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Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara
Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128
Introduction
The wetting phase saturation can be described as function of
capillary pressure and fractal dimension was demonstrated by [1].
The Purcell model was found to be the best fit to the experimental
data of the wetting phase relative permeability for the cases if
the measured capillary pressure curve had the same residual
saturation as the relative permeability curve was described by [2].
A theoretical model to correlate capillary pressure and resistivity
index based on the fractal scaling theory was reported by [3]. The
fractal dimension resulting from longer transverse NMR relaxation
times and lower capillary pressure reflects the volume dimension
of larger pores was described by [4]. The fractal dimension derived
from the short NMR relaxation times is like the fractal dimension of
the internal surface was described by [4]. The fractal dimensions
can be used to represent the complexity degree and heterogeneity
of pore structure, and the coexistence of dissolution pores and
large intergranular pores of Donghetang sandstones contributes to
a heterogeneous pore throat distribution and a high value of fractal
dimension was reported by [5]. The relationship among capillary
pressure (PC), nuclear magnetic transverse relaxation time (T2)
and resistivity index (I) was studied by [6]. An increase of bubble
pressurefractaldimensionandpressureheadfractaldimensionand
decreasing pore size distribution index and fitting parameters m*n
due to possibility of having interconnected channels was confirmed
by [7]. An increase of fractal dimension with increasing arithmetic,
geometric relaxation time of induced polarization, permeability
Seismic Time Fractal Dimension for Characterizing
Shajara Reservoirs of The Permo – Carboniferous
Shajara Formation, Saudi Arabia
Khalid Elyas Mohamed Elameen Alkhidir*
Department of Petroleum and Natural Gas Engineering, college of Engineering, King Saud University, Riyadh, Saudi arabia
Received: July 18, 2018; Published: July 26, 2018
*Corresponding author: Khalid Elyas Mohamed Elameen Alkhidir, Department of Petroleum and Natural Gas Engineering, college of
Engineering, King Saud University, Riyadh, Saudi arabia. Tel no: +966114679118; Email:
UPINE PUBLISHERS
Open Access
L Modern Approaches in Oceanography
and Petrochemical Sciences
Research Article
Abstract
The quality and assessment of a reservoir can be documented in detail by the demonstration of seismic time. This research
aims to calculate fractal dimension from the relationship among seismic time, maximum seismic time and wetting phase saturation
and to approve it by the fractal dimension derived from the relationship among capillary pressure and wetting phase saturation.
In this research, porosity was measured on real collected sandstone samples and permeability was calculated theoretically from
capillary pressure profile measured by mercury intrusion contaminating the pores of sandstone samples in consideration. Two
equations for calculating the fractal dimensions have been employed. The first one defines the functional relationship between
wetting phase saturation, seismic time, maximum seismic time and fractal dimension. The second equation involves to the wetting
phase saturation as a function of capillary pressure and the fractal dimension. Two procedures for obtaining the fractal dimension
have been utilized. The first procedure was done by plotting the logarithm of the ratio between seismic time and maximum seismic
time versus logarithm wetting phase saturation. The slope of the first procedure = 3- Df (fractal dimension). The second procedure
for obtaining the fractal dimension was determined by plotting the logarithm of capillary pressure versus the logarithm of wetting
phase saturation. The slope of the second procedure = Df -3. Based on the obtained results of the fabricated stratigraphic column
and the attained values of the fractal dimension, the sandstones of the Shajara reservoirs of the Shajara Formation were divided here
into three units. The gained units from bottom to top are: Lower Shajara seismic time Fractal Dimension Unit, Middle Shajara seismic
time Fractal dimension Unit, and Upper Shajara seismic time Fractal Dimension Unit. The results show similarity between seismic
time fractal dimension and capillary pressure fractal dimension. It was also noted that samples with wide range of pore radius
were characterized by high values of fractal dimensions due to an increase in their connectivities. In our case, and as conclusions
the higher the fractal dimension, the higher the heterogeneity, the higher the permeability, the better the reservoir characteristics.
Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir.
2/6
Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara
Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128
and grain size was investigated by [8-10]. An increase of seismo
electric and fractal dimensions with increasing permeability and
grain size was described by [11].
