Stochastic Methods for Modeling and Predicting Complex Dynamical Systems
portes grátis
Stochastic Methods for Modeling and Predicting Complex Dynamical Systems
Uncertainty Quantification, State Estimation, and Reduced-Order Models
Chen, Nan
Springer International Publishing AG
03/2023
199
Dura
Inglês
9783031222481
15 a 20 dias
Descrição não disponível.
Introduction to Complex Systems, Stochastic Methods, and Model Error.- Basic Stochastic Toolkits.- Introduction to Information Theory.- Numerical Schemes for Solving Stochastic Differential Equations.- Gaussian and Non-Gaussian Processes.- Data Assimilation.- Simple Data-driven Stochastic Models.- Conditional Gaussian Nonlinear Systems.- Parameter Estimation with Uncertainty Quantification.- Ensemble Forecast.- Combining Stochastic Models with Machine Learning.
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Stochastic Methods;Complex Systems;Uncertainty Quantification;Extreme Events;Non-Gaussian Features;Prediction;Data Assimilation;Textbook
Introduction to Complex Systems, Stochastic Methods, and Model Error.- Basic Stochastic Toolkits.- Introduction to Information Theory.- Numerical Schemes for Solving Stochastic Differential Equations.- Gaussian and Non-Gaussian Processes.- Data Assimilation.- Simple Data-driven Stochastic Models.- Conditional Gaussian Nonlinear Systems.- Parameter Estimation with Uncertainty Quantification.- Ensemble Forecast.- Combining Stochastic Models with Machine Learning.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
