-based regularization using sequential convex optimization techniques. Zbl 1360.93720
Chen, Tianshi; Andersen, Martin S.; Ljung, Lennart; Chiuso, Alessandro; Pillonetto, Gianluigi
20
2014
Linear approximations of nonlinear FIR systems for separable input processes. Zbl 1079.93015
Enqvist, Martin; Ljung, Lennart
20
2005
Estimating linear time-invariant models of nonlinear time-varying systems. Zbl 1293.93754
Ljung, Lennart
20
2001
Adaptive control based on explicit criterion minimization. Zbl 0568.93046
Trulsson, Eva; Ljung, Lennart
20
1985
Asymptotic properties of the least-squares method for estimating transfer functions and disturbance spectra. Zbl 0761.93074
Ljung, Lennart; Wahlberg, Bo
19
1992
Comparing different approaches to model error modeling in robust identification. Zbl 1004.93014
Reinelt, Wolfgang; Garulli, Andrea; Ljung, Lennart
18
2002
A unified approach to smoothing formulas. Zbl 0323.93043
Ljung, Lennart; Kailath, Thomas
18
1976
Subspace identification from closed loop data. Zbl 0875.93565
Ljung, Lennart; McKelvey, Tomas
17
1996
Extended Levinson and Chandrasekhar equations for general discrete-time linear estimation problems. Zbl 0381.93044
Friedlander, B.; Kailath, T.; Morf, M.; Ljung, L.
17
1978
Identification of switched linear regression models using sum-of-norms regularization. Zbl 1285.93100
Ohlsson, Henrik; Ljung, Lennart
16
2013
Asymptotic variance expressions for closed-loop identification. Zbl 1153.93520
Gevers, Michel; Ljung, Lennart; Van den Hof, Paul
16
2001
Construction of composite models from observed data. Zbl 0742.93003
Skeppstedt, Anders; Ljung, Lennart; Millner, Mille
16
1992
On line structure selection for multivariable state-space models. Zbl 0497.93052
Van Overbeek, A. J. M.; Ljung, L.
16
1982
Some facts about the choice of the weighting matrices in Larimore type of subspace algorithms. Zbl 1007.93015
Bauer, Dietmar; Ljung, Lennart
15
2002
Some results on optimal experiment design. Zbl 0945.93528
Forssell, Urban; Ljung, Lennart
15
2000
Overtraining, regularization and searching for a minimum, with application to neural networks. Zbl 0919.93080
Sjöberg, J.; Ljung, L.
15
1995
Identifiability conditions for linear multivariable systems operating under feedback. Zbl 0344.93023
Söderström, Torsten; Ljung, L.; Gustavsson, Ivar
15
1976
Modeling of dynamic systems. Zbl 0843.93001
Ljung, Lennart; Glad, Torkel
14
1994
Identification for control. – What is there to learn? Zbl 0926.93003
Ljung, Lennart
13
1998
Recursive identification of bilinear systems. Zbl 0619.93024
Fnaiech, Farhat; Ljung, Lennart
13
1987
Error propagation properties of recursive least-squares adaptation algorithms. Zbl 0575.93068
Ljung, Stefan; Ljung, Lennart
13
1985
Frequency domain versus time domain methods in system identification. Zbl 0451.93025
Ljung, Lennart; Glover, Keith
13
1981
Some basic ideas in recursive identification. Zbl 0499.93060
Ljung, L.
13
1980
Backwards Markovian models for second-order stochastic processes. Zbl 0334.93037
Ljung, L.; Kailath, T.
13
1976
Identifiability conditions for linear systems operating in closed loop. Zbl 0296.93011
Söderström, Torsten; Gustavsson, Ivar; Ljung, L.
13
1975
Implementation of algorithms for tuning parameters in regularized least squares problems in system identification. Zbl 1364.93825
Chen, Tianshi; Ljung, Lennart
12
2013
Asymptotic variance expressions for estimated frequency functions. Zbl 1008.93064
Xie, Liang-Liang; Ljung, Lennart
12
2001
The role of model validation for assessing the size of the unmodeled dynamics. Zbl 0889.93018
Ljung, Lennart; Guo, Lei
12
1997
On the estimation of transfer functions. Zbl 0585.93061
Ljung, Lennart
12
1985
Revisiting Hammerstein system identification through the two-stage algorithm for bilinear parameter estimation. Zbl 1180.93031
Wang, Jiandong; Zhang, Qinghua; Ljung, Lennart
11
2009
Letters to the editor on the paper “Dynamic wavelet and equivalent models”. Zbl 1293.93538
Ljung, L.
