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This article was downloaded by: [H. S. Naji] On: 15 July 2013, At: 08:49 Publisher: Taylor & Francis Informa Ltd Registered in England and Wales Registered Number: 1072954 Registered office: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UK Petroleum Science and Technology Publication details, including instructions for authors and subscription information: http://www.tandfonline.com/loi/lpet20 A Rigorous Yet Simple Dead Oil Viscosity Correlation H. S. Naji a a Faculty of Earth Sciences , King Abdulaziz University , Jeddah , Saudi Arabia Published online: 15 Jul 2013. To cite this article: H. S. Naji (2013) A Rigorous Yet Simple Dead Oil Viscosity Correlation, Petroleum Science and Technology, 31:17, 1717-1726, DOI: 10.1080/10916466.2010.551242 To link to this article: http://dx.doi.org/10.1080/10916466.2010.551242 PLEASE SCROLL DOWN FOR ARTICLE Taylor & Francis makes every effort to ensure the accuracy of all the information (the “Content”) contained in the publications on our platform. However, Taylor & Francis, our agents, and our licensors make no representations or warranties whatsoever as to the accuracy, completeness, or suitability for any purpose of the Content. Any opinions and views expressed in this publication are the opinions and views of the authors, and are not the views of or endorsed by Taylor & Francis. The accuracy of the Content should not be relied upon and should be independently verified with primary sources of information. Taylor and Francis shall not be liable for any losses, actions, claims, proceedings, demands, costs, expenses, damages, and other liabilities whatsoever or howsoever caused arising directly or indirectly in connection with, in relation to or arising out of the use of the Content. This article may be used for research, teaching, and private study purposes. Any substantial or systematic reproduction, redistribution, reselling, loan, sub-licensing, systematic supply, or distribution in any form to anyone is expressly forbidden. Terms & Conditions of access and use can be found at http://www.tandfonline.com/page/terms- and-conditions

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Page 1: A Rigorous Yet Simple Dead Oil Viscosity Correlation · 2017-01-06 · A NEW DEAD OIL VISCOSITY CORRELATION 1719 The previous correlations are only few of many excellent correlations

This article was downloaded by: [H. S. Naji]On: 15 July 2013, At: 08:49Publisher: Taylor & FrancisInforma Ltd Registered in England and Wales Registered Number: 1072954 Registeredoffice: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UK

Petroleum Science and TechnologyPublication details, including instructions for authors andsubscription information:http://www.tandfonline.com/loi/lpet20

A Rigorous Yet Simple Dead Oil ViscosityCorrelationH. S. Naji aa Faculty of Earth Sciences , King Abdulaziz University , Jeddah ,Saudi ArabiaPublished online: 15 Jul 2013.

To cite this article: H. S. Naji (2013) A Rigorous Yet Simple Dead Oil Viscosity Correlation, PetroleumScience and Technology, 31:17, 1717-1726, DOI: 10.1080/10916466.2010.551242

To link to this article: http://dx.doi.org/10.1080/10916466.2010.551242

PLEASE SCROLL DOWN FOR ARTICLE

Taylor & Francis makes every effort to ensure the accuracy of all the information (the“Content”) contained in the publications on our platform. However, Taylor & Francis,our agents, and our licensors make no representations or warranties whatsoever as tothe accuracy, completeness, or suitability for any purpose of the Content. Any opinionsand views expressed in this publication are the opinions and views of the authors,and are not the views of or endorsed by Taylor & Francis. The accuracy of the Contentshould not be relied upon and should be independently verified with primary sourcesof information. Taylor and Francis shall not be liable for any losses, actions, claims,proceedings, demands, costs, expenses, damages, and other liabilities whatsoever orhowsoever caused arising directly or indirectly in connection with, in relation to or arisingout of the use of the Content.

