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Review of Geometric Uncertainty Quantification in Gas Turbines
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Due to the manufacturing error and in-service degradation of gas turbines, there is always a deviation between the actual geometry and the design geometry. This geometric deviation has a prominent uncertainty characteristic, ...
Shapley Additive Explanations of Multigeometrical Variable Coupling Effect in Transonic Compressor
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Optimization algorithms in the compressor detailed design stage generate big data of geometries and corresponding performances, but these data are often not exploited efficiently to unveil hidden compressor design guidance. ...
An Efficient Uncertainty Quantification Method Based on Inter-Blade Decoupling for Compressors
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: A compressor usually contains multiple blade rows, and its uncertainty dimensionality grows proportionally with the number of blade rows, leading to a rapid increase in required sample size for uncertainty quantification ...
An Efficient Quantification Method Based on Feature Selection for High-Dimensional Uncertainties of Multistage Compressors
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Multistage compressors are widely used in aero-engines, gas turbines, and industrial compressors. However, many inevitable geometric/condition uncertainties will lead to low manufacturing qualified rate and severe performance ...