Equation discovery from data: promise and pitfalls, from rabbits to Mars

DOI10.53733/216OpenAlexW4304471272MaRDI QIDQ5039484

Graham M. Donovan, Qing Su

Publication date: 13 October 2022

Published in: New Zealand Journal of Mathematics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.53733/216

zbMATH Keywords

modellingnonlinear dynamics

Mathematics Subject Classification ID

Statistics (62-XX) Numerical analysis (65-XX)

Uses Software

• PySINDy
• SINDy-PI

Cites Work

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• Discovering governing equations from data by sparse identification of nonlinear dynamical systems
• Numerical differentiation of noisy, nonsmooth data
• Weak SINDy: Galerkin-Based Data-Driven Model Selection
• SINDy-PI: a robust algorithm for parallel implicit sparse identification of nonlinear dynamics
• Data-driven discovery of coordinates and governing equations

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