Materials and Methods
Porosity was measured on collected sandstone samples and
permeability was calculated from the measured capillary pressure
by mercury intrusion techniques. Two procedures for obtaining
the fractal dimension have been developed. The first procedure
was completed by plotting the logarithm of the ratio between
seismic time and maximum seismic time versus logarithm wetting
phase saturation. The slope of the first procedure = 3- Df (fractal
dimension). The second procedure for obtaining the fractal
dimension was concluded by plotting the logarithm of capillary
pressure versus the logarithm of wetting phase saturation. The
slope of the second procedure = Df -3.
The seismic time can be scaled as
Sw=[ST/STmax
][3-Df]
(1)
Where Sw the wetting phase saturation, ST the seismic time
in second, STmax
the maximum seismic time in second, and Df the
fractal dimension. Equation 1 can be proofed from the frequency
dependent filtration velocity
V=[(k*ρ*ω2
*U_s)/μ] (2)
Where V the filtration velocity in meter / second, k the
permeability in square meter, ρ the fluid density in kilo gram /
cubic meter, ω the angular frequency, Us
the seismic displacement
in meter, and μ the fluid viscosity in pascal * second.
But; ω=2*π*f (3)
Where f the seismic frequency in second-1
Insert equation 3 into equation 2
V=[(k*ρ*4*π2
*f2
*Us
)/μ] (4)
But;f=1/ST (5)
Where ST the seismic time in second
Insert equation 5 into equation 4
V=[(k*ρ*4*π2
*Us
)/(μ*〖ST〗2
)] (6)
The density ρ can be scaled as
ρ=[(〖reff〗2
*CE
)/(8*σ*μ*Cs
)] 7
Where ρ the density in kilo gram / cubic meter, reff the effective
pore radius in meter, CE
the electro osmotic coefficient in pascal /
volt, σ the fluid conductivity in Siemens / meter, μ the fluid viscosity
in pascal * second and CS
the streaming potential coefficient in volt
/ pascal.
Insert equation 7 into equation 6
V=[(k*〖reff〗2
*CE
*4*π2
*Us
)/(8*σ*μ*CS
*μ*〖ST〗2
)] (8)
If the pore radius r is introduced, equation 8 will become
V=[(k*r2
*CE
*4*π2
*Us
)/(8*σ*μ*CS
*μ*〖ST〗2
)] (9)
Equation 9 after rearranging the pore radius will become
r2
=[(V*8*σ*μ*CS
*μ*〖ST〗2
)/(k*CE
*4*π2
*Us
)] (10)
The maximum pore radius rmax
can be scaled as
rmax
2
=[(V*8*σ*μ*CS
*μ*〖ST〗max
2
)/(k*CE
*4*π2
*Us
)] (11)
Where STmax
the maximum seismic time
Divide equation 10 by equation 11
[r2
/(r_max2
)]=[((V*8*σ*μ*CS
*μ*〖ST〗2
)/(k*CE
*4*π2
*Us
))/
((V*8*σ*μ*CS
*μ*〖ST〗max
2
)/(k*CE
*4*π2
*Us
))] (12)
Equation 12 after simplification will become
[r/rmax
]=[ST/〖ST〗max
] (13)
Take the logarithm of equation 13
log[r/rmax
]=log〖[ST/〖ST〗max
]〗 (14)
But;log[r/rmax
]=logSw/([3-Df]) (15)
Insert equation 15 into equation 14
logSw/([3-Df])=log〖[ST/〖ST〗max
]〗 (16)
Equation 16 after log removal will become
Sw=[ST/〖ST〗max
][3-Df]
(17)
Equation 17 the proof of equation 1 which relates the water
saturation, the seismic time, the maximum seismic time and the
fractal dimension.
Results and Discussion
Based on field observation the Shajara Reservoirs of the Permo-
Carboniferous Shajara Formation were divided here into three
units as described in Figure 1. These units from bottom to top are:
Lower, Middle, and Upper Shajara Reservoir. Their attained results
of the seismic time fractal dimension and capillary pressure fractal
dimension are demonstrated in Table 1. Based on the accomplished
results it was found that the seismic time fractal dimension is
equal to the capillary pressure fractal dimension. The maximum
value of the fractal dimension was found to be 2.7872 allocated
to sample SJ13 from the Upper Shajara Reservoir as confirmed
in Table 1. Whereas the minimum value of the fractal dimension
2.4379 was reported from sample SJ3 from the Lower Shajara
reservoir as showed in table 1. The seismic time fractal dimension
and capillary pressure fractal dimension were noted to increase
with increasing permeability as proofed in Table1 owing to the
possibility of having interconnected channels. The Lower Shajara
reservoir was represented by six sandstone samples (Figure 1),
four of which label as SJ1, SJ2, SJ3 and SJ4 as confirmed in Table1
were nominated for capillary measurements. Their positive slopes
of the first procedure (log of the ratio of seismic time to maximum
Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir.
