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Autor(en):
Koutsourelakis, Phaedon-Stelios; Bilionis, Elias 
Titel:
Scalable Bayesian Reduced-Order Models for Simulating High-Dimensional Multiscale Dynamical Systems 
Abstract:
While existing mathematical descriptions can accurately account for phenomena at microscopic scales (e. g., molecular dynamics), these are often high-dimensional, stochastic, and their applicability over macroscopic time scales of physical interest is computationally infeasible or impractical. In complex systems, with limited physical insight on the coherent behavior of their constituents, the only available information is data obtained from simulations of the trajectories of huge numbers of deg...    »
 
Zeitschriftentitel:
Multiscale Modeling & Simulation 
Jahr:
2011 
Band / Volume:
Heft / Issue:
Seitenangaben Beitrag:
449--485 
Hinweise:
WOS:000288988900018