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Paper ID: ETC2017-227 Proceedings of 12th European Conference on Turbomachinery Fluid dynamics & Thermodynamics ETC12, April 3-7, 2017; Stockholm, Sweden Reynolds number effects on the aerodynamics of compact axial compressors K. Pantelidis and C.A. Hall Whittle Laboratory , University of Cambridge 1 JJ Thomson Avenue, Cambridge, CB3 0DY, UK [email protected] ABSTRACT The performance of a compact axial compressor is limited by increased viscous losses and reduced flow turning caused by operation at low Reynolds number (Re). This paper aims to develop improved understanding of the loss variation with Re in such a compressor. Experiments of a scaled-up single stage axial compressor have been conducted across a range of Re of 10 4 - 10 5 . The flow field has been measured at the rotor inlet, rotor exit and stator exit using detailed area traverses with a miniaturised five-hole probe. In addition, three-dimensional computations of the same compressor stage have been conducted to investigate how effective steady fully turbulent RANS CFD, with the Spalart Allmaras turbulence model, is for this low Re regime. As expected, the measured loss decreased with increasing Re for both the stator and rotor. This variation in loss was found to be dominated by changes in three-dimensional flow features. In the rotor, there is high tip loss and a hub separation that grows at low Re, which CFD does not predict. The stator has high hub loss, which the CFD over-predicts, particularly at low flow coefficients. The results demonstrate that the fully turbulent solver used can be used to guide the design but cannot predict the detailed aerodynamic loss sources or the impact of Reynolds number variations. KEYWORDS Low Reynolds Number, Axial Compressor, Aerodynamics, Experiment INTRODUCTION Compressors in household appliances have primarily been of centrifugal design. Axial com- pressors, however, can be more compact for the same power input when run at high rotational speed. These compact compressor stages operate at low Re leading to increased viscous losses. Losses in 2D aerofoils operating at low Re have been extensively researched in the past, but very little is known about the 3D aerodynamics of a low Re axial compressor. It is known that the 2D losses increase with decreasing Re, see figure 1a. The primary cause for these losses is the transition of flow from laminar to turbulent and the subsequent turbulent sep- aration, see figure 1b. Maffioli et al. (2015) found that a forward loaded and forward maximum thickness blade can decrease the 2D losses. To and Miller (2015) studied the effect of aspect ratio on 3D losses for conventional axial com- pressors. They showed that in stages with aspect ratio of 1.1 - 1.6, similar to this research, 2D profile loss is slightly higher than endwall loss with minimum efficiency drop. Taylor and Miller (2015) showed that a stator with an incidence increase from 0° to 10° can have a loss increase by about 50%. At Re < 10 5 , Goodhand et al. (2015) found that the drag coefficient, hence the profile loss, increases and does not depend on the roughness of the blade surface. 1 Copyright © University of Cambridge

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Page 1: Reynolds number effects on the aerodynamics of compact axial … · 2017-12-18 · Paper ID: ETC2017-227 Proceedings of 12th European Conference on Turbomachinery Fluid dynamics &

Paper ID: ETC2017-227 Proceedings of 12th European Conference on Turbomachinery Fluid dynamics & ThermodynamicsETC12, April 3-7, 2017; Stockholm, Sweden

Reynolds number effects on the aerodynamics of compact axialcompressors

K. Pantelidis and C.A. Hall

Whittle Laboratory , University of Cambridge1 JJ Thomson Avenue, Cambridge, CB3 0DY, UK

[email protected]

ABSTRACTThe performance of a compact axial compressor is limited by increased viscous losses andreduced flow turning caused by operation at low Reynolds number (Re). This paper aimsto develop improved understanding of the loss variation with Re in such a compressor.Experiments of a scaled-up single stage axial compressor have been conducted across arange of Re of 104−105. The flow field has been measured at the rotor inlet, rotor exit andstator exit using detailed area traverses with a miniaturised five-hole probe. In addition,three-dimensional computations of the same compressor stage have been conducted toinvestigate how effective steady fully turbulent RANS CFD, with the Spalart Allmarasturbulence model, is for this low Re regime. As expected, the measured loss decreasedwith increasing Re for both the stator and rotor. This variation in loss was found to bedominated by changes in three-dimensional flow features. In the rotor, there is high tiploss and a hub separation that grows at low Re, which CFD does not predict. The statorhas high hub loss, which the CFD over-predicts, particularly at low flow coefficients. Theresults demonstrate that the fully turbulent solver used can be used to guide the design butcannot predict the detailed aerodynamic loss sources or the impact of Reynolds numbervariations.

