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International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–38 Contents lists available at SciVerse ScienceDirect International Journal of Rock Mechanics & Mining Sciences 1365-16 http://d n Corr Norway E-m journal homepage: www.elsevier.com/locate/ijrmms Geostatistical relationships between mechanical and petrophysical properties of deformed sandstone Reza Alikarami a,b,n, Anita Torabi a, Dmitriy Kolyukhin a, Elin Skurtveit a,b,c a Uni CIPR, Uni Research, P.O. Box 7810, N-5020 Bergen, Norway b Earth Science Department, University of Bergen, P.O. Box 7800, N-5020 Bergen, Norway c Norwegian Geotechnical Institute, NGI, Sognsveien 72, N-0855 Oslo, Norway a r t i c l e i n f o Article history: Received 20 September 2012 Received in revised form 29 April 2013 Accepted 10 June 2013 Keywords: Faulted sandstone Correlation Uniaxial compressive strength Elasticity Permeability Cementation 09/$ - see front matter & 2013 Elsevier Ltd. A x.doi.org/10.1016/j.ijrmms.2013.06.002 esponding author at: Uni CIPR, Uni Research, P . Tel.: +47 55 58 36 78; fax: +47 55 58 82 65. ail address: reza.alikarami@uni.no (R. Alikaram a b s t r a c t Petrophysical and mechanical properties of sandstone reservoirs are likely to change as a result of faulting. In this paper, we investigate the distribution of deformation features (structures) such as fractures and deformation bands in the Navajo and the Entrada sandstones in the fault core and damage zones of two faults in two localities in southeast (Cache Valley) and central (San Rafael Swell) Utah. These two localities had different degree of calcite cementation and hence are of interest to study the mechanical and petrophysical properties of these localities, in order to find out the impact of cementation on these properties and their possible relations. We have performed in-situ measurements by Tiny-Perm II and Schmidt hammer to examine the distribution of permeability and strength/elasticity of rock within the damage zone of these faults. We have studied the statistical relation between (i) Tiny- Perm II measurements and Schmidt hammer values, (ii) permeability and uniaxial compressive strength, and (iii) permeability and Young's modulus of deformed rocks. The statistical results demonstrate that there are correlations between the studied parameters, but the dependencies vary with the degree of calcite cementation in mineralogically similar sandstones (quartz sandstone). Statistical results demon- strate to first approximation that an exponential law is more suitable for description of the relations (i), (ii) and (iii) of non-cemented Navajo sandstone whereas for cemented Navajo sandstone these relations are better approximated by power law. & 2013 Elsevier Ltd. All rights reserved. 1. Introduction Rock deformation starts by either fracturing or formation of deformation bands depending on the initial porosity of rock [1,2]. Deformation of low porosity rocks typically occur by fracturing where the energy needed for cracking/fracturing is less than the energy required for shearing and rearrangement of grains [1]. Fractures are either tensile fractures or shear fractures. Tensile fractures or joints are fractures with no visible differential dis- placement on two sides of them, whereas shear fractures are fractures with relative displacement parallel to fracture plane [3]. In this study, the term fracture has been equally used for both types. When the space between fractures walls is filled with secondary minerals such as calcite or quartz, they are called veins. Contrary to low porosity rocks, deformation of porous rocks occur by grain sliding and rearrangement of grains as well as by grain size reduction and crushing, which leads to nucleation of different ll rights reserved. .O. Box 7810, N-5020 Bergen, i). types of deformation bands at the transition between elastic and plastic deformation [1,2,4]. Deformation bands are small-scale mm-thick tabular structures with millimeter to centimeters dis- placement, and the most common types of deformation bands, cataclastic bands involve grain crushing and compaction [4] and may form in the damage zone of faults. These bands were observed in our studied localities. Fractures and deformation bands, depending on their types can affect the petrophysical properties of rock, such as porosity and permeability [5], and its mechanical properties, such as compres- sive strength and elasticity [6], in different ways. For instance, porosity and permeability are reduced within cataclastic bands (especially compaction bands) with respect to their host rocks, while compressive strength and Young's modulus of the material inside the band could be higher