This article may be used for research, teaching, and private study purposes. Anysubstantial or systematic reproduction, redistribution, reselling, loan, sub-licensing,systematic supply, or distribution in any form to anyone is expressly forbidden. Terms &Conditions of access and use can be found at http://www.tandfonline.com/page/terms-and-conditions

Page 2: A Rigorous Yet Simple Dead Oil Viscosity Correlation · 2017-01-06 · A NEW DEAD OIL VISCOSITY CORRELATION 1719 The previous correlations are only few of many excellent correlations

Petroleum Science and Technology, 31:1717–1726, 2013

Copyright © Taylor & Francis Group, LLC

ISSN: 1091-6466 print/1532-2459 online

DOI: 10.1080/10916466.2010.551242

A Rigorous Yet Simple Dead Oil Viscosity Correlation

H. S. Naji1

1Faculty of Earth Sciences, King Abdulaziz University, Jeddah, Saudi Arabia

A rigorous yet simple correlation for the estimation of dead oil viscosity is proposed. The new

correlation requires oil API gravity and system temperature as the only correlation parameters. It

calculates the Watson characterization factor as a function of oil API gravity. Hence, the paraffinicity

or character of the crude oil is implicitly taken into account. The new correlation was checked

against other correlations for a full spectrum of oil API gravities and system temperatures. It per-

formed exceptionally good thus eliminating the lengthy and complex calculation procedure of other

correlations.

Keywords: correlation, dead oil, phase behavior, simulation, viscosity

1. INTRODUCTION

During the course of reservoir simulation, the task of calculating dead oil viscosity is required

at the initialization stage or whenever oil composition changes. Many correlations were proposed

to estimate viscosity of the dead oils at atmospheric pressures and reservoir temperatures. Mostcommon correlations, however, require the dead oil API gravity and reservoir temperature as the

only correlating parameters (Naji, 2011). Beal (1946) suggested the following correlation:

�od D�

0:32C1:8 � 107

API4:5a

� �

360

T C 200

�X

(1)

X D 10.0:43C8:3aAPI

/: (2)

Beggs and Robinson (1975) suggested this correlation:

�od D 10X � 1; (3)

X D 10.3:032a�0:02023API /T �1:16a: (4)

Glasø (1980) suggested the following correlation:

�od D 3:141 � 1010T �3:44�.log.API//X ; (5)

X D 10:313 log.T / � 36:447: (6)

Address correspondence to H. S. Naji, Faculty of Earth Sciences, King Abdulaziz University, PO Box 80206, Jeddah

21589, Saudi Arabia. E-mail: [email protected]

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1718 H. S. NAJI

Egbogah and Ng (1990) suggested the following correlation:

�od D 10X � 1; (7)

X D 101:865a�0:02508aAPI�0:56441log.T /: (8)

Al-Khafaji et al. (1987) suggested this correlation:

�od DN

D; (9)

N D 10.4:956a�0:00488T/; (10)

D D�

API CT

30� 14:29

�2:709

: (11)

Petrosky (1990) suggested the following correlation:

�od D A � B; (12)

A D 2:3511� 107T �2:1025s; (13)

B D Œlog.API/�.4:5938a log.T /�22:82792/: (14)

Kartoatmodjo and Schmidt (1994) suggested this correlation:

�od D A � B; (15)

A D 1:6 � 109T 02:8177; (16)

B D Œlog.API/�5:7526 log.T /�26:9718: (17)

Dindoruk and Christman (2004) have suggested a correlation that requires bubblepoint pressureand solution gas/oil ratio at the bubblepoint pressure as extra parameters. Their correlation is

given by

�od Da3T

a4.log.API//A

a5pa6

b C c7Ra8

3b

; (18)

A D a1 log.T /C a2; (19)

a1 D 14:505357625; (20)

a2 D �44:868655416; (21)

a3 D 9:36579e9; (22)

a4 D �4:194017808; (23)

a5 D �3:1461171e � 9; (24)

a6 D 1:517652716; (25)

a7 D 0:010433654; (26)

a8 D �0:00077688: (27)

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A NEW DEAD OIL VISCOSITY CORRELATION 1719

The previous correlations are only few of many excellent correlations found in the literature. Themain drawback of such correlations, however, is that they ignore the paraffinicity or character of

the crude oil.