11
2000
Regularized linear system identification using atomic, nuclear and kernel-based norms: the role of the stability constraint. Zbl 1338.93121
Pillonetto, Gianluigi; Chen, Tianshi; Chiuso, Alessandro; De Nicolao, Giuseppe; Ljung, Lennart
10
2016
Segmentation of ARX-models using sum-of-norms regularization. Zbl 1191.93139
Ohlsson, Henrik; Ljung, Lennart; Boyd, Stephen
10
2010
A basic convergence result for particle filtering. Zbl 1390.94218
Hu, Xiao-Li; Schön, Thomas B.; Ljung, Lennart
10
2008
Regressor selection with the analysis of variance method. Zbl 1061.93094
Lind, Ingela; Ljung, Lennart
10
2005
Identification of unstable systems using output error and Box-Jenkins model structures. Zbl 0971.93075
Forssell, Urban; Ljung, Lennart
10
2000
Performance analysis of the forgetting factor RLS algorithm. Zbl 0787.93102
Guo, Lei; Ljung, Lennart; Priouret, Pierre
10
1993
Analysis of a general recursive prediction error identification algorithm. Zbl 0451.93064
Ljung, Lennart
10
1981
The factorization and representation of operators in the algebra generated by Toeplitz operators. Zbl 0437.47018
Kailath, T.; Levy, B.; Ljung, L.; Morf, M.
10
1979
Generalized Krein-Levinson equations for efficient calculation of Fredholm resolvents of nondisplacement kernels. Zbl 0441.45007
Kailath, Thomas; Ljung, Lennart; Morf, Martin
10
1978
Fast time-invariant implementations of Gaussian signal detectors. Zbl 0389.94002
Kailath, Thomas; Levy, Bernard C.; Ljung, Lennart; Morf, Martin
10
1978
Maximum entropy kernels for system indentification. Zbl 1366.93669
Carli, Francesca Paolo; Chen, Tianshi; Ljung, Lennart
9
2017
Maximum entropy properties of discrete-time first-order stable spline kernel. Zbl 1335.93131
Chen, Tianshi; Ardeshiri, Tohid; Carli, Francesca P.; Chiuso, Alessandro; Ljung, Lennart; Pillonetto, Gianluigi
9
2016
\(L_{2}\) model reduction and variance reduction. Zbl 1008.93016
Tjärnström, F.; Ljung, L.
9
2002
Exponential stability of general tracking algorithms. Zbl 0834.93059
Guo, Lei; Ljung, Lennart
9
1995
Identification of structured state-space models. Zbl 1388.93017
Yu, Chengpu; Ljung, Lennart; Verhaegen, Michel
8
2018
Using the bootstrap to estimate the variance in the case of undermodeling. Zbl 1364.93130
Tjärnström, Fredrik; Ljung, Lennart
8
2002
Black-box identification of multivariable transfer functions - asymptotic properties and optimal input design. Zbl 0545.93075
Yuan, Zhendong; Ljung, Lennart
8
1984
A scattering theory framework for fast least-squares algorithms. Zbl 0361.93052
Kailath, T.; Ljung, L.
8
1977
Efficient change of initial conditions, dual Chandrasekhar equations, and some applications. Zbl 0354.93066
Ljung, Lennart; Kailath, Thomas
8
1977
The asymptotic behavior of constant-coefficient Riccati differential equations. Zbl 0324.93041
Kailath, T.; Ljung, L.