3/6
Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara
Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128
seismic time versus log wetting phase saturation) and negative
slopes of the second procedure (log capillary pressure versus log
wetting phase saturation are delineated in Figures 2- 5 and Table
1. As we proceed from sample SJ2 to SJ3 a noticeable reduction in
permeability due to compaction was reported from 1955 md to 56
md which reflects decrease in seismic time fractal dimension from
2.7748 to 2.4379 as identified in Table 1. Again, an increase in grain
size and permeability was proved from sample SJ4 whose seismic
time fractal dimension and capillary pressure fractal dimension
was found to be 2.6843 as described in Table 1.
Figure 1: Surface type section of the Shajara reservoirs of
the Permo-Carboniferous Shajara Formation latitude 26 52
17.4 longitude 43 36 18.
Figure 2: Log (ST / STmax) & log Pc versus log Sw of
sample SJ1.
Figure 3: Log (ST / STmax) & log Pc versus log Sw of
sample SJ2.
Figure 4: Log (ST / STmax) & log Pc versus log Sw of
sample SJ3.
Figure 5: Log (ST / STmax) & log Pc versus log Sw of
sample SJ4.
Incontrast,theMiddleShajarareservoirwhichisseparatedfrom
the Lower Shajara reservoir by an unconformity surface as shown
in Figure 1. It was designated by four sandstone samples (Figure
1), three of which namely SJ7, SJ8, and SJ9 as clarified in Table1
were preferred to perform capillary pressure measurements. Their
positive slopes of the first procedure and negative slopes of the
second procedure are shown in Figures 6-8 and Table 1. Moreover,
their seismic time fractal dimensions and capillary pressure fractal
Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir.
4/6
Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara
Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128
dimensions show similarities as delineated in Table 1. Their fractal
dimension values are higher than those of samples SJ3 and SJ4 from
the Lower Shajara Reservoir due to an increase in their permeability
as described in Table 1.
Figure 6: Log (ST / STmax) & log Pc versus log Sw of
sample SJ7.
Figure 7: Log (ST / STmax) & log Pc versus log Sw of
sample SJ8.
Figure 8: Log (ST / STmax) & log Pc versus log Sw of
sample SJ9.
Ontheotherhand,theUpperShajarareservoirisseparatedfrom
the Middle Shajara reservoir by yellow green mudstone as shown in
Figure 1. It is defined by three samples so called SJ11, SJ12, SJ13 as
explained in Table 1. Their positive slopes of the first procedure and
negative slopes of the second procedure are displayed in Figures
9-11 and Table 1. Furthermore, their seismic time fractal dimension
and capillary pressure fractal dimension are also higher than those
of sample SJ3 and SJ4 from the Lower Shajara Reservoir owing to an
increase in their permeability as explained in Table 1. Overall a plot
of seismic time fractal dimension versus capillary pressure fractal
dimension as shown in Figure 12 defines three permeable zones of
varying petrophysical properties. These reservoir zones were also
proofed by plotting slopes of the first procedure versus the slopes
of the second procedure as shown in Figure 13. Such variation in
fractal dimension can account for heterogeneity which is a key
parameter in reservoir quality assessment.
Figure 9: Log (ST / STmax) & log Pc versus log Sw of
sample SJ11.
Figure 10: Log (ST / STmax) & log Pc versus log Sw of
sample SJ12.
Figure 11: Log (ST / STmax) & log Pc versus log Sw of
sample SJ13.
Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir.
5/6
Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara
Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128
Figure 12: Seismic time fractal dimension versus capillary
pressure fractal dimension.
Figure 13: positive slope of the first procedure versus
negative slope of the second procedure.
Table 1: Petrophysical model showing the three Shajara Reservoir Units with their corresponding values of seismo electric transfer
function fractal dimension and capillary pressure fractal dimension.