Correlations that utilize the Watson characterization factor for defining the paraffinicity or

character of the crude oil have been proposed. Those correlations show stable viscosity predictionsover a wide range of prevailing temperature. Such correlations were not extensively used by

the industry due to their lengthy and complex procedure. Twu (1985) proposed a correlation

that requires the dead oil API gravity, reservoir temperature, and Watson characterization factor.

Bergman and Sutton (2007) revised Twu coefficients and proposed new regression equationsfor the kinematic viscosity at the reference temperatures of 100ıF and 210ıF. Twu’ (1985) and

Bergman and Sutton’ (2007) procedure may be summarized as follows:

�od D oT voT ; (28)

where oT is the crude oil specific gravity as affected by the temperature T and is given by

oT D 0:999012 o6oVCFT ; (29)

o6o is the crude oil specific gravity . o/ at 60ıF.

VCFT is the crude oil volume correction factor with a base temperature of 60ıF:

VCFT D E Œ�˛6e�T .1C0:8˛6a�T /�; (30)

˛60 is the thermal expansion coefficient with a base temperature of 60ıF:

˛6o �K0 CK1 o6o

2o6o

: (31)

The coefficients K0 and K1 are given for each liquid of interest. The ASTM D1250-80 (2002)code provides values for both pure components and generalized crude oils, which were updated

by Bergman and Sutton (2007) for pure components as

K0 D 3:4175 � 10�4; (32)

K1 D �4:542 � 10�5: (33)

Whereas for the generalized crude oils, the updated values are given by:

K0 D 2:5042� 10�4; (34)

K1 D 8:3020� 10�5: (35)

�T D T � 60 is the temperature difference between base and current temperatures.

voT is the crude oil kinematic viscosity as affected by the temperature T . It is evaluated asfollows:

voT D � e�: (36)

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1720 H. S. NAJI

Other parameters are given by

� D �0:7487� 3:295 C 0:6119 2 � 0:3193 3; (37)

D .ZT � 0:7/; (38)

ZT D e� ; (39)

� D eH ; (40)

H D lnŒln.Z100/�C BŒln.TAbs/ � ln.559:67/�; (41)

B DlnŒln.Z210/� � lnŒln.Z100/�

ln.669:67/� ln.559:67/; (42)

TAbs D T C 459:67; (43)

Z100 D .v100 C 0:7/C eŒ�1:47�1:84.v100/�0:51.v100/2�; (44)

Z210 D .v210 C 0:7/C eŒ�1:47�1:84.v210/�0:51.v210/2�: (45)

Twu (1985) adopted the following expressions for calculating kinematic viscosities of the crudeoil at the two reference temperatures of 100ıF and 210ıF:

v100 D eln.v1C

450Tb

/.1C2f11�2f1

/2

�450

Tb

; (46)

v210 D eln.v2C

450Tb

/.1C2f21�2f2

/2

�450

Tb

; (47)

v1 D e0:801621C1:37179 ln.v2/; (48)

v2 D e4:73227�27:0975˛C49:4491˛2�50:4706˛4

C 1:5; (49)

f1 D 1:33932�� o � 21:1141.� o/

2

pTb

; (50)

f2 D �� o � 21:1141.� o/

2

pTb

; (51)

� D

ˇ

ˇ

ˇ

ˇ

1:99873�56:7394

pTb

ˇ

ˇ

ˇ

ˇ

: (52)

Using nonlinear regression techniques on various forms from Twu (1985), Bergman and Sutton

(2007) updated those expressions to minimize the error in the calculated dead oil viscosity. The

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A NEW DEAD OIL VISCOSITY CORRELATION 1721

final resulting equations are given by

v100 D eln.v1C

232:442Tb

/.1C2f11�2f1

/2

�232:442

Tb

; (53)

v210 D eln.v2C

232:442Tb

/.1C2f21�2f2

/2

�232:442

Tb

; (54)

v1 D e0:701254C1:38359 ln.v2/C0:103604Œln.v2/�2 ; (55)

v2 D e2:40219�9:59688˛C3:45656˛2�143:632˛4

C 0:152995; (56)

f1 D 0:980633�� o � 47:6033.� o/

2

pTb

; (57)

f2 D �� o � 47:6033.� o/

2

pTb

; (58)