8
1976
Smoothed state estimates under abrupt changes using sum-of-norms regularization. Zbl 1238.93105
Ohlsson, Henrik; Gustafsson, Fredrik; Ljung, Lennart; Boyd, Stephen
7
2012
Subspace-based identification of infinite-dimensional multivariable systems from frequency-response data. Zbl 0859.93017
McKelvey, Tomas; Akçay, Hüseyin; Ljung, Lennart
7
1996
Generalized Kalman smoothing: modeling and algorithms. Zbl 1375.93144
Aravkin, Aleksandr; Burke, James V.; Ljung, Lennart; Lozano, Aurelie; Pillonetto, Gianluigi
6
2017
Four encounters with system identification. Zbl 1259.93044
Ljung, Lennart; Hjalmarsson, Håkan; Ohlsson, Henrik
6
2011
Frequency domain identification of continuous-time output error models. II: Non-uniformly sampled data and B-spline output approximation. Zbl 1214.93114
Gillberg, Jonas; Ljung, Lennart
6
2010
Regressor and structure selection in NARX models using a structured ANOVA approach. Zbl 1283.93294
Lind, Ingela; Ljung, Lennart
6
2008
On the choice of norms in system identification. Zbl 0863.93083
Akçay, Hüseyin; Hjalmarsson, Håkan; Ljung, Lennart
6
1996
Estimating model variance in the case of undermodeling. Zbl 0767.93003
Hjalmarsson, Håkan; Ljung, Lennart
6
1992
Frequency domain tracking characteristics of adaptive algorithms. Zbl 0699.93092
Gunnarsson, Svante; Ljung, Lennart
6
1989
Analysis of stochastic gradient algorithms for linear regression problems. Zbl 0589.65097
Ljung, Lennart
6
1984
On canonical forms, parameter identifiability and the concept of complexity. Zbl 0387.93016
Ljung, Lennart; Rissanen, Jorma
6
1978
On consistency and identifiability. Zbl 0369.93038
Ljung, Lennart
6
1976
On asymptotic properties of hyperparameter estimators for kernel-based regularization methods. Zbl 1401.93197
Mu, Biqiang; Chen, Tianshi; Ljung, Lennart
5
2018
Identification of structured state-space models. Zbl 1388.93017
Yu, Chengpu; Ljung, Lennart; Verhaegen, Michel
8
2018
On asymptotic properties of hyperparameter estimators for kernel-based regularization methods. Zbl 1401.93197
Mu, Biqiang; Chen, Tianshi; Ljung, Lennart
5
2018
Identification of nonlinear state-space systems from heterogeneous datasets. Zbl 06989032
Pan, Wei; Yuan, Ye; Ljung, Lennart; Gonçalves, Jorge; Stan, Guy-Bart
3
2018
Maximum entropy kernels for system indentification. Zbl 1366.93669
Carli, Francesca Paolo; Chen, Tianshi; Ljung, Lennart
9
2017
Generalized Kalman smoothing: modeling and algorithms. Zbl 1375.93144
Aravkin, Aleksandr; Burke, James V.; Ljung, Lennart; Lozano, Aurelie; Pillonetto, Gianluigi
6
2017
From structurally independent local LTI models to LPV model. Zbl 1375.93039
Zhang, Qinghua; Ljung, Lennart
1
2017
Regularized linear system identification using atomic, nuclear and kernel-based norms: the role of the stability constraint. Zbl 1338.93121
Pillonetto, Gianluigi; Chen, Tianshi; Chiuso, Alessandro; De Nicolao, Giuseppe; Ljung, Lennart
10
2016
Maximum entropy properties of discrete-time first-order stable spline kernel. Zbl 1335.93131
Chen, Tianshi; Ardeshiri, Tohid; Carli, Francesca P.; Chiuso, Alessandro; Ljung, Lennart; Pillonetto, Gianluigi
9
2016
Kernel methods in system identification, machine learning and function estimation: a survey. Zbl 1298.93342
Pillonetto, Gianluigi; Dinuzzo, Francesco; Chen, Tianshi; De Nicolao, Giuseppe; Ljung, Lennart
54
2014
System identification via sparse multiple kernel-based regularization using sequential convex optimization techniques. Zbl 1360.93720
Chen, Tianshi; Andersen, Martin S.; Ljung, Lennart; Chiuso, Alessandro; Pillonetto, Gianluigi
20
2014
Scalable anomaly detection in large homogeneous populations. Zbl 1296.93041
Ohlsson, Henrik; Chen, Tianshi; Pakazad, Sina Khoshfetrat; Ljung, Lennart; Shankar Sastry, S.
