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Foam Flow Meeting, January 23, 2014 1 Liquid Loading Current Status, New Models and Unresolved Questions Mohan Kelkar and Shu Luo The University of Tulsa

Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Liquid loading

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Page 1: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 1

Liquid LoadingCurrent Status, New Models and

Unresolved Questions

Mohan Kelkar and Shu Luo

The University of Tulsa

Page 2: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 2

Outline

• Definition of liquid loading• Literature Survey• Our Data• Model Formulation• Model Validation• Program Demonstration• Summary

Page 3: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 3

What is liquid loading?

• Minimum pressure drop in the tubing is reached

• The liquid drops cannot be entrained by the gas phase (Turner et al.)

• The liquid film cannot be entrained by the gas phase (Zhang et al., Barnea)

• The answers from different definitions are not the same

Page 4: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 4

Traditional Definition

OPR

IPR

Transition Point

Stable

Unstable

Liquid Loading

Page 5: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 5

Traditional Definition

• As gas flow rate increases and

• At low velocities decreases faster than increase in

• When two gradients are equal, minimum occurs

Page 6: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 6

Definition Based on Mechanisms

• Two potential mechanisms of transition from annular to slug flow Droplet reversal Film Reversal

• Models are either based on droplet reversal (Turner) or film reversal (Barnea)

Page 7: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 7

Literature Data

• Air-water data are available • The data reported is restricted to 2” pipe• Very limited data are available in pipes

with diameters other than 2”• No data are available for other fluids

Page 8: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 8

Generalized Conclusions(2” pipe)

• Minimum pressure drop for air-water flow occurs at about 21 m/s

• The liquid film reversal starts at around 15 m/s

• The dimensionless gas velocity is in the range of 1.0 to 1.1 at minimum point

Page 9: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 9

Liquid Film Reversal

Westende et al., 2007

Page 10: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 10

Liquid Film Reversal

Westende et al., 2007

At 15 m/s, liquid starts to flow counter current with the gas stream

Page 11: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 11

Liquid Film Reversal

Zabaras et al., 1986

Minimum is at 20 m/s (blue line)Residual pressure reaches azero value at lower velocity

Page 12: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 12

Entrained Liquid Fraction

Alamu, 2012

Page 13: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Inception of Liquid Loading

Belfroid et al., 2013

For vertical pipeOLGA = 12 m/sExptl = 14 m/s

Page 14: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 14

Our Data

Page 15: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 15

Air-Water Flow

• Skopich and Ajani conducted experiments in 2” and 4” pipes

• The results observed are different based on film reversal and minimum pressure drop – consistent with literature

• However, the experimental results are very different for 2” versus 4” pipe

Page 16: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 16

Calculation Procedure

• Total pressure drop is measured and gradient is calculated

• Holdup is measured and gravitational gradient is calculated

• Subtracting gravitational pressure gradient from total pressure gradient to get frictional pressure gradient

• By dividing the incremental pressure gradient by incremental gas velocity, changes in gravitational and frictional gradients with respect to gas velocity are calculated.

Page 17: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 17

dPG vs. dPF

Air-Water, 2 inch, vsl=0.01 m/s

Minimum

Page 18: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 18

Total dp/dzAir-Water, 2 inch, vsl=0.01 m/s

Film Reversal

Page 19: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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dP/dz)G vs. dP/dz)F

Air-Water, 2 inch, vsl=0.01 m/s

dp/dz)F is zero

Page 20: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 20

dPT - dPG

Air-Water, 2 inch, vsl=0.01 m/s

Transition at 16 m/s

Page 21: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Pressure at BottomAir-Water, 2 inch, vsl=0.01 m/s

Pressure build up

No pressure build up

Page 22: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 22

dP/dz)G vs. dP/dz)F

Data from Netherlands (2 inch)

dp/dz)F is zero

Page 23: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 23

What should we expect for 3” or 4” pipeline?