KEYWORDSLow Reynolds Number, Axial Compressor, Aerodynamics, Experiment

INTRODUCTIONCompressors in household appliances have primarily been of centrifugal design. Axial com-

pressors, however, can be more compact for the same power input when run at high rotationalspeed. These compact compressor stages operate at low Re leading to increased viscous losses.Losses in 2D aerofoils operating at low Re have been extensively researched in the past, butvery little is known about the 3D aerodynamics of a low Re axial compressor.It is known that the 2D losses increase with decreasing Re, see figure 1a. The primary cause forthese losses is the transition of flow from laminar to turbulent and the subsequent turbulent sep-aration, see figure 1b. Maffioli et al. (2015) found that a forward loaded and forward maximumthickness blade can decrease the 2D losses.To and Miller (2015) studied the effect of aspect ratio on 3D losses for conventional axial com-pressors. They showed that in stages with aspect ratio of 1.1 − 1.6, similar to this research,2D profile loss is slightly higher than endwall loss with minimum efficiency drop. Taylor andMiller (2015) showed that a stator with an incidence increase from 0° to 10° can have a lossincrease by about 50%. At Re < 105, Goodhand et al. (2015) found that the drag coefficient,hence the profile loss, increases and does not depend on the roughness of the blade surface.

1 Copyright © University of Cambridge

Page 2: Reynolds number effects on the aerodynamics of compact axial … · 2017-12-18 · Paper ID: ETC2017-227 Proceedings of 12th European Conference on Turbomachinery Fluid dynamics &

0 0.6 1 2 3 4 5 Re (×105)

0

0.02

0.04

0.06

0.08

0.1

0.12

Tota

l pre

ssure

loss c

oeffic

ient

Design Re for current study

(a) Variation of loss coefficient with Re, fromRhoden (1952)

Turbulent

separation

Laminar

separation

bubble

Turbulent

re-attachement

Pressure suface:

Laminar attached flow

(b) Schematic of low Re aerofoil from Maffioliet al. (2015), showing key flow features

Figure 1: Effect of Re on aerodynamic loss for a 2D aerofoil

This paper tries to investigate the feasibility of using axial compressors at this Re. It starts bypresenting the low Re test facility and the single stage compressor designed for Re = 6× 104.The aerodynamics at the design operating point and at stall are presented, focusing on the dif-ferences in the measurements from the design intent. The measured effects of varying Re onthe rotor and stator losses are then examined. Finally, the extent to which fully turbulent RANSCFD, with the Spalart Allmaras turbulence model, can be used in the design and analysis of alow Re compressor stage is investigated by comparing CFD results with the measurements.Overall, it is found that at low Re, the deviation in rotor and stator is high (around 10°) at allspanwise locations. Both the rotor and stator were designed on 2D sections, without any 3Ddesign features. For this design, rotor loss is concentrated at the tip and the hub. The rotorloss grows dramatically at low Re and is not predicted by CFD. The stator has increased hubloss, but there is not a large hub corner separation, reaching halfway up the span, as found inthe CFD. This paper demonstrates that the performance of compact axial compressors dependson 3D flow features that are sensitive to Re. While fully turbulent RANS CFD can be used toguide the design at low Re, it cannot be relied upon to accurately predict loss or the variationof loss with Re, primarily because it cannot capture transition flow.

