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Numerical Methods for Extreme Responses of Dynamical Systems : Finite Dimensional Models / / by Mircea D. Grigoriu



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Autore: Grigoriu Mircea D Visualizza persona
Titolo: Numerical Methods for Extreme Responses of Dynamical Systems : Finite Dimensional Models / / by Mircea D. Grigoriu Visualizza cluster
Pubblicazione: Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2025
Edizione: 1st ed. 2025.
Descrizione fisica: 1 online resource (619 pages)
Disciplina: 519.22
Soggetto topico: Stochastic analysis
Stochastic processes
Engineering mathematics
Engineering - Data processing
Stochastic Analysis
Stochastic Processes
Stochastic Systems and Control
Engineering Mathematics
Mathematical and Computational Engineering Applications
Anàlisi estocàstica
Processos estocàstics
Enginyeria
Processament de dades
Soggetto genere / forma: Llibres electrònics
Nota di contenuto: Introduction.-, Primer of probability theory -- , Random vectors and processes -- , Convergence of random elements -- , Extremes of random processes by finite dimensional (FD) models -- , Extremes of solutions of stochastic differential equations by finite dimensional (FD) models.
Sommario/riassunto: This book constructs input finite dimensional (FD) models that are amendable for numerical calculations and provides accurate representations for responses of dynamical systems to these inputs, i.e., numerical solutions of stochastic equations. It establishes conditions under which numerical solutions of these equations deliver accurate estimates of extreme responses of dynamical systems that are needed to, for example, predict extreme weather events and design reliable aircrafts. It is intended to serve a broad audience including graduate students, researchers, engineers, scientists and applied mathematicians interested in the formulation and solutions of complex stochastic problems. Includes algorithms for constructing FD models for a broad range of inputs and generating realizations of these models; Uses data-based estimates of extremes of outputs of stochastic equations based on high/low fidelity numerical solutions; Gives practical criteria for the convergence of numerical estimates of extreme system responses.
Titolo autorizzato: Numerical Methods for Extreme Responses of Dynamical Systems  Visualizza cluster
ISBN: 9783031750236
9783031750229
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910983315803321
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