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Liquid loading
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Foam Flow Meeting, January 23, 2014 1
Liquid LoadingCurrent Status, New Models and
Unresolved Questions
Mohan Kelkar and Shu Luo
The University of Tulsa
Foam Flow Meeting, January 23, 2014 2
Outline
• Definition of liquid loading• Literature Survey• Our Data• Model Formulation• Model Validation• Program Demonstration• Summary
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
Foam Flow Meeting, January 23, 2014 4
Traditional Definition
OPR
IPR
Transition Point
Stable
Unstable
Liquid Loading
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
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)
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
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
Foam Flow Meeting, January 23, 2014 9
Liquid Film Reversal
Westende et al., 2007
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
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
Foam Flow Meeting, January 23, 2014 12
Entrained Liquid Fraction
Alamu, 2012
Foam Flow Meeting, January 23, 2014 13
Inception of Liquid Loading
Belfroid et al., 2013
For vertical pipeOLGA = 12 m/sExptl = 14 m/s
Foam Flow Meeting, January 23, 2014 14
Our Data
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
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.
Foam Flow Meeting, January 23, 2014 17
dPG vs. dPF
Air-Water, 2 inch, vsl=0.01 m/s
Minimum
Foam Flow Meeting, January 23, 2014 18
Total dp/dzAir-Water, 2 inch, vsl=0.01 m/s
Film Reversal
Foam Flow Meeting, January 23, 2014 19
dP/dz)G vs. dP/dz)F
Air-Water, 2 inch, vsl=0.01 m/s
dp/dz)F is zero
Foam Flow Meeting, January 23, 2014 20
dPT - dPG
Air-Water, 2 inch, vsl=0.01 m/s
Transition at 16 m/s
Foam Flow Meeting, January 23, 2014 21
Pressure at BottomAir-Water, 2 inch, vsl=0.01 m/s
Pressure build up
No pressure build up
Foam Flow Meeting, January 23, 2014 22
dP/dz)G vs. dP/dz)F
Data from Netherlands (2 inch)
dp/dz)F is zero
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
Foam Flow Meeting, January 23, 2014 24
dPG vs. dPF
Air-Water, 4 inch, vsl=0.01 m/s
Minimum
Foam Flow Meeting, January 23, 2014 25
Total dp/dzAir-Water, 4 inch, vsl=0.01 m/s
Film Reversal
Foam Flow Meeting, January 23, 2014 26
dP/dz)G vs. dP/dz)F
TUFFP (3 inch, vsl=0.1 m/s)
dp/dz)F is zero
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
Foam Flow Meeting, January 23, 2014 28
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
Foam Flow Meeting, January 23, 2014 29
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
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.
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
Foam Flow Meeting, January 23, 2014 32
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
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.
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
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.
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
Foam Flow Meeting, January 23, 2014 37
Original Barnea’s Modelat Different Inclination Angles
Foam Flow Meeting, January 23, 2014 38
Non-uniform Film Thickness Model
Foam Flow Meeting, January 23, 2014 39
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 )]
Foam Flow Meeting, January 23, 2014 40
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
Foam Flow Meeting, January 23, 2014 41
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
Foam Flow Meeting, January 23, 2014 42
Non-uniform Film Thickness Model
Foam Flow Meeting, January 23, 2014 43
Other Film Shape
Foam Flow Meeting, January 23, 2014 44
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]}
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.
Foam Flow Meeting, January 23, 2014 46
Turner’s Model ResultsTurner’s Data
Vg < Vg,c Vg > Vg,c
Foam Flow Meeting, January 23, 2014 47
Barnea’s Model ResultsTurner’s Data
Foam Flow Meeting, January 23, 2014 48
New Model ResultsTurner’s Data
Foam Flow Meeting, January 23, 2014 49
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.
Foam Flow Meeting, January 23, 2014 50
Turner’s Model ResultsColeman’s Data
Foam Flow Meeting, January 23, 2014 51
Barnea’s Model ResultsColeman’s Data
Foam Flow Meeting, January 23, 2014 52
New Model ResultsColeman’s Data
Foam Flow Meeting, January 23, 2014 53
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.
Foam Flow Meeting, January 23, 2014 54
Turner’s Model Results Veeken’s Data
Foam Flow Meeting, January 23, 2014 55
Barnea’s Model Results Veeken’s Data
Foam Flow Meeting, January 23, 2014 56
New Model Results Veeken’s Data
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.
Foam Flow Meeting, January 23, 2014 58
Production Data
Foam Flow Meeting, January 23, 2014 59
Turner’s Model Results Chevron Data
Foam Flow Meeting, January 23, 2014 60
New Model Results Chevron Data
Foam Flow Meeting, January 23, 2014 61
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.
Foam Flow Meeting, January 23, 2014 62
ConocoPhillips Field Data
Pc and Pt diverge
Liquid Loading starts at 400 MCFD
liquid loading starts
Foam Flow Meeting, January 23, 2014 63
Turner’s Model Results ConocoPhillips Data
Foam Flow Meeting, January 23, 2014 64
New Model Results ConocoPhillips Data
Foam Flow Meeting, January 23, 2014 65
Future ImprovementsBetter interfacial fi correlation
Foam Flow Meeting, January 23, 2014 66
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
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
Foam Flow Meeting, January 23, 2014 68
Thank You!
Questions…