EXPERIMENTAL AND COMPUTATIONAL METHODSCompressor Stage DesignA small scale axial compressor has been designed for investigation where the choice of φ

and ψ have been selected to achieve high efficiency, Maffioli et al. (2015). To facilitate accuratehigh resolution experimental measurements the rig design was scaled-up by a factor of 5, thefinal design parameters being shown in Table 1. While the Re number has been matched inthe scaled design, the Mach number is lower (at full scale M ' 0.7) and as a result is fullyincompressible at all test speeds. Pitch-to-chord ratios and subsequently blade numbers,19rotors and 17 stators, were chosen as a compromise between high wetted area friction lossversus a better guided passage flow, see Maffioli et al. (2015).

2

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The rotor and stator blade sections are shown in figure 2. These sections are forward loaded withmaximum thickness at 20% chord, as shown by Maffioli et al. (2015) to reduce 2D profile lossesat low Re. No 3D flow features were addressed during the design process and these will beexplored for low Re in future research. A parabolic leading edge was chosen as per Goodhandand Miller (2011), to prevent any spikes that could lead to separation with no reattachment onthe suction side. In addition, a −ve incidence (inlet flow angle < metal angle) to both the rotorand stator was applied at the design point to increase range. Both rotor and stator sections werecentroid-stacked and a free vortex design was used to specify the spanwise variation of bladeangles such that r∆Vt and Vx are constant.

Table 1: Table with design parameters

Symbol ValueDesign flow coefficient φD 0.55Design Loading factor ψ 0.40Reaction Λ 0.79Rotor chord-wise Re ReD 6× 104

Absolute inlet Mach M 0.09Hub to tip ratio HTR 0.65Tip Radius rt 67mmRotor axial chord cr 9.3mmSpecific speed Ns 1.5Maximum thickness 0.2cr

Hub Midspan Casing

Rotor Stator

Figure 2: Rotor and Stator blade sections ofthe test compressor stage

The low-speed rig used for this research is shown in figure 3a. The compressor rotor wasmachined as a blisk from solid aluminium and the stator was 3D printed. Due to their scaleboth can be reproduced in-house within a few days for quick testing and redesign. A miniature5-hole probe, see figure 3b, was constructed with an outer diameter of 4.4% of blade span.This was connected to a 16-channel pressure scanner that was mounted in close proximity,followng Grimshaw and Taylor (2016) and as shown in figure 3a. This was done to achieve afast measurement settling time, 1.3s, with high accuracy. The probe was calibrated followingDominy and Hodson (1992) to give a calibration map with wide range, pitch = 25° and yaw= 35°.

5-hole

probe

Inlet Throttle

Traverse

Pressure

scanner

(a) Test rig illustrating the proximity of the pres-sure scanner to the 5-hole probe

(b) The 5-hole probe positioned at rotor inlet(station 1)

Figure 3: Photographs of experimental rig set-up

3

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Experimental procedureThe flow coefficient was controlled by a variable area motorised throttle at the stage exit

and the operating Re of the rig was adjusted through setting the rotational speed. Area traversesusing a 5-hole probe were completed at 3 stations, see figure 4, with up to 1000 measurementpositions being taken.

1 2 3

4.5r ti p4.5r ti p

r ti p

cr cs

P in

P 0in

Roto

r

Sta

tor

Flo

w s

tra

igh

ten

er

Variable areathrottle

Rotating Stationary

Duct pressuremeasurements

5-hole probe traverse locations

Figure 4: Rig schematic showing traverse locationsTo achieve the overall characteristic of the compressor static pressure rise, as depicted in figure5, the throttle was gradually closed starting at the fully open position. Two regions of stall canbe observed after the peak. Following Day (2015) “Stall 1” is expected to be a part span (tip)stall cell and “Stall 2” a full span stall. However, the post-stall behaviour is not investigatedfurther here. In the following sections detailed traverse results are presented at the design (D)and the near stall (NS) flow coefficient, which is the last continuously stable operating point.

Stall 2

Stall 1

NS D

0.2 0.3 0.4 0.5 0.6 0.7?

0.3

0.35

0.4

0.45

0.5

0.55

0.6

P3!