• Based on the above equation, the minimum should shift to right as diameter increases

• If the above equation is correct, the ratio of uG/√d at unstable point should be constant

Page 24: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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dPG vs. dPF

Air-Water, 4 inch, vsl=0.01 m/s

Minimum

Page 25: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Total dp/dzAir-Water, 4 inch, vsl=0.01 m/s

Film Reversal

Page 26: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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dP/dz)G vs. dP/dz)F

TUFFP (3 inch, vsl=0.1 m/s)

dp/dz)F is zero

Page 27: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 27

dP/dz)G vs. dP/dz)F

Air-Water, 4 inch, vsl=0.01 m/s

dp/dz)F is zero Film reversal

Page 28: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Effect of Diameteron Liquid Loading

1 1.2 1.4 1.6 1.8 2 2.20

5

10

15

20

25

d1/2

uG

, m/s

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Why diameter impacts?Film thickness?

(a) vSL=0.01 m/s

(b) vSL=0.05 m/s

0

0.0001

0.0002

0.0003

0.0004

0.0005

0.0006

15.0 20.0 25.0 30.0

δ[m]

vSG [m/s]

ID=2in ID=4in

0

0.0002

0.0004

0.0006

0.0008

0.001

15.0 20.0 25.0 30.0

δ[m]

vSG [m/s]

ID=2in ID=4in

Skopich et al., SPE 164477

Page 30: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 30

Liquid Loading Definition

• Liquid loading starts when liquid film reversal occurs

• We adopt the model of film reversal to predict inception of liquid loading

• The reason for this adoption, as we will show later, is because we are able to better predict liquid loading for field data using this methodology.

Page 31: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 31

BackgroundTurner’s Equation

• The inception of liquid loading is related to the minimum gas velocity to lift the largest liquid droplet in the gas stream.

• Turner et al.’s Equation:

• This equation is adjusted upward by approximately 20 percent from his original equation in order to match his data.

𝑣𝐺 ,𝑇=6.558 [ 𝜎 (𝜌𝐿−𝜌𝐺 )𝜌𝐺

2 ]0.25

Page 32: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Background Drawbacks with Turner’s Equation

• Turner’s equation is not applicable to all field data. Coleman et al. proposed equation (without 20% adjustment )

• Veeken found out that Turner’s results underestimate critical gas velocity by an average 40% for large well bores.

• Droplet size assumed in Turner’s equation is unrealistic based on the observations from lab experiments.

• Turner’s equation is independent of inclination angle which is found to have great impact on liquid loading.

𝑣𝐺 ,𝑇=5.465 [𝜎 ( 𝜌𝐿− 𝜌𝐺 )𝜌𝐺

2 ]0.25

Page 33: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 33

ApproachFilm Model

• Two film models are investigated to predict liquid loading: Zhang et al.’s model(2003) is developed based on

slug dynamics. Barnea’s model(1986) predicts the transition from

annular to slug flow by analyzing interfacial shear stress change in the liquid film.

Page 34: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 34

ApproachBarnea’s Model

• Constructing force balance for annular flow and predict the transition from annular to slug flow by analyzing interfacial shear stress changes.

• The combined momentum equation:

• Interfacial shear stress with Wallis correlation:

Schematic of Annular Flow

𝜏 𝐼𝑆𝐼 ( 1𝐴𝐿

+ 1𝐴𝐺

)−𝜏𝐿

𝑆𝐿

𝐴𝐿

− ( 𝜌𝐿− 𝜌𝐺 )𝑔 sin𝜃=0

𝜏 𝐼=12𝑓 𝐼 𝜌𝐺

𝑣𝑆𝐺2

(1−2𝛿)4

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Foam Flow Meeting, January 23, 2014 35

ApproachBarnea’s Model

Transition

• Solid curves represent Interfacial shear stress from combined momentum equation

• Broken curves represent Interfacial shear stress from Wallis correlation

• Intersection of solid and broken curves yields a steady state solution of film thickness and gas velocity at transition boundary

• Another transition mechanism is liquid blocking of the gas core.

Page 36: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 36

Model Formulation

• In inclined wells, the film thickness is expected to vary with radial angle

Vertical Well Inclined Well

Page 37: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Original Barnea’s Modelat Different Inclination Angles

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Non-uniform Film Thickness Model

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Non-uniform Film Thickness Model

• Let A1=A2, we can find this relationship.