than the adjacent host rocks [1,4–9]. In dilation bands, with band perpendicular extension and favorable creation condition of low mean stress [1,4,10], while porosity increases and compressive strength and elasticity decrease, depending on pore tortuosity and change in specific surface area, permeability may decrease or increase [10–12]. Fractures on the other hand tend to increase porosity and effective permeability [8,9,13] and decrease the effective rock strength and www.sciencedirect.com/science/journal/13651609 www.elsevier.com/locate/ijrmms http://dx.doi.org/10.1016/j.ijrmms.2013.06.002 http://dx.doi.org/10.1016/j.ijrmms.2013.06.002 http://dx.doi.org/10.1016/j.ijrmms.2013.06.002 http://crossmark.dyndns.org/dialog/?doi=10.1016/j.ijrmms.2013.06.002&domain=pdf http://crossmark.dyndns.org/dialog/?doi=10.1016/j.ijrmms.2013.06.002&domain=pdf http://crossmark.dyndns.org/dialog/?doi=10.1016/j.ijrmms.2013.06.002&domain=pdf mailto:reza.alikarami@uni.no http://dx.doi.org/10.1016/j.ijrmms.2013.06.002 R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–3828 elasticity (if applied compressive stress is not normal to the fracture) [6,14]. One of the main aims of this study is to under- stand the possible impact of these deformation structures (frac- tures and deformation bands) on the petrphysical and mechanical properties of deformed sandstone reservoirs in the damage zone of faults. Therefore, our measurements are considered to show the effective properties of the damage zone although we have avoided measuring on the fractures. From now on we use petrphysical and mechanical properties, such as permeability, compressive strength and Young's modulus, as of/equal to effective permeability, effec- tive compressive strength and effective Young's modulus. In general, in pressure sensitive rocks such as porous sand- stones subjected to volumetric deformation, depending on the stress level, petrophysical properties such as porosity and perme- ability as well as mechanical properties such as rock strength and elasticity may change. For instance higher overburden/confining pressure is likely to be accompanied by compaction, which results in lower permeability [15–21] and higher rock strength/elasticity [21–24]. Another important aim of the present study is to under- stand the possible relation between petrophysical and mechanical properties of deformed rock. Dependence of rock strength on porosity has been studied in porous rocks such as sandstones and chalks by many researchers [25–30]. Palchik [25] has studied the relationship between uniaxial compressive strength and porosity by uniaxial compression test, and Palchik [26] has studied the application of Mohr–Coulomb failure criterion to the porous sandy shales. He found that an increase in porosity leads to a decrease in the cohesion, friction angle and peak axial stress of cylindrical samples from southern part of Donetsk city (Ukraine) during triaxial compression tests. Palchik and Hatzor [27] have examined the influence of porosity on tensile and compressive strength of porous chalks (Adulam chalks) by means of uniaxial compression, point load and indirect tension Brazilian tests using dry cylindrical specimens. They reported that the tensile and compressive strengths are inversely relatedto porosity through exponential relations. Schöpfer et al. [29] employed the Discrete Element Method (DEM) to investigate the effect of porosity and crack density on elasticity and strength of rock which was represented by bonded, spherical particles. He found that higher porosity and crack density decrease the elasticity and strength of rock. There are also extensive studies on how rock's permeability and porosity are related. The base for most of the porosity–perme- ability models is the Kozeny–Carman equation which links perme- ability to the pore geometry characteristics, i.e., porosity, hydraulic radius, tortuosity and specific surface area [12,31–33]. Pape et al. [32] derived the permeability from industrial porosity logs employing a fractal pore space geometry in which effective radius, tortuosity and porosity are connected through the fractal dimen- sion D. Afterwards, they estimated the permeability using a power-law relation between permeability and porosity. While there are extensive studies on the dependence of permeability and rock strength on porosity and overburden pressure, there is no study on the possible relationship between permeability and rock strength, the properties that can be obtained from in-situ field measurements. In the present work, we have studied this relationship, the connection between fluid flow characteristics and mechanical properties of sandstone, in order to be able to forecast these properties