Pin

1 2;U

2 mid

Figure 5: Measured static pressure rise characteristic at ReD, showing φD and φNS

4

Page 5: Reynolds number effects on the aerodynamics of compact axial … · 2017-12-18 · Paper ID: ETC2017-227 Proceedings of 12th European Conference on Turbomachinery Fluid dynamics &

Computational approachA single passage of the one stage compressor was meshed using Autogrid5, NUMECA

(2013). There were 100 spanwise mesh points, of which 17 were in the tip gap, and a y+ <5 was ensured for the use of the “Spalart-Allmaras” turbulence model, Spalart and Allmaras(1994), along with “wall function” treatment at the surfaces. The total mesh size was 1.2 millioncells. The domain extended 1.5cr upstream of the rotor leading edge to 3.5cr downstreamof the stator trailing edge. Stagnation pressure, temperature and zero swirl were set at theinlet and a static pressure with simple radial equilibrium was set at exit to fix the operatingpoint. Fully turbulent 3D RANS simulations were conducted using Turbostream, Brandvik andPullan (2011). Turbostream has been validated for various turbomachinery applications, withRe > 105, such as Pullan et al. (2015), Taylor and Miller (2015), Grimshaw et al. (2015), Gunnand Hall (2014). The flow at the investigated Re is transitional, a flow characteristic that is notexpected to be captured when run fully turbulent.

AERODYNAMIC EFFECTS AT DESIGN REYNOLDS NUMBERThe aerodynamic measurements at ReD = 6× 104 are presented in this section. Emphasis

is given to the velocity, angle and pressure loss distributions of the rotor and stator at two flowcoefficients, φD = 0.55 and φNS = 0.50 , as in figure 5.

Experiments at ReD and φDFigure 6 shows the spanwise axial velocity distribution at the rotor inlet, exit and stator exit.

At the rotor inlet there is a velocity gradient that is induced by the streamline curvature abovethe rotor nose cone. At rotor exit there is both a hub and casing velocity deficit characteristicof a small corner separation and a large tip clearance flow. At the stator exit the hub deficit hasincreased indicating a bigger corner separation, whereas at the tip there is velocity recovery.

0.3 0.4 0.5 0.6 0.7Vx=Umid

0

0.2

0.4

0.6

0.8

1

Span

0 0.2 0.4 0.6rVt=rmidUmid

0 1 2 3eP

Rotor inlet Rotor exit Stator exit

Figure 6: Measured (solid) and Computational (dashed) spanwise , pitch-averaged, distri-bution of properties at ReD and φD, for the different traverse stationsIn the angular momentum distribution at rotor exit, the midspan region follows the free vortexdesign, whereas the tip and hub regions are more highly loaded and thus prone to higher loses.Further designs could use endwall velocity triangle design by Auchoybur and Miller (2016) orcompound lean to decrease end wall loading. The stator exit angular momentum shows thereis significant exit swirl from the stage due to the deviation in the stator, which was designed toturn the flow to axial, see figure 2.

5

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The midspan static pressure rise in the stator is approximately 20% of the rise in the stage. Thisgives the high stage reaction as designed, see table 1. The swirling flow at the stator inlet causesa subsequent spanwise pressure gradient at the stator exit, which in turn causes a decrease inthe stator tip loading and an increase in the hub loading.

-10 0 10ir

0

0.2

0.4

0.6

0.8

1

Span

0 10 20/r

-10 0 10is

0 10 20/s

D NS Design intent

Figure 7: Measured spanwise incidence and deviation distributions for the rotor and statorat design (D) and near stall (NS) for ReDThe rotor and stator were designed with negative incidence at design conditions. Due to theinduced up-wash effect at the leading edge, the measured rotor incidence and “design intent”do not match-up, see figure 7. The deviation at the rotor exit is close to 10° for the majorityof the span, with over turning at the hub due to the rotating end wall and under turning at thetip region due to the tip vortex flow. The highly positive incidence angles at the stator hub andcasing are a result of the the axial velocity deficits in those region, which lead to high tangentialvelocity. Overall, the absolute flow angle distribution at stator inlet is not as designed due to the3D flow. Similarly to the rotor, the deviation in the stator is close to 10° across the span.