Formation Reservoir Sample Porosity %
k
(md)
Positive slope
of the first
procedure
Slope=3-Df
Negative slope
of the second
procedure
Slope=Df-3
Seismic
time fractal
dimension
Capillary
pressure
fractal
dimension
Permo-CarboniferousShajara
Formation
Upper Shajara
Reservoir
SJ13 25 973 0.2128 -0.2128 2.7872 2.7872
SJ12 28 1440 0.2141 -0.2141 2.7859 2.7859
SJ11 36 1197 0.2414 -0.2414 2.7586 2.7586
Middle
Shajara
Reservoir
SJ9 31 1394 0.2214 -0.2214 2.7786 2.7786
SJ8 32 1344 0.2248 -0.2248 2.7752 2.7752
SJ7 35 1472 0.2317 -0.2317 2.7683 2.7683
Lower Shajara
Reservoir
SJ4 30 176 0.3157 -0.3157 2.6843 2.6843
SJ3 34 56 0.5621 -0.5621 2.4379 2.4379
SJ2 35 1955 0.2252 -0.2252 2.7748 2.7748
SJ1 29 1680 0.2141 -0.2141 2.7859 2.7859
Conclusion
a)	 The sandstones of the Shajara Reservoirs of the permo-
Carboniferous Shajara formation were divided here into three
units based on seismic time fractal dimension.
b)	 The Units from bottom to top are: Lower Shajara seismic
time Fractal dimension Unit, Middle Shajara Seismic time
Fractal Dimension Unit, and Upper Shajara Seismic time Fractal
Dimension Unit.
c)	 These units were also proved by capillary pressure fractal
dimension.
d)	 The fractal dimension was found to increase with
increasing grain size and permeability.
Acknowledgment
The author would like to thank King Saud University, college
of Engineering, Department of Petroleum and Natural Gas
Engineering, Department of Chemical Engineering, Research Centre
at College of Engineering, and King Abdullah Institute for Research
and Consulting Studies for their supports.
References
1.	 Toledo GT, Navy RA, Davis HT, Scriven LE (1994) Capillary pressure,
water relative permeability, electrical conductivity and capillary
dispersion coefficient of fractal porous media at low wetting phase
saturation. SPE advanced technology Series 2: 136-141.
2.	 Li K, Horne RN (2002) Experimental verification of methods to calculate
relative permeability using capillary pressure data. SPE 76757,
Proceedings of the 2002 SPE Western Region Meeting/AAPG Pacific
Section Joint Meeting held in Anchorage, Alaska.
3.	 Li K, Willams W (2007) Determination of capillary Pressure function
from resistivity data. Transp. Porous Media 67(1): 1-15.
4.	 Zhang Z, Weller A (2014) Fractal Dimension of Pore-Space Geometry of
Eocene sandstone formation. Geophysics 79(6): D377-D387
5.	 Wang Z, Pan M, Shi Y, Liu L, Xiong F, et al. (2018) Fractal analysis of
Donghetangs and stones using NMR measurements. Energy & Fuels
32(3): 2973-2982.
6.	 Guo Yu hang, Pan Bao zhi, Zhang Li hua, Fang Chuan hui (2018) Research
and application of the relationship between transverse relaxation time
and resistivity index in tight sandstone reservoir. Journal of petroleum
Science and Engineering 160: 597-604.
7.	 AlKhidirKEME(2017)Pressureheadfractaldimensionforcharacterizing
Shajara Reservoirs of the Shajara Formation of the Permo-Carboniferous
Unayzah Group, Saudi Arabia. Archives of Petroleum and Environmental
Biotechnology 1-7.
Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir.
6/6
Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara
Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128
8.	 AlkhidirKEME(2018)Arithmeticrelaxationtimeofinducedpolarization
fractal dimension for characterizing Shajara Reservoirs of the Shajara
Formation. Nanoscience and Nanotechnology 2(1):1-8.
9.	 Alkhidir KEME (2018) Geometric relaxation time of induced
polarization fractal dimensionfor characterizing Shajara Reservoirs
of the Shajara formation of the Permo-Carboniferous Unayzah Group-
Permo. International Journal of Petro chemical Research 2(1): 105-108.
10.	Alkhidir KEME (2018) Geometric relaxation time of induced polarization
fractal dimensionfor characterizing Shajara Reservoirs of The Shajara
Formation of the Permo-Carboniferous Unayzah Group, Saudi Arabia.
SiFed Journal of Petroleum 2(1): 1-6.
11.	AlKhidir KEME (2018) Seismo Electric field fractal dimension for
characterizing Shajara Reservoirs of the Permo-Carboniferous Shajara
Formation, Saudi Arabia. Petroleum Petro Chemical Engineering Journal
2(4): 1-8.