� D

ˇ

ˇ

ˇ

ˇ

2:68316�62:0863

pTb

ˇ

ˇ

ˇ

ˇ

: (59)

Other parameters are given by

� o D o � oo ; (60)

oo D 0:843593� 0:128624˛ � 3:36159˛3 � 13749:5˛12; (61)

˛ D 1 � �; (62)

� D 0:533272C 1:91017� 10�4Tb C 7:79681� 10�8T 2b

� 2:84376� 10�11T 1b C 9:59468� 1027T �1a

b : (63)

This concludes the correlation of Twu (1985) and its update by Bergman and Sutton (2007).

Note, however, that the procedure is lengthy, complex, and requires the boiling point as an extraparameter.

2. THE NEW CORRELATION

In this study, the dead oil viscosity correlation developed by Twu (1985) and its later update by

Bergman and Sutton (2007) were used to generate viscosities, as a function of temperature, for

API gravities in the range 15–75 at a step size of 5ı API. Additionally, viscosities were generatedas a function of API gravity, for temperatures in the range 50–700 at a step size of 10ıF. Nonlinear

regression methods were applied to all data sets of the generated viscosities. The following final

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1722 H. S. NAJI

FIGURE 1 Plot of dead oil viscosity versus temperature for the various correlations and four sets of API

gravities: 15ı, 35ı, 55ı, and 75ı API. (color figure available online)

resulting equations were obtained:

�od D eX ; (64)

X D ao C a1API C a2API2 C a3API3 C a4API4; (65)

a0 D 32:33430� 2:087709� 10�1T C 6:3561� 10�4T 2

� 9:503757� 10�7T 2 C 5:495131� 10�10T 4; (66)

a1 D �1:856230C 1:154522� 10�2T � 3:438567� 10�5T 1

C 5:062298� 10�2T 2 � 2:927572� 10�11T 4; (67)

a2 D 4:429566� 10�2 � 2:679795� 10�4T C 7:636526� 10�7T 2

� 1:110438� 10�9T 3 C 6:483044� 10�10T 4; (68)

a2 D �5:036133� 10�4 C 2:938302� 10�6T D 8:082334� 10�9T 2

C 1:174944� 10�11T 2 � 6:988541� 10�15T 4; (69)

a4 D 2:202543� 10�6 � 1:252737� 10�8T C 3:375388� 10�11T 2

� 4:955252� 10�14T 3 C 3:011429� 10�17T 4: (70)

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A NEW DEAD OIL VISCOSITY CORRELATION 1723

FIGURE 2 Plot of dead oil viscosity for this study and Twu (1985) and Bergman and Sutton (2007) versus

temperature for the various sets of API gravities. (color figure available online)

3. RESULTS AND DISCUSSIONS

All dead oil viscosity correlations considered in this study require oil API gravity and system tem-

perature as the only input. Dindoruk and Schmidt (2004) correlation, however, requires bubblepoint

pressure and solution gas/oil ratio at the bubblepoint pressure as extra parameters. Therefore, for

brevity, this correlation was excluded from the comparisons made in this study. To cover the fullspectrum of oil API gravities and system temperatures, dead oil viscosities were generated for

API gravities in the range 15–75 and for temperature values in the range 50 to 700ıF.

Figure 1 is a plot of the calculated dead oil viscosity versus temperature for the various

correlations and for four sets of API gravities 15, 35, 55, and 75. Note how the correlation ofthis study matches well with Bergman and Sutton (2007) correlation, which is an update to Twu

(1985) correlation (see Figure 2). Similarly, Figure 3 is a plot of the dead oil viscosity versus

oil API gravity for the various correlations and for four sets of system temperatures, 100, 300,

500, and 700ıF. The correlation of this study also matches well with Bergman and Sutton (2007)correlation (see Figure 4).

