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Stochastic Methods for Modeling and Predicting Complex Dynamical Systems

Uncertainty Quantification, State Estimation, and Reduced-Order Models

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Focusing on the modeling of complex dynamical systems, this book introduces innovative stochastic tools and methods for understanding and predicting behaviors. It combines qualitative and quantitative modeling with efficient computational techniques and rigorous mathematical theories. Emphasizing the balance between accuracy and efficiency, the author offers practical examples across various disciplines such as physics, engineering, and climate science. Readers will gain insights into stochastic modeling, extreme events, and high-dimensional systems while enhancing their analytical intuition.

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Stochastic Methods for Modeling and Predicting Complex Dynamical Systems, Nan Chen

Taal
Jaar van publicatie
2023
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(Hardcover)
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Titel
Stochastic Methods for Modeling and Predicting Complex Dynamical Systems
Ondertitel
Uncertainty Quantification, State Estimation, and Reduced-Order Models
Taal
Engels
Auteurs
Nan Chen
Jaar van publicatie
2023
Formaat
Hardcover
Aantal pagina's
216
ISBN13
9783031222481
Reeks
Aantekening
Focusing on the modeling of complex dynamical systems, this book introduces innovative stochastic tools and methods for understanding and predicting behaviors. It combines qualitative and quantitative modeling with efficient computational techniques and rigorous mathematical theories. Emphasizing the balance between accuracy and efficiency, the author offers practical examples across various disciplines such as physics, engineering, and climate science. Readers will gain insights into stochastic modeling, extreme events, and high-dimensional systems while enhancing their analytical intuition.