Stochastic Methods for Modeling and Predicting Complex Dynamical Systems

Uncertainty Quantification, State Estimation, and Reduced-Order Models

Autori

• Nan Chen

Parametri

• 216 pagine
• 8 ore di lettura

• Computer, IT, programmazione
• Matematica

Maggiori informazioni sul libro

Complex dynamical systems are explored through a blend of qualitative and quantitative modeling techniques, emphasizing computational efficiency and accuracy. The author introduces innovative stochastic tools and rigorous mathematical theories, providing both theoretical and numerical approaches for practical applications. Readers gain insights into modeling extreme events, high-dimensional systems, and multiscale features, while learning to apply these methods across various fields such as physics, engineering, and climate science. Practical examples enhance understanding and intuition in stochastic modeling and prediction.

Lingua: Inglese

Pubblicato: 2024

(In brossura)