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Seismic time fractal dimension for characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara Formation, Saudi Arabia

  • 1. 1/6 Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128 Introduction The wetting phase saturation can be described as function of capillary pressure and fractal dimension was demonstrated by [1]. The Purcell model was found to be the best fit to the experimental data of the wetting phase relative permeability for the cases if the measured capillary pressure curve had the same residual saturation as the relative permeability curve was described by [2]. A theoretical model to correlate capillary pressure and resistivity index based on the fractal scaling theory was reported by [3]. The fractal dimension resulting from longer transverse NMR relaxation times and lower capillary pressure reflects the volume dimension of larger pores was described by [4]. The fractal dimension derived from the short NMR relaxation times is like the fractal dimension of the internal surface was described by [4]. The fractal dimensions can be used to represent the complexity degree and heterogeneity of pore structure, and the coexistence of dissolution pores and large intergranular pores of Donghetang sandstones contributes to a heterogeneous pore throat distribution and a high value of fractal dimension was reported by [5]. The relationship among capillary pressure (PC), nuclear magnetic transverse relaxation time (T2) and resistivity index (I) was studied by [6]. An increase of bubble pressurefractaldimensionandpressureheadfractaldimensionand decreasing pore size distribution index and fitting parameters m*n due to possibility of having interconnected channels was confirmed by [7]. An increase of fractal dimension with increasing arithmetic, geometric relaxation time of induced polarization, permeability Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara Formation, Saudi Arabia Khalid Elyas Mohamed Elameen Alkhidir* Department of Petroleum and Natural Gas Engineering, college of Engineering, King Saud University, Riyadh, Saudi arabia Received: July 18, 2018; Published: July 26, 2018 *Corresponding author: Khalid Elyas Mohamed Elameen Alkhidir, Department of Petroleum and Natural Gas Engineering, college of Engineering, King Saud University, Riyadh, Saudi arabia. Tel no: +966114679118; Email: UPINE PUBLISHERS Open Access L Modern Approaches in Oceanography and Petrochemical Sciences Research Article Abstract The quality and assessment of a reservoir can be documented in detail by the demonstration of seismic time. This research aims to calculate fractal dimension from the relationship among seismic time, maximum seismic time and wetting phase saturation and to approve it by the fractal dimension derived from the relationship among capillary pressure and wetting phase saturation. In this research, porosity was measured on real collected sandstone samples and permeability was calculated theoretically from capillary pressure profile measured by mercury intrusion contaminating the pores of sandstone samples in consideration. Two equations for calculating the fractal dimensions have been employed. The first one defines the functional relationship between wetting phase saturation, seismic time, maximum seismic time and fractal dimension. The second equation involves to the wetting phase saturation as a function of capillary pressure and the fractal dimension. Two procedures for obtaining the fractal dimension have been utilized. The first procedure was done by plotting the logarithm of the ratio between seismic time and maximum seismic time versus logarithm wetting phase saturation. The slope of the first procedure = 3- Df (fractal dimension). The second procedure for obtaining the fractal dimension was determined by plotting the logarithm of capillary pressure versus the logarithm of wetting phase saturation. The slope of the second procedure = Df -3. Based on the obtained results of the fabricated stratigraphic column and the attained values of the fractal dimension, the sandstones of the Shajara reservoirs of the Shajara Formation were divided here into three units. The gained units from bottom to top are: Lower Shajara seismic time Fractal Dimension Unit, Middle Shajara seismic time Fractal dimension Unit, and Upper Shajara seismic time Fractal Dimension Unit. The results show similarity between seismic time fractal dimension and capillary pressure fractal dimension. It was also noted that samples with wide range of pore radius were characterized by high values of fractal dimensions due to an increase in their connectivities. In our case, and as conclusions the higher the fractal dimension, the higher the heterogeneity, the higher the permeability, the better the reservoir characteristics.