4. CONCLUSIONS

The dead oil viscosity correlations fall into two categories: the first category requires oil API

gravity and system temperature as the only input parameters. This category, however, ignores theparaffinicity or character of the crude oil, which may render it as the least accurate. The second

category requires the Watson characterization factor as an extra parameter. Correlations in this

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1724 H. S. NAJI

FIGURE 3 Plot of dead oil viscosity versus oil API gravity for the various correlations and four sets of

temperatures: 100, 200, 300, and 400ıF. (color figure available online)

FIGURE 4 Plot of dead oil viscosity for this study and Twu (1985) and Bergman and Sutton (2007) versus oil

API gravities for the various temperatures. (color figure available online)

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A NEW DEAD OIL VISCOSITY CORRELATION 1725

category were ignored due to their lengthy and complex procedure. However, such correlationsshow stable viscosity predictions over a wide range of prevailing temperature.

A new dead oil viscosity correlation, that considers oil paraffinicity, has been proposed. The

correlation requires oil API gravity and system temperature as the only correlating parameters. It

implicitly calculates the Watson characterization factor as a function of oil API gravity. Hencethe paraffinicity or character of the crude oil is implicitly accounted for. The new correlation is

simple and straightforward compared to other correlations of the same category. It is also rigorous

in the sense that it matches excellent with the predictions of other correlations with maximum

average error of 0.0328 and maximum average absolute error of 0.0328. In conclusion, the newcorrelation eliminates the lengthy and complex procedure of both Twu (1985) and Bergman and

Sutton (2007) correlations. It offers researchers a simple and straightforward method of generating

dead oil viscosities.

REFERENCES

Al-Khafaji, A. H., Abdul-Majeed, G. H., and Hassoon, S. F. (1987). Viscosity correlation for dead, live, and undersaturated

crude oils. J. Pet. Res. 6:1–16.

ASTM International. (2002). Petroleum measurement tables—volume correction factors, volume X-background, develop-

ment and program documentation. ASTM D1250-80. Philadelphia, PA: ASTM.

Beal, C. (1946). The viscosity of air, water, natural gas, crude oils and its associated gases at oil field temperatures and

pressures. Trans. AIME 165:94–112.

Beggs, H. D., and Robinson, J. R. (1975). Estimating the viscosity of crude oil systems. J. Pet. Technol. 27:1140–

1141.

Bergman, D. F., and Sutton, R. P. (2007). A consistent and accurate dead-oil-viscosity method. SPE 110194, 2007 SPE

Annual Technical Conference and Exhibition, Anaheim, California, November 11–14.

Dindoruk, B., and Christman, P. G. (2004). PVT properties and viscosity correlations for Gulf of Mexico oils. SPE Res.

Eval. Eng. 7:427–437.

Egbogah, E. O., and Ng, J. T. (1990). An improved temperature-viscosity correlation for crude oil systems. J. Pet. Sci.

Eng. 5:197–200.

Glasø, Ø. (1980). Generalized pressure-volume-temperature correlations. J. Pet. Technol. 32:785–795.

Kartoatmodjo, T., and Schmidt, Z. (1994). Large data bank improves crude physical property correlations. Oil Gas J.

4:51–55.

Naji, H. S. (2011). The dead oil viscosity correlations—a C-sharp simulation approach. JKAU: Engineering Sci. 22:61–

87.

Petrosky, G. E. Jr. (1990). PVT correlations for Gulf of Mexico crude oils. M.S. Thesis, Lafayette, Louisiana: University

of Southwestern Louisiana.

Twu, C. H. (1985). Internally consistent correlation for predicting liquid viscosities of petroleum fractions. Ind. Eng.

Chem. Process Des. Dev. 34:1287–1293.

NOMENCLATURE

AE average error, % D100

N

NX

iD1

Xicalc�Ximeas

Ximeas

AAE average absolute error, % D100

N

NX

iD1

ˇ

ˇ

ˇ

ˇ

Xicalc�Ximeas

Ximeas

ˇ

ˇ

ˇ

ˇ

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1726 H. S. NAJI

STDEV standard deviation D

s

PNiD1.Xi �X/2

N � 1

AP! oil specific gravity in API units, ıAPIP current system pressure, psia

Pb oil bubble point pressure, psia

Rsb solution gas/oil ratio at the bubble-point pressure, SCF/STB

T system temperature, ıF�od dead oil viscosity, cp

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