0 2 4 6Y pY pD

0

0.2

0.4

0.6

0.8

1

Span

D NS

(a) Yp distribution at ReD for φD and φNS

0 2 4 6Y pY pD

0

0.2

0.4

0.6

0.8

1

Span

Re = 10# 104 ReD Re = 2# 104

(b) Yp distribution at φD for 3 different ReFigure 8: Measured spanwise rotor loss

6

Page 7: Reynolds number effects on the aerodynamics of compact axial … · 2017-12-18 · Paper ID: ETC2017-227 Proceedings of 12th European Conference on Turbomachinery Fluid dynamics &

The spanwise variation of rotor loss in figure 8a shows the significant impact of the 3D flowin the tip and hub regions. The tip loss is primarily a result of the flow mixing due to thetip vortex. High tip losses are typical in compact compressor stages due to relatively large tipclearance effects. In this stage the tip clearance gap is 5% of rotor chord. The midspan lossis comparable with the levels of 2D profile loss calculated in Maffioli et al. (2015) for similarblade sections. In the 20% span closest to the hub and casing the presence of strong endwallflows lead to loss levels that are much higher than midspan. Figure 8a indicates that the rotorloss increases towards stall, with the same spanwise variation.Looking at the stator stagnation pressure field, figure 9 (left), the deficit is split between the hub3D corner separation and the wake 2D profile loss. There is also loss in the tip region, althoughthe presence of a casing corner separation is not easily distinguishable in the measurements.Off-design, the stator pressure deficit increases in the wake, but the loss core due to the statorcorner separation increases significantly. This is a consequence of the large positive incidenceon the stator hub region and the overturning of the low momentum fluid.

?D = 0.55 ? intermediate = 0.52 ?NS = 0.49

0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8

Y pY pD

= 1 Y pY pD

= 1:04 Y pY pD

= 1:07

Figure 9: Measured stagnation pressure deficit across the stator at ReD for 3 different φ

EFFECT ON AERODYNAMICS OF REYNOLDS NUMBERThe Re of the compressor was adjusted by setting the rotational speed of the rig. The φ at

rotor inlet was kept constant by modifying the throttle position. Figure 10 shows that this wasachieved, as the rotor incidence angle was constant across the span at all 3 Re. Differenceswithin the other 3 plots in figure 10 are therefore an indication of the effects of changes in Re.Increasing Re to 10 × 104 decreases the rotor midspan deviation angle by 1°. This could becaused by a thinner turbulent boundary layer separation formed further downstream the chorddue the higher Re flow. When Re is decreased to 2 × 104 the midspan deviation decreaseswhile the deviation at the hub region increases by about 4°. This along with the increased rotorloss from figure 8b are evidence to support a significant increase in the hub corner separation.The corner separation could have formed due to a non-reattached laminar separation at the rotorhub suction side. This is possible as the local Re is much lower in that region due to the lowerrelative flow speed. The subsequent mass flow redistribution causes higher momentum flowhigher up the span thus decreasing midspan deviation.The tip loss also increases at low Re, see figure 8b, which could be caused by the thickerboundary layer at this Re. The rotor enlarged hub corner separation and tip flow at the low Re

7

Page 8: Reynolds number effects on the aerodynamics of compact axial … · 2017-12-18 · Paper ID: ETC2017-227 Proceedings of 12th European Conference on Turbomachinery Fluid dynamics &

increase the flow incidence angle onto the stator. The blockage caused by these, increases theflow through the midspan region that in turn decreases the local stator incidence. Overall, thestator deviation remains at around 10° with a modified spanwise variation. Figure 11 shows thatthe pressure deficit affiliated with the stator hub corner separation increases, this is subsequentto the highly positive stator incidence over a larger proportion of the span, see figure 10.

