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Kernel-Smoothed Proper Orthogonal Decomposition–Based Emulation for Spatiotemporally Evolving Flow Dynamics Prediction
- Source :
- AIAA Journal. 57:5269-5280
- Publication Year :
- 2019
- Publisher :
- American Institute of Aeronautics and Astronautics (AIAA), 2019.
-
Abstract
- This interdisciplinary study, which combines machine learning, statistical methodologies, high-fidelity simulations, projection-based model reduction, and flow physics, demonstrates a new process f...
- Subjects :
- 020301 aerospace & aeronautics
Emulation
Process (computing)
Aerospace Engineering
Probability density function
02 engineering and technology
01 natural sciences
010305 fluids & plasmas
Reduction (complexity)
0203 mechanical engineering
Flow (mathematics)
Kernel (statistics)
0103 physical sciences
Projection (set theory)
Algorithm
Numerical stability
Subjects
Details
- ISSN :
- 1533385X and 00011452
- Volume :
- 57
- Database :
- OpenAIRE
- Journal :
- AIAA Journal
- Accession number :
- edsair.doi...........fd76bc86da7246d003cf0f9441dde70a