from each other. This is of great importance in understanding of the behavior of rock when subjected to stress and has implications for fluid flow and storage underground. We have performed two field studies in southeastern and central Utah on faulted Navajo Sandstones. The Navajo Sandstone is a producing petroleum reservoir and cur- rently a candidate reservoir for CO2 storage in Utah, USA. In the studied localities, the Navajo Sandstone show different degree of calcite cementation from non-cemented to fairly cemented sandstone. We conducted extensive permeability (by a Tiny-Perm II) and hardness measurements (by a Schmidt Hammer) at the damage zone of the studied faults to examine the distribution of rock permeability and compressive strength/Young's modulus in faulted sandstone reservoirs. We employed geostatistical analysis on the field measured data such as Tiny-Perm II–Schmidt Hammer values (TP–HR) as well as calculated data such as permeability– uniaxial compression strength (K–U) and permeability–Young's modulus (K–E) to find out if there is any relation between these parameters, and whether this relation is statistically significant. We employ different statistical approaches to suggest the most suitable relations. We examine linear, exponential and power law statistical relations on our data. Our statistical method is based on using maximal likelihood estimation to find the best relations, and testing the relations significance level. Our main goal in the present study is to find out the possible relations between mechanical and petrophysical properties of deformed sandstone such as TP–HR, K–U and K–E. We also compared the results from two studied localities to find out the effect of cementation on permeability and compressive strength/Young's modulus of rock as well as on the relations between these rock properties. 2. Methods We have performed two extensive structural field studies on faulted Navajo and Entrada Sandstones in southeastern (Cache Valley) and central (San Rafael Swell) Utah, USA. We have measured in-situ permeability by a Tiny-Perm II and rock hardness by Schmidt hammer type N in the damage zone and core of the studied faults. The Tiny-Perm II and Schmidt hammer values were used in empirical relations to calculate permeability, uniaxial compressive strength and Young's modulus. 2.1. Rock permeability and compressive strength/Young's modulus We have measured in-situ permeability and rock hardness in the damage zones and fault cores at every 2 m along the scan-lines almost perpendicular to the faults. Tiny-Perm II is a portable air permeameter used for measurement of rock matrix permeability on outcrops. A portable permeameter is basically an annulus through which air can be released into porous media. The permeameter measurements are localized with a depth of investigation of less than four times the internal radius of the tip seal [34]. This means that the investigation depth of the Tiny-Perm II, with the inner tip diameter of about 9 mm, is less than 18 mm. Within fractured zones, we put the Tiny-Perm II on the intact portion of deformed rock with distance more than the investigation depth of Tiny-Perm II to the fractures. For measuring the permeability of deformation band we put the Tiny-Perm II on the deformation band. We did not observe any visible slip surface in the deformation bands. We used the empirical relation (Eq. (1)), provided by the user's manual of the instrument, to convert the Tiny-Perm II readings to the permeability. The relation used to calculate the permeability is given by: TP ¼−0:8206logðKÞ þ 12:8737 ð1Þ where TP is the Tiny-Perm II reading, and K is the permeability in mD. The recommended permeability measurement range for rock is approximately from 10 mD to about 10 D by the manufacturer. For Tiny-Perm II measurements we took three readings on each test spot, to examine the repeatability and minimize the possible user based errors, and then used the average value of the readings to calculate the permeability of the spot. In-situ values of rock hardness have been measured by Schmidt Hammer type N. Schmidt hammer is a device that has been used N UT Fault Core FootwallHanging-wall Navajo SSt. Scan line Measurement spot Scan line 109° 29’ 38° 44’ 109° 32’ 38° 40’ S.R. Mb. D.B. Mb. 20 m 50 cm 2 km Fig. 1. (a) Field work location, Cache Valley (outside the Arches National Park), Utah, USA, with principal structural features of the area, map is modified after [54], (b) Studied fault with indications of Navajo Sandstone at footwall and Slick Rock Member (S.R. Mb.) and Dewey Bridge Member (D.B. Mb.) at hanging-wall and (c) Scan line with a measurement spot. R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–38 29 to