1
2014
Identification of Hammerstein-Wiener models. Zbl 1257.93109
Wills, Adrian; Schön, Thomas B.; Ljung, Lennart; Ninness, Brett
27
2013
Identification of switched linear regression models using sum-of-norms regularization. Zbl 1285.93100
Ohlsson, Henrik; Ljung, Lennart
16
2013
Implementation of algorithms for tuning parameters in regularized least squares problems in system identification. Zbl 1364.93825
Chen, Tianshi; Ljung, Lennart
12
2013
On the estimation of transfer functions, regularizations and Gaussian processes-revisited. Zbl 1269.93126
Chen, Tianshi; Ohlsson, Henrik; Ljung, Lennart
48
2012
Smoothed state estimates under abrupt changes using sum-of-norms regularization. Zbl 1238.93105
Ohlsson, Henrik; Gustafsson, Fredrik; Ljung, Lennart; Boyd, Stephen
7
2012
Weight determination by manifold regularization. Zbl 1328.93274
Ohlsson, Henrik; Ljung, Lennart
1
2012
Four encounters with system identification. Zbl 1259.93044
Ljung, Lennart; Hjalmarsson, Håkan; Ohlsson, Henrik
6
2011
Decentralized particle filter with arbitrary state decomposition. Zbl 1391.93229
Chen, Tianshi; Schön, Thomas B.; Ohlsson, Henrik; Ljung, Lennart
4
2011
Difference algebra and system identification. Zbl 1227.93122
Lyzell, Christian; Glad, Torkel; Enqvist, Martin; Ljung, Lennart
4
2011
A general convergence result for particle filtering. Zbl 1391.93242
Hu, Xiao-Li; Schön, Thomas B.; Ljung, Lennart
1
2011
Segmentation of ARX-models using sum-of-norms regularization. Zbl 1191.93139
Ohlsson, Henrik; Ljung, Lennart; Boyd, Stephen
10
2010
Frequency domain identification of continuous-time output error models. II: Non-uniformly sampled data and B-spline output approximation. Zbl 1214.93114
Gillberg, Jonas; Ljung, Lennart
6
2010
Issues in sampling and estimating continuous-time models with stochastic disturbances. Zbl 1191.93137
Ljung, Lennart; Wills, Adrian
4
2010
Semi-supervised regression and system identification. Zbl 1234.93117
Ohlsson, Henrik; Ljung, Lennart
3
2010
Frequency domain identification of continuous-time output error models. I: Uniformly sampled data and frequency function approximation. Zbl 1214.93113
Gillberg, Jonas; Ljung, Lennart
3
2010
Wiener system identification using the maximum likelihood method. Zbl 1216.93106
Wills, Adrian; Ljung, Lennart
2
2010
Revisiting Hammerstein system identification through the two-stage algorithm for bilinear parameter estimation. Zbl 1180.93031
Wang, Jiandong; Zhang, Qinghua; Ljung, Lennart
11
2009
Frequency-domain identification of continuous-time ARMA models from sampled data. Zbl 1166.93027
Gillberg, Jonas; Ljung, Lennart
4
2009
An improved phase method for time-delay estimation. Zbl 1183.93048
Björklund, Svante; Ljung, Lennart
1
2009
Maximum likelihood identification of Wiener models. Zbl 1152.93508
Hagenblad, Anna; Ljung, Lennart; Wills, Adrian
33
2008
A basic convergence result for particle filtering. Zbl 1390.94218
Hu, Xiao-Li; Schön, Thomas B.; Ljung, Lennart
10
2008
Regressor and structure selection in NARX models using a structured ANOVA approach. Zbl 1283.93294
Lind, Ingela; Ljung, Lennart
6
2008
On parameter and state estimation for linear differential–algebraic equations. Zbl 1137.93052
Gerdin, Markus; Schön, Thomas B.; Glad, Torkel; Gustafsson, Fredrik; Ljung, Lennart
2
2007
Frequency domain versus time domain methods in system identification – revisited. Zbl 1118.93310
Ljung, Lennart
3
2006
Nonlinear system identification via direct weight optimization. Zbl 1127.93060
Roll, Jacob; Nazin, Alexander; Ljung, Lennart
26
2005
Linear approximations of nonlinear FIR systems for separable input processes. Zbl 1079.93015
Enqvist, Martin; Ljung, Lennart
20
2005
Regressor selection with the analysis of variance method. Zbl 1061.93094
Lind, Ingela; Ljung, Lennart
10
2005
A novel subspace identification approach with enforced causal models. Zbl 1100.93522
Qin, S. Joe; Lin, Weilu; Ljung, Lennart
3
2005
Guest editorial: special issue on system identification. Zbl 1365.93007
Ljung, Lennart (ed.); Vicino, Antonio (ed.)
2
2005
Identification of piecewise affine systems via mixed-integer programming. Zbl 1037.93023
Roll, Jacob; Bemporad, Alberto; Ljung, Lennart
40
2004
Variance expressions for spectra estimated using auto-regressions. Zbl 1033.62090
Xie, Liang-Liang; Ljung, Lennart
2
2004
Robustness guarantees for linear control designs with an estimated nonlinear model error model. Zbl 1057.93007
Glad, S. T.; Helmersson, A.; Ljung, L.
