Uncertainty Quantification of the Effects of Small Manufacturing Deviations on Film Cooling: A Fan-Shaped Hole

The film cooling holes in the blade of modern gas turbines have commonly been manufactured by laser drilling, Electric Discharge Machining (EDM), and Additive Manufacturing (AM) in recent years. These manufacturing processes often result in small geometric deviations, such as conical angles, fillete...

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Main Authors: Wei Shi, Pingting Chen, Xueying Li, Jing Ren, Hongde Jiang
Format: Article
Language:English
Published: MDPI AG 2019-04-01
Series:Aerospace
Subjects:
CFD
Online Access:https://www.mdpi.com/2226-4310/6/4/46
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spelling doaj-a6a5d2c483dd4ed784437c6a38fdbc502020-11-24T21:50:23ZengMDPI AGAerospace2226-43102019-04-01644610.3390/aerospace6040046aerospace6040046Uncertainty Quantification of the Effects of Small Manufacturing Deviations on Film Cooling: A Fan-Shaped HoleWei Shi0Pingting Chen1Xueying Li2Jing Ren3Hongde Jiang4Department of Energy and Power Engineering, Tsinghua University, Beijing 10084, ChinaDepartment of Energy and Power Engineering, Tsinghua University, Beijing 10084, ChinaDepartment of Energy and Power Engineering, Tsinghua University, Beijing 10084, ChinaDepartment of Energy and Power Engineering, Tsinghua University, Beijing 10084, ChinaDepartment of Energy and Power Engineering, Tsinghua University, Beijing 10084, ChinaThe film cooling holes in the blade of modern gas turbines have commonly been manufactured by laser drilling, Electric Discharge Machining (EDM), and Additive Manufacturing (AM) in recent years. These manufacturing processes often result in small geometric deviations, such as conical angles, filleted edges, and diameter deviations of the hole, which can lead to deviations on the distribution of adiabatic cooling effectiveness (<i>&#951;</i>) values, the value of the discharge coefficient (<i>C<sub>d</sub></i>), and the characteristic of the in-hole flow field. The current study employed flat plate fan-shaped film cooling holes with length-to-diameter values (L/D) equal to 3.5 and six to investigate the effects of these manufacturing deviations on the distribution of <i>&#951;</i> values, the value of <i>C<sub>d</sub></i>, and the characteristic of in-hole flow field. An Uncertainty Quantification (UQ) analysis using the Polynomial Chaos Expansion (PCE) model was carried out to quantify the uncertainty in the values of <i>&#951;</i> and <i>C<sub>d</sub></i>. The statistical characteristics (mean values, standard deviation (Std) values, and Probability Density Function (PDF) values) of <i>&#951;</i> and <i>C<sub>d</sub></i> were also calculated. The results show that conical angle deviations exert no visible changes on the value of <i>&#951;</i>. However, the <i>C<sub>d</sub></i> value decreases by 6.2% when the conical angle changes from 0&#8211;0.5&#176;. The area averaged adiabatic cooling effectiveness (<inline-formula> <math display="inline"> <semantics> <mrow> <mover> <mi>&#951;</mi> <mo stretchy="false">=</mo> </mover> </mrow> </semantics> </math> </inline-formula>) decreases by 3.4%, while the <i>C<sub>d</sub></i> increases by 15.2% with the filleted edge deviation existing alone. However, the deviation value of <inline-formula> <math display="inline"> <semantics> <mrow> <mover> <mi>&#951;</mi> <mo stretchy="false">=</mo> </mover> </mrow> </semantics> </math> </inline-formula> is 7.6%, and that of <i>C<sub>d</sub></i> is 25.7% with the filleted edge deviation and the diameter deviation existing.https://www.mdpi.com/2226-4310/6/4/46manufacturing deviationsfilm coolinguncertainty quantificationCFD
collection DOAJ
language English
format Article
sources DOAJ
author Wei Shi
Pingting Chen
Xueying Li
Jing Ren
Hongde Jiang
spellingShingle Wei Shi
Pingting Chen
Xueying Li
Jing Ren
Hongde Jiang
Uncertainty Quantification of the Effects of Small Manufacturing Deviations on Film Cooling: A Fan-Shaped Hole
Aerospace
manufacturing deviations
film cooling
uncertainty quantification
CFD
author_facet Wei Shi
Pingting Chen
Xueying Li
Jing Ren
Hongde Jiang
author_sort Wei Shi
title Uncertainty Quantification of the Effects of Small Manufacturing Deviations on Film Cooling: A Fan-Shaped Hole
title_short Uncertainty Quantification of the Effects of Small Manufacturing Deviations on Film Cooling: A Fan-Shaped Hole
title_full Uncertainty Quantification of the Effects of Small Manufacturing Deviations on Film Cooling: A Fan-Shaped Hole
title_fullStr Uncertainty Quantification of the Effects of Small Manufacturing Deviations on Film Cooling: A Fan-Shaped Hole
title_full_unstemmed Uncertainty Quantification of the Effects of Small Manufacturing Deviations on Film Cooling: A Fan-Shaped Hole
title_sort uncertainty quantification of the effects of small manufacturing deviations on film cooling: a fan-shaped hole
publisher MDPI AG
series Aerospace
issn 2226-4310
publishDate 2019-04-01
description The film cooling holes in the blade of modern gas turbines have commonly been manufactured by laser drilling, Electric Discharge Machining (EDM), and Additive Manufacturing (AM) in recent years. These manufacturing processes often result in small geometric deviations, such as conical angles, filleted edges, and diameter deviations of the hole, which can lead to deviations on the distribution of adiabatic cooling effectiveness (<i>&#951;</i>) values, the value of the discharge coefficient (<i>C<sub>d</sub></i>), and the characteristic of the in-hole flow field. The current study employed flat plate fan-shaped film cooling holes with length-to-diameter values (L/D) equal to 3.5 and six to investigate the effects of these manufacturing deviations on the distribution of <i>&#951;</i> values, the value of <i>C<sub>d</sub></i>, and the characteristic of in-hole flow field. An Uncertainty Quantification (UQ) analysis using the Polynomial Chaos Expansion (PCE) model was carried out to quantify the uncertainty in the values of <i>&#951;</i> and <i>C<sub>d</sub></i>. The statistical characteristics (mean values, standard deviation (Std) values, and Probability Density Function (PDF) values) of <i>&#951;</i> and <i>C<sub>d</sub></i> were also calculated. The results show that conical angle deviations exert no visible changes on the value of <i>&#951;</i>. However, the <i>C<sub>d</sub></i> value decreases by 6.2% when the conical angle changes from 0&#8211;0.5&#176;. The area averaged adiabatic cooling effectiveness (<inline-formula> <math display="inline"> <semantics> <mrow> <mover> <mi>&#951;</mi> <mo stretchy="false">=</mo> </mover> </mrow> </semantics> </math> </inline-formula>) decreases by 3.4%, while the <i>C<sub>d</sub></i> increases by 15.2% with the filleted edge deviation existing alone. However, the deviation value of <inline-formula> <math display="inline"> <semantics> <mrow> <mover> <mi>&#951;</mi> <mo stretchy="false">=</mo> </mover> </mrow> </semantics> </math> </inline-formula> is 7.6%, and that of <i>C<sub>d</sub></i> is 25.7% with the filleted edge deviation and the diameter deviation existing.
topic manufacturing deviations
film cooling
uncertainty quantification
CFD
url https://www.mdpi.com/2226-4310/6/4/46
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