On a 32-parameter glider design space, nonlinear PME reaches 1% geometric reconstruction error with 9 latent variables instead of 15 for linear PME, while keeping a mapping back to design parameters.
Aerodynamic and aeroacoustic optimization of uav rotor based on proper orthogonal decomposition method.Journal of Aerospace Engineering, 37(4):04024037
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A nonlinear extension of parametric model embedding for dimensionality reduction in parametric shape design
On a 32-parameter glider design space, nonlinear PME reaches 1% geometric reconstruction error with 9 latent variables instead of 15 for linear PME, while keeping a mapping back to design parameters.