1
2004
Variance properties of a two-step ARX estimation procedure. Zbl 1293.93727
Tjärnström, Fredrik; Ljung, Lennart
5
2003
Linear system identification as curve fitting. Zbl 1054.93017
Ljung, Lennart
4
2003
Comparing different approaches to model error modeling in robust identification. Zbl 1004.93014
Reinelt, Wolfgang; Garulli, Andrea; Ljung, Lennart
18
2002
Some facts about the choice of the weighting matrices in Larimore type of subspace algorithms. Zbl 1007.93015
Bauer, Dietmar; Ljung, Lennart
15
2002
\(L_{2}\) model reduction and variance reduction. Zbl 1008.93016
Tjärnström, F.; Ljung, L.
9
2002
Using the bootstrap to estimate the variance in the case of undermodeling. Zbl 1364.93130
Tjärnström, Fredrik; Ljung, Lennart
8
2002
Identification of composite local linear state-space models using a projected gradient search. Zbl 1022.93012
Verdult, Vincent; Ljung, Lennart; Verhaegen, Michel
4
2002
Estimating linear time-invariant models of nonlinear time-varying systems. Zbl 1293.93754
Ljung, Lennart
20
2001
Asymptotic variance expressions for closed-loop identification. Zbl 1153.93520
Gevers, Michel; Ljung, Lennart; Van den Hof, Paul
16
2001
Asymptotic variance expressions for estimated frequency functions. Zbl 1008.93064
Xie, Liang-Liang; Ljung, Lennart
12
2001
Recursive least-squares and accelerated convergence in stochastic approximation schemes. Zbl 1153.93536
Ljung, Lennart
3
2001
On-line identification and adaptive trajectory tracking for nonlinear stochastic continuous time systems using differential neural networks. Zbl 0988.93039
Poznyak, Alex S.; Ljung, Lennart
2
2001
Some results on optimal experiment design. Zbl 0945.93528
Forssell, Urban; Ljung, Lennart
15
2000
Letters to the editor on the paper “Dynamic wavelet and equivalent models”. Zbl 1293.93538
Ljung, L.
11
2000
Identification of unstable systems using output error and Box-Jenkins model structures. Zbl 0971.93075
Forssell, Urban; Ljung, Lennart
10
2000
A projection method for closed-loop identification. Zbl 0989.93022
Forssell, Urban; Ljung, Lennart
5
2000
Ensuring monotonic gain characteristics in estimated models by fuzzy model structures. Zbl 0941.93509
Lindskog, Peter; Ljung, Lennart
3
2000
Comments on model validation as set membership identification. Zbl 0949.93509
Ljung, Lennart
402
1999
Closed-loop identification revisited. Zbl 0934.93019
Forssell, Urban; Ljung, Lennart
60
1999
An alternative motivation for the indirect approach to closed-loop identification. Zbl 0958.93027
Ljung, Lennart; Forssell, Urban
5
1999
Identification for control. – What is there to learn? Zbl 0926.93003
Ljung, Lennart
13
1998
Bias, variance and optimal experiment design: Some comments on closed loop identification. Zbl 0971.93076
Ljung, L.; Forssell, U.
5
1998
The role of model validation for assessing the size of the unmodeled dynamics. Zbl 0889.93018
Ljung, Lennart; Guo, Lei
12
1997
Classical model validation for control design purposes. Zbl 0875.93152
Ljung, Lennart; Guo, Lei
4
1997
Necessary and sufficient conditions for stability of LMS. Zbl 0886.93073
Guo, Lei; Ljung, Lennart; Wang, Guan-Jun
3
1997
Subspace-based multivariable system identification from frequency response data. Zbl 0855.93020
McKelvey, Tomas; Akçay, Hüseyin; Ljung, Lennart
24
1996
Subspace identification from closed loop data. Zbl 0875.93565
Ljung, Lennart; McKelvey, Tomas
17
1996
Subspace-based identification of infinite-dimensional multivariable systems from frequency-response data. Zbl 0859.93017
McKelvey, Tomas; Akçay, Hüseyin; Ljung, Lennart
7
1996
On the choice of norms in system identification. Zbl 0863.93083
Akçay, Hüseyin; Hjalmarsson, Håkan; Ljung, Lennart
6
1996
On neural network model structures in system identification. Zbl 0856.93025
Ljung, L.; Sjöberg, J.; Hjalmarsson, H.
