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Monte Carlo errors are reduced using (21) in the gain computations.
Similarities appear in the gain computations of the EnKF and sigma point KF.
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The computational complexity is kept low by introducing several new techniques, such as a robust recursive Kalman gain computation in the frequency domain and efficient fast Fourier transform (FFT) computation tailored to overlapping data blocks.
In order to gain computation time in the optimization algorithm the present ANN approach is applied to the responses of the flow solver to the centerbulb design parameter changes.
Third, the EnKF offers several interesting opportunities to apply SP techniques, e.g., via the application of bootstrap or regularization methods in the EnKF gain computation.
This is because the method effectively reduces the number of edges to be referenced during the modularity gain computation by incrementally merging cluster pairs.
The idea of information gain computation is based on Optimal Brain Damage (OBD) [ 12].
The convexity of the conditions can be exploited to extend the results to uncertain systems, control design and ℓ2-gain computation without introducing additional conservatism.
It follows a non negligible gain in computation time especially when the post-buckling behavior is performed.
This exercise reveals the gain in computation time associated with the use of a low-dimensional model (by a factor of 6).
A substantial gain in computation time is obtained this way compared to a finite difference evaluation of sensitivity, which requires solving a second nonlinear system for each design variable.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com