estimate the rock hardness and elastic properties or compres- sive strength of rocks mass [35,36]. Different empirical relations between Schmidt hammer rebound values and rock strength or/ and Young's modulus have been proposed by different researchers [37–41]. Based on rock mineralogy (sandstone) and hammer type (N type), we employ the empirical relation provided by Katz et al. [37] (Eqs. (2) and (3)) to convert the Schmidt Hammer rebound values (HR) to uniaxial compressive strength U (MPa), and Young's modulus E (GPa), respectively: lnðUÞ ¼ 0:792þ 0:067ðHRÞ70:231 ðR2 ¼ 0:96Þ ð2Þ lnðEÞ ¼−8:967þ 3:091lnðHRÞ70:101 ðR2 ¼ 0:99Þ ð3Þ Schmidt hammer measurements have been acquired mostly on the same locations as the permeability measurements had been performed. The International Society for Rock Mechanics (ISRM) [42] recommended averaging the upper 50% of at least twenty single impact readings, after eliminating any reading from points that show signs of cracking. American Society for Testing and Materials (ASTM) [43] suggested taking at least ten single impact readings, discarding those differing from the average by more than seven units, and averaging those left. In this work we followed the ASTM [43] method. Schmidt hammer rebound values obtained along non-horizontal directions are normalized using the correc- tion curves provided by the manufacturer based on ISRM [42] and ASTM [43] standards. For both Tiny-Perm II and Schmidt Hammer we polished the rock surface by using a geological hammer to minimize weath- ering effects and also to make the test spot smooth and flat. We have avoided measuring permeability and hardness on fractures, although one could expect small fractures around the measure- ment spots. These small fractures could affectthe permeability of the intact rock as well as its strength and elasticity. Hence, the measured properties here are considered to be effective properties of the whole media that is affected by our measurements. Based on the permeability and rock strength/Young's modulus, we evaluate the possible relationship between them in footwall and hanging-wall of both faults using the field data and suitable statistical tests. 2.2. Statistical method First, we statistically evaluate the correlation between the two parameters of interest. Let xi¼{HRi, Ui, Ei, ln HRi, ln Ui, ln Ei}, yi¼{TPi, Ki, ln TPi, ln Ki}. Dependence of vectors x, y is characterized by correlation coefficient rxy ¼ ∑Ni ¼ 1ðxi−〈x〉Þðyi−〈y〉Þffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi ∑Ni ¼ 1ðxi−〈x〉Þ2∑Ni ¼ 1ðyi−〈y〉Þ2 q ð4Þ In the formulas, bold fonts indicate vectors, and mean values are denoted by hi. Statistical significance of the correlation coefficient ðrxy≠0Þ can be tested using the t-test [44] _ t �� ��¼ ��� rxy ffiffiffiffiffiffiffiffiffiffi N−2 p ffiffiffiffiffiffiffiffiffiffiffiffiffiffi 1−rxy2 p ���≥tðN−2;αÞ ð5Þ where N is the overall sample size and α is the significance level. A default value of α¼5% is used in all our calculations. Statistical analysis is performed by using the regression yi ¼ γðxiÞ þ εi; i¼ 1;…;N ð6Þ with linear function γðxiÞ ¼ bxþ a. The random residuals εi are assumed independent and normally distributed with zero mean and standard deviation s. Regression parameters a, b are esti- mated by maximal likelihood estimation method with likelihood function jða; b; sjy; xÞ∝ðs2Þ−N=2exp − ∑ N i ¼ 1 ½yi−γðxiÞ�2 2s2 ! ð7Þ Calcite cement Fig. 2. Electron microscope (SEM) images of Navajo Sandstone from the (a) Cache Valley and (b) San Rafael Swell localities. The arrows indicate the calcite cement (light grey color) preserved in the pore spaces. R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–3830 To validate the quality of regression approximation we apply two tests based on using F-test statistics. Hypothesis H0 is considered against alternative hypothesis H1. In the first statistical criterion (F-test 1) H0 : b¼ 0; H1 : b≠0 ð8Þ H0 states that there is no significant correlation between x and y, and H1 states that there is a significant correlation (positive or negative) between x and y. The test function is F−test 1 : ðSYY−RSSÞ s2 4F1;N−2ðαÞ ð9Þ where SYY ¼ ∑ N i ¼ 1 ½yi−〈y〉�2; RSS¼ ∑ N i ¼ 1 ½yi−_γ ðxiÞ�2; s2 ¼ RSS N−2 ð10Þ where SYY is the sum of squares for y's, RSS is the residual sum of squares and s2 is the residual mean square. If Eq. (9) holds then null hypothesis related to reduced model H0 is rejected with (1−α) 100% confidence [45,46]. In this study we use also another statistical test using F-distribution and checking the improvement of regression appro- ximation estimation in comparison with mean value approxima- tion [44]. The corresponding test function is F−test 2 : SYY s2ðN−1Þ 4FN−1;N−2ðαÞ ð11Þ 3. Structural geology