5
1996
Vibration data analysis for a commercial aircraft. Zbl 0875.93065
McKelvey, T.; Abrahamsson, T.; Ljung, L.
1
1996
Nonlinear black-box modeling in system identification: A unified overview. Zbl 0846.93018
Sjöberg, Jonas; Zhang, Qinghua; Ljung, Lennart; Benveniste, Albert; Delyon, Bernard; Glorennec, Pierre-Yves; Hjalmarsson, Håkan; Juditsky, Anatoli
137
1995
Nonlinear black-box models in system identification: Mathematical foundations. Zbl 0846.93019
Juditsky, Anatoli; Hjalmarsson, Håkan; Benveniste, Albert; Delyon, Bernard; Ljung, Lennart; Sjöberg, Jonas; Zhang, Qinghua
28
1995
Performance analysis of general tracking algorithms. Zbl 0834.93050
Guo, Lei; Ljung, Lennart
24
1995
Overtraining, regularization and searching for a minimum, with application to neural networks. Zbl 0919.93080
Sjöberg, J.; Ljung, L.
15
1995
Exponential stability of general tracking algorithms. Zbl 0834.93059
Guo, Lei; Ljung, Lennart
9
1995
On global identifiability for arbitrary model parametrizations. Zbl 0795.93026
Ljung, Lennart; Glad, Torkel
94
1994
Modeling of dynamic systems. Zbl 0843.93001
Ljung, Lennart; Glad, Torkel
14
1994
System identification in a MIC perspective. Zbl 0850.93188
Ljung, Lennart
1
1994
Performance analysis of the forgetting factor RLS algorithm. Zbl 0787.93102
Guo, Lei; Ljung, Lennart; Priouret, Pierre
10
1993
Stochastic approximation and optimization of random systems. Zbl 0747.62090
Ljung, Lennart; Pflug, Georg; Walk, Harro
51
1992
Hard frequency-domain model error bounds from least-squares like identification techniques. Zbl 0767.93021
Wahlberg, Bo; Ljung, Lennart
30
1992
Asymptotic properties of the least-squares method for estimating transfer functions and disturbance spectra. Zbl 0761.93074
Ljung, Lennart; Wahlberg, Bo
19
1992
Construction of composite models from observed data. Zbl 0742.93003
Skeppstedt, Anders; Ljung, Lennart; Millner, Mille
16
1992
Estimating model variance in the case of undermodeling. Zbl 0767.93003
Hjalmarsson, Håkan; Ljung, Lennart
6
1992
On the precision of a model in system identitification. Zbl 0832.93017
Ljung, L.
3
1992
A discussion of model accuracy in system identification. Zbl 0782.93029
Ljung, Lennart
1
1992
A result on the mean square error obtained using general tracking algorithms. Zbl 0741.93050
Ljung, Lennart; Priouret, Pierre
3
1991
Remarks on the mean square tracking error. Zbl 0781.93102
Ljung, Lennart; Priouret, Pierre
1
1991
Adaptation and tracking in system identification - a survey. Zbl 0714.93053
Ljung, Lennart; Gunnarsson, Svante
42
1990
Frequency domain tracking characteristics of adaptive algorithms. Zbl 0699.93092
Gunnarsson, Svante; Ljung, Lennart
6
1989
A discussion of adaptive stabilization and robust adaptive control. Zbl 0684.93047
Wang, Ke; Ljung, Lennart
3
1989
System identification: theory for the user. Zbl 0615.93004
Ljung, Lennart
785
1987
System identification: Design variables and the design objective. Zbl 0639.93059
Ljung, L.
42
1987
Recursive identification of bilinear systems. Zbl 0619.93024
Fnaiech, Farhat; Ljung, Lennart
13
1987
Parametric methods for identification of transfer functions of linear systems. Zbl 0652.93057
Ljung, Lennart
1
1987
Design variables for bias distribution in transfer function estimation. Zbl 0582.93065
Wahlberg, Bo; Ljung, Lennart
23
1986
...and 57 more Documents
all top 5

Cited by 3,951 Authors