-10 0 10ir

0

0.2

0.4

0.6

0.8

1

Span

0 10 20/r

-10 0 10is

0 10 20/s

Re = 10# 104 ReD Re = 2# 104

Figure 10: Measured spanwise distribution of incidence and deviation at φDDecreasing the Reynolds number, in experiments, increases the total loss in both the rotor andstator, see figure 12. In general, the loss in the stator is higher, but loss in the rotor increasesmore rapidly at low Re than loss in the stator. This is due to the rapid growth of the rotorhub separation. From figures 8, 9 and 11 it is evident, during these experiments, the 3D lossesdominate 2D losses.

Y pY pD

= 0:9

Re= 10# 104

Y pY pD

= 1

ReD

Y pY pD

= 1:12

Re= 2# 104

0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8

Figure 11: Measured stagnation pressure deficit across the stator at 3 different ReTo increase the performance of the compressor at the lowest Re the rotor hub region couldbe redesigned. A higher hub section chord and compound lean are possible ways to suppressthe hub corner separation. In the stator, the loss could be reduced by better matching of thespanwise distribution of the stator inlet angle to the measured absolute flow angle delivered bythe rotor. In addition, compound lean could be applied to reduce loading at the hub and casing.

8

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0 2 4 6 8 10 12Re #104

0.5

1

1.5

2

2.5

3

Yp=

Yp D

0 2 4 6 8 10 12Re #104

CFD EXP

Rotor Stator

Figure 12: Measured (blue) and Computational (green) variation of blade row Yp with Re

CFD LIMITATIONSIn this section, the limitations of using steady fully turbulent RANS CFD, with Spalart

Allmaras turbulence model, as a design tool for Low Re, with transition flow compressors areinvestigated. As shown earlier by figure 6 at ReD and φD the angular momentum and staticpressure distributions are captured well by CFD. However, in the axial velocity plots, the 3Dflow in the hub and tip regions lead to significant differences between the CFD and experiment.Since the CFD endwall flows exiting the rotor are incorrect, the stator oncoming flow is notproperly matched and thus the stator exit flow and performance is also poorly matched.

0.2 0.3 0.4 0.5 0.6 0.7Vx=Umid

0

0.2

0.4

0.6

0.8

1

Span

ReD Re = 2# 104

Figure 13: Measured (solid) and Computational (dashed) spanwise rotor exit axial velocitydistribution at φD for ReD and Re = 2× 104

At Re = 2×104 the CFD cannot capture the rotor exit hub velocity deficit caused by the cornerseparation, see figure 13. As discussed previously the rotor hub flow is primarily laminar, thusCFD with fully turbulent flow cannot predict its effect. The mass flow redistribution present inthe experiments is therefore not present in the CFD thus the stator incident flow is different.

9

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The stator loss distribution is badly captured at off-design conditions, see figure 9 comparedwith figure 14. The stator corner separation is larger in CFD than the experiments towardsstall, and the separation extends across most of the passage. The stator hub region suction sideturbulent reattachment that exists in the experiment does not get captured by the CFD thus alarger turbulent separation is present.

?D = 0.55 ? intermediate = 0.52 ?NS = 0.49

0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8

Y pY pD

= 1 Y pY pD

= 1:12 Y pY pD

= 1:17

Figure 14: Computed stator exit stagnation pressure at ReD

CONCLUSIONSThe main aerodynamic losses in a compact compressor operating at low Re are due to 3D

effects in the endwall regions. These losses increase with a decrease in either Re or φ. AtRe < 4 × 104, for the compressor stage investigated, there is a large corner separation in thehub region of the rotor. Measured loss coefficients in the endwall regions were found to almostdouble at low Re and deviation in the rotor and stator was around 10° across the span at alloperating conditions.Steady fully turbulent RANS CFD can capture the overall spanwise variations in pressure andvelocity, but not with the endwall flow. The absence of transition modelling causes a mis-calculation of the boundary layers and separations. In particular, the CFD cannot capture therotor hub separation. Since the rotor exit flow is not matched, the stator performance is alsoincorrectly captured causing large corner separations to form, which do not appear in the ex-periments. At low Re, CFD should be used with caution for guiding the design, and for moreaccurate predictions transition modelling and alternative turbulence models could be explored.

