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Dissertation
Master thesis and internship[BR]- Master's thesis : Application and calibration of a viscous throughflow model to axial flow compressor blades subject to geometric variability[BR]- Integration Internship
Authors: --- --- --- --- --- et al.
Year: 2022 Publisher: Liège Université de Liège (ULiège)

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Abstract

This study presents the assessment of a viscous throughflow model applied to high subsonic
flow for two modern compressors designed by Safran Aero Boosters. Blades forces
terms resulting from the averaging of the Navier-Stokes equations are computed using
correlations from the literature. In particular, the optimal incidence angle, the profile loss
and the deviation angle are estimated with empirical models. However, these correlations
are not adapted for modern blade geometries and high Mach number flows. Therefore, the
first aim of this work has been to assess the validity of the correlation predictions using a
blade-to-blade approach. The three correlations have been investigated separately. The
comparisons between the correlation predictions and the results of the cascade simulations
used as reference revealed the necessity to calibrate the correlations.
As a result of this observation, the optimal incidence angle is first corrected by adding a
correction factor. The predictions for the profile losses are accurate for the two compressors
once the angle of incidence is corrected. This study mainly focuses on the calibration
of the deviation angle. Three strategies are investigated to calibrate the deviation angle
correlation. The first calibration tunes the empirical coefficients of the correlation via an
algorithm. The second calibration revises the terms included in the correlation and adds
a contribution. These two strategies prove successful. The third method, based on a genetic
algorithm, attempts to generate a polynomial function depending on the geometric
parameters to characterise the deflection angle. This third method still needs to be tuned
for a higher number of cases.
The first two calibrated correlations are implemented in the throughflow model, and the
resulting performance maps are analysed by comparison with higher-fidelity results. The
modified correlations yield significant improvements in performance predictions.
A sensibility analysis is finally carried out based on the stagger angle variability. The
comparison with higher-fidelity results demonstrates the validity and reliability of the
throughflow model with the two enhanced correlations.


Dissertation
Final work : Assessment of throughflow closure models for a modern axial compressor
Authors: --- --- ---
Year: 2021 Publisher: Liège Université de Liège (ULiège)

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Abstract

This master’s thesis is dedicated to the assessment of various closure models for Navier-
Stokes-based throughflow modelling. This is done in the context of a high-subsonic flow
compressor with highly loaded blades of three-dimensional design.
The averaging cascade of Adamczyk is employed to identify the unclosed terms in the
Navier-Stokes throughflow equations. The terms of major importance are identified based
on the literature and related to the physical flow features that they represent. Empirical
models for the blade profile loss, deviation angle, tip leakage loss, and end-wall boundary
layer are then selected from the literature.
The accuracy of these models is assessed through three approaches. First, two-dimensional
blade-to-blade computational fluid dynamics simulations of a stator blade row are performed
to analyse various empirical models for profile loss and deviation. This analysis
confirms that compressibility effects need to be accounted for at elevated Mach number,
particularly for prediction at off-design incidence angle. The profile loss model of König is
shown to be more accurate than the model of Lieblein in this respect. The deviation angle
models of Carter, Lieblein and Wu Dong-Run are shown to give reasonable predictions at
design incidence angle.
The second approach is to feed the empirical models with circumferentially averaged
results of three-dimensional computational fluid dynamics simulations of the entire compressor.
This reveals the deficiency of König’s model for incidence angles much smaller
than the predicted minimum loss incidence angle. Two tip leakage models of Lakshminarayana
are also assessed in this context.
In the third approach, the empirical models are implemented in a Navier-Stokes throughflow
model. The resulting radial distributions of loss and deviation are analysed for all
blade rows at nominal operating conditions. Finally, the results are discussed in terms of
isentropic efficiency, pressure ratio, and total temperature ratio of the entire compressor
operating at off-design conditions.


Dissertation
Master thesis and internship[BR]- Master's thesis : Assessment of secondary loss models for throughflow solver[BR]- Integration Internship
Authors: --- --- --- ---
Year: 2022 Publisher: Liège Université de Liège (ULiège)

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Abstract

This master thesis describes the assessment of secondary flows model for a viscous throughflow solver in the scope of two test cases. They are the classic axial compressor stage CME2 and a multi-stage axial low-pressure compressor with highly loaded blades developed by Safran Aero Boosters.

The review of the literature for secondary flow models has shown that geometrical and flow parameters are of great importance in the formulation of these correlations.

By the comparison with three-dimensional RANS simulations, the assessment of the reliability of different types of correlations for design and off-design conditions, various boundary layer thicknesses and blade geometries has shown that the distributions for the total pressure loss coefficient and deviation angle from Roberts are providing the most promising results.

However, the implementation of Roberts’ correlations in theirs current forms in the throughflow model has not shown a substantial improvement in terms of the prediction of performance maps for the two test cases.

Even tough secondary flows physics are still hardly predictable, such models can be completed by additional terms and coefficients for improving preliminary design applications. Some suggestions are discussed at the end of this thesis.

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