77 Ljung, Lennart
63 Ding, Feng
51 Hjalmarsson, Håkan
38 Söderström, Torsten
35 Schoukens, Johan
29 Bai, Erwei
29 Pintelon, Rik
26 Billings, Stephen A.
26 Goodwin, Graham Clifford
26 Pillonetto, Gianluigi
25 Gevers, Michel R.
25 Van den Hof, Paul M. J.
23 Stoica, Petre Gheorghe
22 Anderson, Brian David Outram
22 Kailath, Thomas
21 Chen, Hanfu
20 Makila, Pertti M.
19 Rojas, Cristian R.
19 Verhaegen, Michel
18 Wang, Leyi
17 Milanese, Mario
16 Akçay, Hüseyin
16 Chiuso, Alessandro
16 Novara, Carlo
16 Yin, Gang George
15 Campi, Marco Claudio
15 Landau, Ioan Doré
15 Zheng, Wei Xing
14 Bombois, Xavier
14 Chen, Tianshi
14 Guo, Lei
13 De Moor, Bart L. R.
13 Gerencsér, László
13 Wahlberg, Bo
12 Bittanti, Sergio
12 Ninness, Brett M.
12 Rolain, Yves
11 Agüero, Juan-Carlos
11 Dumont, Guy A.
11 Garnier, Hugues
11 Karimi, Alireza
11 Kárný, Miroslav
11 Moore, John Barratt
11 Piga, Dario
11 Poznyak, Aleksandr Semënovich
11 Zhou, Tong
10 Åström, Karl Johan
10 Bitmead, Robert R.
10 Gilson, Marion
10 Mercère, Guillaume
10 Tóth, Roland
10 Weyer, Erik
10 Zhao, Wen-Xiao
9 Bernstein, Dennis S.
9 Bottegal, Giulio
9 Kovačević, Branko D.
9 Mårtensson, Jonas
9 Partington, Jonathan R.
9 Savaresi, Sergio M.
9 Yin, George Gang
9 Zhang, Qinghua
8 Bauer, Dietmar
8 Fkirin, Mohamed Ahmed
8 Li, Kang
8 Liu, Yanjun
8 McKelvey, Tomas
8 Morf, Martin
8 Picci, Giorgio
8 Scorletti, Gérard
8 Wang, Xuehai
8 Watanabe, Keigo
8 Xiao, Yongsong
8 Yi, Zhang
7 Bako, Laurent
7 Bemporad, Alberto
7 Benveniste, Albert
7 Bobtsov, Alexey A.
7 Chappell, Michael J.
7 Chen, Sheng
7 Deng, Zili
7 Fisher, D. Grant
7 Garatti, Simone
7 Johnson, Charles Richard jun.
7 Mahata, Kaushik
7 Meshkat, Nicolette
7 Ortega, Romeo S.
7 Piroddi, Luigi
7 Schön, Thomas B.
7 Shieh, Leang-San
7 Wei, Ching-Zong
7 Wigren, Torbjörn
7 Zhang, Jifeng
7 Zhu, Quanmin
6 Aknouche, Abdelhakim
6 Aravkin, Aleksandr Y.
6 Bazanella, Alexandre Sanfelice
6 Borkar, Vivek Shripad
6 Chen, Tongwen
6 de Callafon, Raymond A.
6 Ding, Jie
...and 3,851 more Authors
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Cited in 283 Serials

844 Automatica
212 International Journal of Control
104 International Journal of Adaptive Control and Signal Processing
94 Systems & Control Letters
90 International Journal of Systems Science
62 Journal of the Franklin Institute
58 European Journal of Control
44 Linear Algebra and its Applications
36 International Journal of Robust and Nonlinear Control
35 Circuits, Systems, and Signal Processing
33 Nonlinear Dynamics
30 Applied Mathematics and Computation
28 Automation and Remote Control
27 Mathematical Problems in Engineering
26 Mathematical Biosciences
25 Applied Mathematical Modelling
21 Information Sciences
20 Computers & Mathematics with Applications
19 Neural Networks
18 Journal of Economic Dynamics & Control
18 Mathematical and Computer Modelling
18 International Journal of Systems Science. Principles and Applications of Systems and Integration
17 Stochastic Processes and their Applications
17 International Journal of Applied Mathematics and Computer Science
16 Fuzzy Sets and Systems
16 Journal of Optimization Theory and Applications
15 Kybernetika
15 Mathematics and Computers in Simulation
15 Journal of Time Series Analysis
14 Journal of Mathematical Analysis and Applications
14 European Journal of Operational Research
13 Optimal Control Applications & Methods
13 Signal Processing
13 Asian Journal of Control
12 Chaos, Solitons and Fractals
12 Journal of Econometrics
11 Journal of Computational and Applied Mathematics
11 International Journal of Bifurcation and Chaos in Applied Sciences and Engineering
11 Mathematical and Computer Modelling of Dynamical Systems
11 Journal of Systems Science and Complexity
10 Computer Methods in Applied Mechanics and Engineering
10 Stochastic Analysis and Applications
10 MCSS. Mathematics of Control, Signals, and Systems
10 Journal of Vibration and Control