of the studied localities 3.1. Fault in Cache Valley outside the Arches National Park Cache Valley is located at the eastern border of Arches National Park, Utah, USA. A salt diapir exists below this area, which formed during the salt movement period from the Pennsylvanian through the Triassic [8,47]. The lateral flow and diapiric rise of the salt caused folding overlying strata, which has resulted in a salt anticline [8,47]. The normal faults of the area may have been formed during the relaxation of compression at some time later [8]. In Cache valley we studied a normal fault with some small sub-parallel faults. The main fault is striking NW and dips toward SW with the measured dip of about 721. Based on our own and Braathen et al. [48] field observations the fault displacement is about 30 m. The fault cut through the Navajo Sandstone at the footwall and Slick Rock Member and Dewey Bridge Member of Entrada Sandstone at the hanging-wall (see Fig. 1). Navajo Sandstone is a massive eolian sandstone, and it shows high-angle cross-beddings at the Cache Valley. It is generally well-sorted fine-grained, with medium to coarse grains of sand along the crossbedded laminae [47]. Navajo Sandstone at the Cache Valley is almost clean sandstone with small patches of calcite cement in some grain contacts (see Fig. 2a). The Dewey Bridge Member of Entrada Sandstone is divided into lower and upper subunits in the Arches National Park area. The lower unit is medium to thick beds of resistant, fine-grained sandstone, and the upper unit is muddy-looking mostly fine- grained, silty sand- stone [50]. The Slick Rock Member of the Entrada Sandstone is a massive, well-indurated sandstone. The sandstone is very fine to fine-grained with some area of medium to coarse sand grains. The sand grains have been slightly cemented with calcite and iron oxide [49]. Deformation elements within damage zone of the fault include deformation bands and fractures but the dominant structure in Navajo and Entrada Sandstones is deformation band. 3.2. Fault in San Rafael Swell The studied fault at the San Rafael Swell which is located at the central Utah, USA is presented in Fig. 3. The Swell is a monocline composed of Phanerozoic sedimentary sequence [9]. A NW-SE s1 direction is proposed for the formation of the San Rafael mono- cline fold [51,52]. The origin and timing of faults in this area are somehow uncertain, but it is suggested that they formed in response to the San Rafael Swell uplift during Laramide age between 66.4 and 37 Ma [9,53]. The studied fault in San Rafael Swell is located to the north of the steepest part of the San Rafael Monocline and cuts through calcite cemented Navajo Sandstone both in footwall and hanging- wall. The amount of calcite cement occupying the pore space of the Navajo Sandstone is fairly high in this locality (see Fig. 2b). The fault strikes NW and dips westward with a dip angle between 601 and 841 (based on the measurements on separate slip surfaces). Due to complexity of the locality and the fact that the fault has displaced Navajo versus Navajo at the observed slip surface, the type (sense of movement) and displacement of the fault is uncertain. However, based on elevation difference between two sides of the fault (measured by a GPS) and the dip direction of the fault; we estimated the displacement to be at least 20 m and the movement to have a Normal component. Presence of major strike- slip faults in the area, deformation bands showing indication of strike-slip movements in the vicinity of this locality (not studied in this work, see Fig. 3d) and a number of normal faults around the locality [9,53] support our observations. Faults to the north of our study area, the Chimney Rock fault array and the Big Hole fault, occur in four sets of opposite dipping N 5 km 1 m Footwall Hanging-wall UT Slip surface 110° 30’ 110° 26’ 39° 00’ 39° 07’ DB Be ddi ng DBs Fractures/Veins Fig. 3. (a) Field work location, San Rafael Swell, Utah, map is modified after [54] (b) Fault slip surface and the damage zones at footwall and hanging-wall, (c) deformation bands and two sets of fractures observed in the damage zone of the studied fault. (d) Deformation bands have displaced beddings in Navajo Sandstone, observed in the vicinity of the studied locality (not included in this study). Table 1 Distribution of deformation elements (fractures and deformation bands) along scan-lines at the fault located in Cache Valleya. Length (m) No. of bands No. of fracs Avg. band density (bands/m) Avg. frac. density (fracs/m) Total scan-line 155.5 (177) 257 43 1.67 0.28 Footwall (Navajo SSt.) 76 (99) 191 12 2.51 0.16 Hanging-wall 78 66 31 0.85 0.40 Slick Rock Member 20 61 5 3.05 0.25 Dewey Bridge Member 58 