  • 2. Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir. 2/6 Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128 and grain size was investigated by [8-10]. An increase of seismo electric and fractal dimensions with increasing permeability and grain size was described by [11]. Materials and Methods Porosity was measured on collected sandstone samples and permeability was calculated from the measured capillary pressure by mercury intrusion techniques. Two procedures for obtaining the fractal dimension have been developed. The first procedure was completed by plotting the logarithm of the ratio between seismic time and maximum seismic time versus logarithm wetting phase saturation. The slope of the first procedure = 3- Df (fractal dimension). The second procedure for obtaining the fractal dimension was concluded by plotting the logarithm of capillary pressure versus the logarithm of wetting phase saturation. The slope of the second procedure = Df -3. The seismic time can be scaled as Sw=[ST/STmax ][3-Df] (1) Where Sw the wetting phase saturation, ST the seismic time in second, STmax the maximum seismic time in second, and Df the fractal dimension. Equation 1 can be proofed from the frequency dependent filtration velocity V=[(k*ρ*ω2 *U_s)/μ] (2) Where V the filtration velocity in meter / second, k the permeability in square meter, ρ the fluid density in kilo gram / cubic meter, ω the angular frequency, Us the seismic displacement in meter, and μ the fluid viscosity in pascal * second. But; ω=2*π*f (3) Where f the seismic frequency in second-1 Insert equation 3 into equation 2 V=[(k*ρ*4*π2 *f2 *Us )/μ] (4) But;f=1/ST (5) Where ST the seismic time in second Insert equation 5 into equation 4 V=[(k*ρ*4*π2 *Us )/(μ*〖ST〗2 )] (6) The density ρ can be scaled as ρ=[(〖reff〗2 *CE )/(8*σ*μ*Cs )] 7 Where ρ the density in kilo gram / cubic meter, reff the effective pore radius in meter, CE the electro osmotic coefficient in pascal / volt, σ the fluid conductivity in Siemens / meter, μ the fluid viscosity in pascal * second and CS the streaming potential coefficient in volt / pascal. Insert equation 7 into equation 6 V=[(k*〖reff〗2 *CE *4*π2 *Us )/(8*σ*μ*CS *μ*〖ST〗2 )] (8) If the pore radius r is introduced, equation 8 will become V=[(k*r2 *CE *4*π2 *Us )/(8*σ*μ*CS *μ*〖ST〗2 )] (9) Equation 9 after rearranging the pore radius will become r2 =[(V*8*σ*μ*CS *μ*〖ST〗2 )/(k*CE *4*π2 *Us )] (10) The maximum pore radius rmax can be scaled as rmax 2 =[(V*8*σ*μ*CS *μ*〖ST〗max 2 )/(k*CE *4*π2 *Us )] (11) Where STmax the maximum seismic time Divide equation 10 by equation 11 [r2 /(r_max2 )]=[((V*8*σ*μ*CS *μ*〖ST〗2 )/(k*CE *4*π2 *Us ))/ ((V*8*σ*μ*CS *μ*〖ST〗max 2 )/(k*CE *4*π2 *Us ))] (12) Equation 12 after simplification will become [r/rmax ]=[ST/〖ST〗max ] (13) Take the logarithm of equation 13 log[r/rmax ]=log〖[ST/〖ST〗max ]〗 (14) But;log[r/rmax ]=logSw/([3-Df]) (15) Insert equation 15 into equation 14 logSw/([3-Df])=log〖[ST/〖ST〗max ]〗 (16) Equation 16 after log removal will become Sw=[ST/〖ST〗max ][3-Df] (17) Equation 17 the proof of equation 1 which relates the water saturation, the seismic time, the maximum seismic time and the fractal dimension. Results and Discussion Based on field observation the Shajara Reservoirs of the Permo- Carboniferous Shajara Formation were divided here into three units as described in Figure 1. These units from bottom to top are: Lower, Middle, and Upper Shajara Reservoir. Their attained results of the seismic time fractal dimension and capillary pressure fractal dimension are demonstrated in Table 1. Based on the accomplished results it was found that the seismic time fractal dimension is equal to the capillary pressure fractal dimension. The maximum value of the fractal dimension was found to be 2.7872 allocated to sample SJ13 from the Upper Shajara Reservoir as confirmed in Table 1. Whereas the minimum value of the fractal dimension 2.4379 was reported from sample SJ3 from the Lower Shajara reservoir as showed in table 1. The seismic time fractal dimension and capillary pressure fractal dimension were noted to increase with increasing permeability as proofed in Table1 owing to the possibility of having interconnected channels. The Lower Shajara reservoir was represented by six sandstone samples (Figure 1), four of which label as SJ1, SJ2, SJ3 and SJ4 as confirmed in Table1 were nominated for capillary measurements. Their positive slopes of the first procedure (log of the ratio of seismic time to maximum
