Nonlinear System Identification

Nonlinear System Identification is the systematic process of constructing mathematical models of dynamic systems from observed data, specifically characterized by its focus on capturing and representing inherently nonlinear behaviors that cannot be adequately described by linear system assumptions.

4.4K

Publications

250.2K

Citations

7.7K

Authors

2.1K

Institutions

Publications per year

2017–2026

979

Parents

Nonlinear AeroelasticityNonlinear Process DynamicsNonlinear Structural DynamicsProcess IdentificationSystem Identification

Publications

4.4K

The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis

Norden E. Huang, Steven Long, Man‐Li C. Wu et al. · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · 1998 · 23.3K citations · Full text

Computing, Computational Engineering, Biomedical Signal Processing +16

Identification and control of dynamical systems using neural networks

Kumpati S. Narendra, K. Parthasarathy · IEEE Transactions on Neural Networks · 1990 · 8K citations

Computing, Computer Science, Artificial Intelligence +16

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

Steven L. Brunton, Joshua L. Proctor, J. Nathan Kutz · Proceedings of the National Academy of Sciences · 2016 · 4.5K citations · Full text

Natural Sciences, Computer Science, Physics +17

Nonlinear black-box modeling in system identification: a unified overview

Jonas Sjöberg, Qinghua Zhang, Lennart Ljung et al. · Automatica · 1995 · 1.9K citations · Full text

Engineering, Mathematics, Systems Engineering +16

On dynamic mode decomposition: Theory and applications

Journal of Computational Dynamics · 2014 · 1.4K citations · Full text

Natural Sciences, Mathematics, Dynamical Systems +12

1–5 of 4.4K

Authors

7.7K

FD
Feng Ding
Jiangnan University, China
82 publications · 6.8K citations
47
h-index
SB
S.A. Billings
University of Sheffield, United Kingdom
54 publications · 4.9K citations
31
h-index
LL
Lennart Ljung
Linköping University, Sweden
44 publications · 6.5K citations
28
h-index
SB
S.A. Billings
University of Sheffield, United Kingdom
30 publications · 3.3K citations
23
h-index
JS
J. Schoukens
Vrije Universiteit Brussel, Belgium
48 publications · 1.7K citations
23
h-index

1–5 of 7.7K

Institutions

2.1K

1–8 of 2.1K

Venues

Automatica
199 publications · 19K citations
60
h-index
IEEE Transactions on Automatic Control
154 publications · 11.7K citations
58
h-index
International Journal of Control
83 publications · 6.8K citations
40
h-index
Mechanical Systems and Signal Processing
MSSP · 113 publications · 5.9K citations
39
h-index
IEEE Transactions on Signal Processing
79 publications · 3.9K citations
35
h-index

1–5