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COMBINING A LEAST-SQUARES APPROXIMATE JACOBIAN WITH AN ANALYTICAL MODEL TO COUPLE A FLOW SOLVER WITH FREE SURFACE POSITION UPDATES
被引:0
|作者:
Demeester, Toon
[1
]
van Brummelen, E. Harald
[2
]
Degroote, Joris
[1
,3
]
机构:
[1] Univ Ghent, Dept Flow Heat & Combust Mech, Sint Pietersnieuwstr 41, B-9000 Ghent, Belgium
[2] Eindhoven Univ Technol, Dept Multiscale Engn Fluid Dynam, POB 513, NL-5600 MB Eindhoven, Netherlands
[3] Flanders Make, Lommel, Belgium
关键词:
Free Surface Flow;
Quasi-Newton;
Fitting Method;
Surrogate Model;
D O I:
暂无
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
This paper presents a new quasi-Newton method suitable for systems that can be solved with a black-box solver for which a cheap surrogate model is available. In order to have fast convergence, the approximate Jacobian consists of two different contribution: a full rank surrogate model of the system is combined with a low rank least-squares model based on known input-output pairs of the system. It is then shown how this method can be used to solve 2D steady free surface flows with a black-box flow solver. The inviscid flow over a ramp is calculated for supercritical and subcritical conditions. For both simulations the quasi-Newton iterations converge exponentially and the results match the analytical predictions accurately.
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页码:360 / 368
页数:9
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