  • 3. Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir. 3/6 Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128 seismic time versus log wetting phase saturation) and negative slopes of the second procedure (log capillary pressure versus log wetting phase saturation are delineated in Figures 2- 5 and Table 1. As we proceed from sample SJ2 to SJ3 a noticeable reduction in permeability due to compaction was reported from 1955 md to 56 md which reflects decrease in seismic time fractal dimension from 2.7748 to 2.4379 as identified in Table 1. Again, an increase in grain size and permeability was proved from sample SJ4 whose seismic time fractal dimension and capillary pressure fractal dimension was found to be 2.6843 as described in Table 1. Figure 1: Surface type section of the Shajara reservoirs of the Permo-Carboniferous Shajara Formation latitude 26 52 17.4 longitude 43 36 18. Figure 2: Log (ST / STmax) & log Pc versus log Sw of sample SJ1. Figure 3: Log (ST / STmax) & log Pc versus log Sw of sample SJ2. Figure 4: Log (ST / STmax) & log Pc versus log Sw of sample SJ3. Figure 5: Log (ST / STmax) & log Pc versus log Sw of sample SJ4. Incontrast,theMiddleShajarareservoirwhichisseparatedfrom the Lower Shajara reservoir by an unconformity surface as shown in Figure 1. It was designated by four sandstone samples (Figure 1), three of which namely SJ7, SJ8, and SJ9 as clarified in Table1 were preferred to perform capillary pressure measurements. Their positive slopes of the first procedure and negative slopes of the second procedure are shown in Figures 6-8 and Table 1. Moreover, their seismic time fractal dimensions and capillary pressure fractal
  • 4. Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir. 4/6 Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128 dimensions show similarities as delineated in Table 1. Their fractal dimension values are higher than those of samples SJ3 and SJ4 from the Lower Shajara Reservoir due to an increase in their permeability as described in Table 1. Figure 6: Log (ST / STmax) & log Pc versus log Sw of sample SJ7. Figure 7: Log (ST / STmax) & log Pc versus log Sw of sample SJ8. Figure 8: Log (ST / STmax) & log Pc versus log Sw of sample SJ9. Ontheotherhand,theUpperShajarareservoirisseparatedfrom the Middle Shajara reservoir by yellow green mudstone as shown in Figure 1. It is defined by three samples so called SJ11, SJ12, SJ13 as explained in Table 1. Their positive slopes of the first procedure and negative slopes of the second procedure are displayed in Figures 9-11 and Table 1. Furthermore, their seismic time fractal dimension and capillary pressure fractal dimension are also higher than those of sample SJ3 and SJ4 from the Lower Shajara Reservoir owing to an increase in their permeability as explained in Table 1. Overall a plot of seismic time fractal dimension versus capillary pressure fractal dimension as shown in Figure 12 defines three permeable zones of varying petrophysical properties. These reservoir zones were also proofed by plotting slopes of the first procedure versus the slopes of the second procedure as shown in Figure 13. Such variation in fractal dimension can account for heterogeneity which is a key parameter in reservoir quality assessment. Figure 9: Log (ST / STmax) & log Pc versus log Sw of sample SJ11. Figure 10: Log (ST / STmax) & log Pc versus log Sw of sample SJ12. Figure 11: Log (ST / STmax) & log Pc versus log Sw of sample SJ13.