• If film thickness reaches maximum at 30 degree inclination angle

𝛿𝑐=12[𝛿 (0 ,𝜃 )+𝛿 (𝜋 , 𝜃 )]

Page 40: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Non-uniform Film Thickness Model

• We will use the following film thickness equation in the new model:

𝜹 (𝜱 ,𝜽 )=[ 𝜽𝟑𝟎 𝒔𝒊𝒏 (𝜱−𝟗𝟎 )+𝟏]𝜹𝒄

𝜹 (𝜱 ,𝜽 )=[𝒔𝒊𝒏 (𝜱−𝟗𝟎 )+𝟏 ]𝜹𝒄

Page 41: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Non-uniform Film Thickness Model

• Only maximum film thickness will be used in the model because thickest film will be the first to fall back if liquid loading starts.

• Find critical film thickness δT by differentiating momentum equation. δT equals to maximum film thickness δ(π,30).

𝛿𝑐=12[0+𝛿 (𝜋 ,30 )]=1

2𝛿𝑇

Page 42: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Non-uniform Film Thickness Model

Page 43: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Other Film Shape

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Interfacial Friction Factor

• Critical gas velocity calculated by Barnea’s model is conservative compared to other methods. Fore et al. showed that Wallis correlation is reasonable for small values of film thickness and is not suitable for larger film thickness liquid film.

• A new correlation is used in the new model :

𝑓 𝐼=0.005 {1+300 [(1+ 17500𝑅𝑒𝐺

) h𝐷−0.0015]}

Page 45: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 45

Turner’s Data

• 106 gas wells are reported in his paper, all of the gas wells are vertical wells.

• 37 wells are loaded up and 53 wells are unloaded. 16 wells are reported questionable in the paper.

• Current flow rate and liquid loading status of gas well are reported.

Page 46: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 46

Turner’s Model ResultsTurner’s Data

Vg < Vg,c Vg > Vg,c

Page 47: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Barnea’s Model ResultsTurner’s Data

Page 48: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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New Model ResultsTurner’s Data

Page 49: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Coleman’s Data

• 56 gas wells are reported, all of the wells are also vertical wells.

• These wells produce at low reservoir pressure and at well head pressures below 500 psi.

• Coleman reported gas velocity after they observed liquid loading in gas wells.

Page 50: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Turner’s Model ResultsColeman’s Data

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Barnea’s Model ResultsColeman’s Data

Page 52: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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New Model ResultsColeman’s Data

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Veeken’s Data

• Veeken reported offshore wells with larger tubing size.

• 67 wells, which include both vertical and inclined wells, are presented.

• Similar to Coleman’s data, critical gas rate was reported.

• Liquid rate were not reported in the paper. We assumed a water rate of 5 STB/MMSCF.

Page 54: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 54

Turner’s Model Results Veeken’s Data

Page 55: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Barnea’s Model Results Veeken’s Data

Page 56: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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New Model Results Veeken’s Data

Page 57: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 57

Chevron Data

• Production data: Monthly gas production rate Monthly water and oil production rate

• 82 wells have enough information to analyze liquid loading

• Two tubing sizes: 1.995 and 2.441 inch• Get average gas and liquid production rate

when cap string is installed from service history. Assume liquid loading occurred at this point.

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Foam Flow Meeting, January 23, 2014 58

Production Data

Page 59: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 59

Turner’s Model Results Chevron Data

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New Model Results Chevron Data

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ConocoPhillips Data

• Daily production data and casing and tubing pressure data are available

• Select 62 wells including 7 off-shore wells• Two tubing size: 1.995 and 2.441 inch• Determine liquid loading by casing and tubing

pressure divergence.

Page 62: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 62

ConocoPhillips Field Data

Pc and Pt diverge

Liquid Loading starts at 400 MCFD

liquid loading starts

Page 63: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Turner’s Model Results ConocoPhillips Data

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New Model Results ConocoPhillips Data

Page 65: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

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Future ImprovementsBetter interfacial fi correlation

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Improvements

• Liquid Entrainment Impact on the inception of liquid loading

• Collection of 5” data• Pressure drop inspection for larger

diameter pipes• Incorporation of foam data in model

Page 67: Shu Luo and Mohan Kelkar 2014 Liquid Loading (Contains Stratified to Annular Transition Double Circle)

Foam Flow Meeting, January 23, 2014 67

Summary

• Liquid film reversal is the most appropriate model for defining liquid loading

• The effect of diameter on liquid loading is significant and is related to square root of diameter

• The film reversal can be detected either by observation of film or residual pressure drop

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Thank You!

Questions…