10 Chaos
9 Journal of Mathematical Biology
9 Journal of Multivariate Analysis
9 Cybernetics and Systems Analysis
9 Nonlinear Analysis. Hybrid Systems
8 Biological Cybernetics
8 The Annals of Statistics
8 Journal of Statistical Planning and Inference
8 Statistics & Probability Letters
8 Economics Letters
8 Computational Statistics and Data Analysis
8 Algorithms
7 Journal of Fluid Mechanics
7 Bulletin of Mathematical Biology
7 Journal of Economic Theory
7 International Journal of Computer Mathematics
7 Journal of Statistical Computation and Simulation
7 Complexity
6 Journal of Computational Physics
6 Integral Equations and Operator Theory
6 SIAM Journal on Control and Optimization
6 Acta Mathematicae Applicatae Sinica. English Series
6 Sequential Analysis
6 Communications in Statistics. Theory and Methods
6 Soft Computing
6 Journal of Applied Mathematics
6 Journal of Theoretical Biology
5 International Journal of General Systems
5 Stochastics
5 Journal of Mathematical Psychology
5 Machine Learning
5 Neural Computation
5 Discrete Event Dynamic Systems
5 Games and Economic Behavior
5 Communications in Statistics. Simulation and Computation
5 Pattern Recognition
5 SIAM Journal on Optimization
5 Journal of Computer and Systems Sciences International
5 SIAM Journal on Scientific Computing
4 Cybernetics and Systems
4 International Journal of Production Research
4 International Journal of Approximate Reasoning
4 The Annals of Applied Probability
4 Archive of Applied Mechanics
4 Mathematical Methods of Statistics
4 Bernoulli
4 Communications in Nonlinear Science and Numerical Simulation
4 Econometric Theory
4 Sādhanā
4 Journal of Control Theory and Applications
4 Science in China. Series F
4 Journal of Control Science and Engineering
4 Science China. Information Sciences
3 Artificial Intelligence
3 Metrika
3 Physics Letters. A
...and 183 more Serials
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Cited in 51 Fields

2,092 Systems theory; control (93-XX)
516 Statistics (62-XX)
225 Numerical analysis (65-XX)
192 Computer science (68-XX)
171 Operations research, mathematical programming (90-XX)
166 Probability theory and stochastic processes (60-XX)
166 Biology and other natural sciences (92-XX)
91 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
90 Information and communication theory, circuits (94-XX)
64 Dynamical systems and ergodic theory (37-XX)
58 Linear and multilinear algebra; matrix theory (15-XX)
58 Ordinary differential equations (34-XX)
54 Calculus of variations and optimal control; optimization (49-XX)
37 Mechanics of particles and systems (70-XX)
37 Mechanics of deformable solids (74-XX)
31 Fluid mechanics (76-XX)
22 Partial differential equations (35-XX)
22 Operator theory (47-XX)
21 Approximations and expansions (41-XX)
19 Optics, electromagnetic theory (78-XX)
18 Classical thermodynamics, heat transfer (80-XX)
13 Integral equations (45-XX)
10 Geophysics (86-XX)
9 Harmonic analysis on Euclidean spaces (42-XX)
9 Functional analysis (46-XX)
8 Commutative algebra (13-XX)
8 Difference and functional equations (39-XX)
7 Combinatorics (05-XX)
7 Field theory and polynomials (12-XX)
7 Statistical mechanics, structure of matter (82-XX)
6 Real functions (26-XX)
5 Functions of a complex variable (30-XX)
4 General and overarching topics; collections (00-XX)
4 History and biography (01-XX)
4 Mathematical logic and foundations (03-XX)
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4 Quantum theory (81-XX)
3 Number theory (11-XX)
3 Integral transforms, operational calculus (44-XX)
2 Algebraic geometry (14-XX)
2 Global analysis, analysis on manifolds (58-XX)
1 Order, lattices, ordered algebraic structures (06-XX)
1 Associative rings and algebras (16-XX)
1 Nonassociative rings and algebras (17-XX)
1 Potential theory (31-XX)
1 Several complex variables and analytic spaces (32-XX)
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