  • 5. Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir. 5/6 Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128 Figure 12: Seismic time fractal dimension versus capillary pressure fractal dimension. Figure 13: positive slope of the first procedure versus negative slope of the second procedure. Table 1: Petrophysical model showing the three Shajara Reservoir Units with their corresponding values of seismo electric transfer function fractal dimension and capillary pressure fractal dimension. Formation Reservoir Sample Porosity % k (md) Positive slope of the first procedure Slope=3-Df Negative slope of the second procedure Slope=Df-3 Seismic time fractal dimension Capillary pressure fractal dimension Permo-CarboniferousShajara Formation Upper Shajara Reservoir SJ13 25 973 0.2128 -0.2128 2.7872 2.7872 SJ12 28 1440 0.2141 -0.2141 2.7859 2.7859 SJ11 36 1197 0.2414 -0.2414 2.7586 2.7586 Middle Shajara Reservoir SJ9 31 1394 0.2214 -0.2214 2.7786 2.7786 SJ8 32 1344 0.2248 -0.2248 2.7752 2.7752 SJ7 35 1472 0.2317 -0.2317 2.7683 2.7683 Lower Shajara Reservoir SJ4 30 176 0.3157 -0.3157 2.6843 2.6843 SJ3 34 56 0.5621 -0.5621 2.4379 2.4379 SJ2 35 1955 0.2252 -0.2252 2.7748 2.7748 SJ1 29 1680 0.2141 -0.2141 2.7859 2.7859 Conclusion a) The sandstones of the Shajara Reservoirs of the permo- Carboniferous Shajara formation were divided here into three units based on seismic time fractal dimension. b) The Units from bottom to top are: Lower Shajara seismic time Fractal dimension Unit, Middle Shajara Seismic time Fractal Dimension Unit, and Upper Shajara Seismic time Fractal Dimension Unit. c) These units were also proved by capillary pressure fractal dimension. d) The fractal dimension was found to increase with increasing grain size and permeability. Acknowledgment The author would like to thank King Saud University, college of Engineering, Department of Petroleum and Natural Gas Engineering, Department of Chemical Engineering, Research Centre at College of Engineering, and King Abdullah Institute for Research and Consulting Studies for their supports. References 1. Toledo GT, Navy RA, Davis HT, Scriven LE (1994) Capillary pressure, water relative permeability, electrical conductivity and capillary dispersion coefficient of fractal porous media at low wetting phase saturation. SPE advanced technology Series 2: 136-141. 2. Li K, Horne RN (2002) Experimental verification of methods to calculate relative permeability using capillary pressure data. SPE 76757, Proceedings of the 2002 SPE Western Region Meeting/AAPG Pacific Section Joint Meeting held in Anchorage, Alaska. 3. Li K, Willams W (2007) Determination of capillary Pressure function from resistivity data. Transp. Porous Media 67(1): 1-15. 4. Zhang Z, Weller A (2014) Fractal Dimension of Pore-Space Geometry of Eocene sandstone formation. Geophysics 79(6): D377-D387 5. Wang Z, Pan M, Shi Y, Liu L, Xiong F, et al. (2018) Fractal analysis of Donghetangs and stones using NMR measurements. Energy & Fuels 32(3): 2973-2982. 6. Guo Yu hang, Pan Bao zhi, Zhang Li hua, Fang Chuan hui (2018) Research and application of the relationship between transverse relaxation time and resistivity index in tight sandstone reservoir. Journal of petroleum Science and Engineering 160: 597-604. 7. AlKhidirKEME(2017)Pressureheadfractaldimensionforcharacterizing Shajara Reservoirs of the Shajara Formation of the Permo-Carboniferous Unayzah Group, Saudi Arabia. Archives of Petroleum and Environmental Biotechnology 1-7.
  • 6. Mod App Ocean & Petr Sci Copyrights@ Khalid Elyas Mohamed Elameen Alkhidir. 6/6 Citation: Khalid E M E A. Seismic Time Fractal Dimension for Characterizing Shajara Reservoirs of The Permo – Carboniferous Shajara Formation, Saudi Arabia. Mod App Ocean & Pet Sci 2(1)-2018.MAOPS.MS.ID.000128 8. AlkhidirKEME(2018)Arithmeticrelaxationtimeofinducedpolarization fractal dimension for characterizing Shajara Reservoirs of the Shajara Formation. Nanoscience and Nanotechnology 2(1):1-8. 9. Alkhidir KEME (2018) Geometric relaxation time of induced polarization fractal dimensionfor characterizing Shajara Reservoirs of the Shajara formation of the Permo-Carboniferous Unayzah Group- Permo. International Journal of Petro chemical Research 2(1): 105-108. 10. Alkhidir KEME (2018) Geometric relaxation time of induced polarization fractal dimensionfor characterizing Shajara Reservoirs of The Shajara Formation of the Permo-Carboniferous Unayzah Group, Saudi Arabia. SiFed Journal of Petroleum 2(1): 1-6. 11. AlKhidir KEME (2018) Seismo Electric field fractal dimension for characterizing Shajara Reservoirs of the Permo-Carboniferous Shajara Formation, Saudi Arabia. Petroleum Petro Chemical Engineering Journal 2(4): 1-8. This work is licensed under Creative Commons Attribution 4.0 License To Submit Your Article Click Here: Submit Article Modern Approaches in Oceanography and Petrochemical Sciences Assets of Publishing with us • Global archiving of articles • Immediate, unrestricted online access • Rigorous Peer Review Process • Authors Retain Copyrights • Unique DOI for all articles