Numerical Analysis · Mathematics
Sparse Identification of Nonlinear Dynamics for Stochastic Delay Differential Equations
Dimitri Breda, Dajana Conte, Raffaele D'Ambrosio, Ida Santaniello +1
2025-08-06
Machine Learning · Computer Science
Benchmarking sparse system identification with low-dimensional chaos
Alan A. Kaptanoglu, Lanyue Zhang, Zachary G. Nicolaou, Urban Fasel +1
2023-02-22
Data Analysis, Statistics and Probability · Physics
Sparse Identification of Nonlinear Dynamics for Rapid Model Recovery
Markus Quade, Markus Abel, J. Nathan Kutz, Steven L. Brunton
2018-08-01
Signal Processing · Electrical Eng. & Systems
Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributions from Data
Kadierdan Kaheman, Steven L. Brunton, J. Nathan Kutz
2020-10-01
Optimization and Control · Mathematics
A Sparse Bayesian Approach to the Identification of Nonlinear State-Space Systems
Wei Pan, Ye Yuan, Jorge Gonçalves, Guy-Bart Stan
2015-04-27
Computational Physics · Physics
Physics-informed AI and ML-based sparse system identification algorithm for discovery of PDE's representing nonlinear dynamic systems
Ashish Pal, Sutanu Bhowmick, Satish Nagarajaiah
2025-12-19
Systems and Control · Electrical Eng. & Systems
Sparse Identification of Nonlinear Dynamics Enhanced by Ensemble Learning, Multi-Step Prediction Evaluation, Elite Strategy, and Classification Techniques for Applications to Industrial Systems
Shuichi Yahagi, Ansei Yonezawa, Hiroki Seto, Heisei Yonezawa +1
2025-10-21
Data Analysis, Statistics and Probability · Physics
Data Based Identification and Prediction of Nonlinear and Complex Dynamical Systems
Wenxu Wang, Ying-Cheng Lai, Celso Grebogi
2017-05-01
Statistical Mechanics · Physics
Statistical Mechanics of Dynamical System Identification
Andrei A. Klishin, Joseph Bakarji, J. Nathan Kutz, Krithika Manohar
2025-09-16