ACKNOWLEDGEMENTSThe authors would like to thank Dr Mark Johnson and Dyson Ltd. for supporting and per-

mitting the publication of this work. Stefan Waterson provided excellent technician support forthe development of the rig. Relevant discussions with colleagues Dr Andrea Maffioli, Dr FionaHughes, Kiran Auchoybur, Dr James Taylor and Nishad Sohoni are also gratefully acknowl-edged.

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NOMENCLATURE

Roman symbols

c chord

i Incidence angle = β1 − χ1

M Mach number

Ns Specific speed

P Pressure

P̃ Non-dimensional pressure = P−P01

P01−P1

rtip Tip radius

Re Reynolds number = ρV1crmid

µ

Umid Mid-span blade speed

V Absolute flow velocity

Subscripts or superscripts

0 Stagnation

1 Rotor inlet

2 Rotor exit

3 Stator exit

D Design

NS Near stall

r Rotor

rel Relative

s Stator

t Tangential

x Axial

Greek symbols

α Absolute flow angle

β Relative flow angle

δ Deviation angle = β2 − χ2

Λ Reaction

µ Dynamic viscosity

φ Flow coefficient

ρ Air density

χ Metal angle

Formulae

Pressure deficit =P02 average−P03

P02 average−P2 average

Yp Pressure loss coefficient P02−P01

P01−P1

REFERENCESAuchoybur, K. and Miller, R. J. (2016). Design of compressor endwall velocity triangles. In

ASME Turbo Expo 2015: Turbine Technical Conference and Exposition.

Brandvik, T. and Pullan, G. (2011). An accelerated 3d Navier-Stokes solver for flows in turbo-machines. Journal of Turbomachinery.

Day, I. J. (2015). Stall, Surge, and 75 Years of Research. Journal of Turbomachinery.

Dominy, R. G. and Hodson, H. P. (1992). An Investigation of Factors Influencing the Calibrationof 5-Hole Probes for 3-D Flow Measurements.

Goodhand, M. N. and Miller, R. J. (2011). Compressor Leading Edge Spikes: A New Perfor-mance Criterion. Journal of Turbomachinery.

Goodhand, M. N., Walton, K., Blunt, L., Lung, H. W., Miller, R. J., and Marsden, R. (2015).The Limitations of Ra to Describe Surface Roughness. In ASME Turbo Expo 2015: TurbineTechnical Conference and Exposition. American Society of Mechanical Engineers.

Grimshaw, S. and Taylor, J. (2016). Fast Settling Milimetre-Scale Five-Hole Probes. In ASMETurbo Expo 2016: Turbomachinery Technical Conference and Exposition, Seoul.

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Grimshaw, S. D., Pullan, G., and Hynes, T. P. (2015). Modelling Non-Uniform Bleed in AxialCompressors. page V02BT39A038.

Gunn, E. J. and Hall, C. A. (2014). Aerodynamics of Boundary Layer Ingesting Fans. pageV01AT01A024.

Maffioli, A., Hall, C., and Melvin, S. (2015). Aerodynamics of Low Reynolds Number AxialCompressor Sections. American Institute of Aeronautics and Astronautics.

NUMECA (2013). IGG, Autogrid5. Numeca International.

Pullan, G., Young, A. M., Day, I. J., Greitzer, E. M., and Spakovszky, Z. S. (2015). Origins andStructure of Spike-Type Rotating Stall. Journal of Turbomachinery, 137(5):051007–051007–11.

Rhoden, H. G. (1952). Effects of Reynolds Number on the flow of air through a cascade ofcompressor blades. ARC, R&M.

Spalart, P. R. and Allmaras, S. R. (1994). A One - Equation Turbulence Model for AerodynamicFlows. No. 1:pp. 5–21.

Taylor, J. V. and Miller, R. J. (2015). Competing 3d Mechanisms in Compressor Flows. InASME Turbo Expo 2015: Turbine Technical Conference and Exposition.

To, H. O. and Miller, R. J. (2015). The Effect of Aspect Ratio on Compressor Performance. InASME Turbo Expo 2015: Turbine Technical Conference and Exposition.

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