5 26 0.09 0.45 a In the length column numbers in the parentheses present thetotal length of scan-line, and number outside the parentheses, present the total scan-line minus covered section length. Hanging-wall is divided into two members of Entrada Sandstone: Slick Rock Member and Dewey Bridge Member. R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–38 31 fault pairs with the orientation ENE and WNW, they are mainly normal faults [9,53,55] with some oblique movements [53]. Two different mechanisms for fault formation is suggested for this area [9,55]; an early phase of development of deformation bands with associated slip surfaces and a later stage of fracturing and faulting, which has overprinted the early structures [9,55]. In consistency with these previous studies [9,55], the observed fault, deformation bands, fractures and veins suggest at least two phases of deforma- tion in our studied locality. Similar to these studies, we suggest that fractures and faults have overprinted early deformation bands. This fault is more fractured relative to the fault in Cache Valley. 4. Results We present our data collected from the studied faults at two localities in Cache Valley (non- cemented Navajo Sandstone) and San Rafael Swell (cemented Navajo Sandstone). We first present the distribution of structural elements, then the mechanical and petrophysical properties based on the field measurements and at the end the statistical results based on our geostatistical analysis. 4.1. Distribution of structural elements The density of deformation elements along the scan-lines at both studied areas decreases away from the fault. Table 1 sum- marizes the distribution of deformation elements along scan-lines across the fault zone located at Cache Valley. At the damage zone of the Cache Valley fault, the length of scan-line at the footwall is about 99 m, but because of vegetation and coverage we could not scan some part of the scan-line, so the length of the covered section (see Fig. 4a) is deducted from the total length of scan-lines at the footwall which is presented in parentheses in Table 1. The thickness of fault core is about 1.5 m, which is included in the total length of scan line, but it is not included in footwall or hanging- wall length. At the Cache Valley fault, deformation elements included deformation bands and fractures. Totally about 300 deformation elements have been observed, among them 257 are deformation bands and 43 are fractures. Deformation bands are spread in Navajo Sandstone and Slick Rock Member of Entrada Sandstone, and are rarely presented in the Dewey Bridge Member of Entrada Sandstone. But fractures are concentrated to the area close to the fault core, in the distance of about 3–4 m, in Navajo Sandstone and Slick Rock Member, while they are distributed in the Dewey Bridge Member (see Fig. 4a). The distribution of deformation elements along scan-lines across the fault zone located at San Rafael Swell is summarized Table 2. In this locality, the damage zone of the fault is highly cemented by calcite and its structural elements include deformation bands, fractures and veins at the footwall and hanging-wall of the fault. The average band density and fracture density is higher at the footwall (see Table 2). 0 5 10 15 20 25 30 1 11 21 31 41 51 61 71 81 91 101 111 121 131 141 151 161 171 181 In te ns ity (/ m ) D (1m bins) Deformation element at the fault located in Cache Valley Deformation bands Fractures Main fault Small fault Hanging-wall Footwall Covered part Small fault Small fault 1 10 100 1000 10000 0 10 20 30 40 50 60 70 40 80 120 1600 20 60 100 140 180 K (m D ) E (G P a) Distance along scan-line (m) Permeability and Young's Modulus (the fault located in Cache Valley) Young's Modulus Permeability Main Fault Covered part Fig. 4. (a) Intensity of deformation elements and (b) distributions of permeability and Young's modulus, along scan-lines at the fault zone located in Cache Valley. Table 2 Distribution of deformation elements (fractures and deformation bands) along scan-lines at the fault located in San Rafael Swell. Length (m) No. of bands No. of fracs Avg. band density (bands/m) Avg. frac. density (fracs/m) Total scan-line 68 226 218 3.32 3.21 Footwall (Navajo Sst.) 27 160 118 5.93 4.37 Hanging-wall (Navajo Sst.) 41 66 100 1.61 2.44 R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–3832 The separation of deformation bands and fractures/veins are based on visual inspection of the deformation structures in the field and some have also been examined by thin section analysis. Deformation structures that seemed outstanding cataclastic band with or without calcite cementation, typically less weathered than the surrounding rock are classified as deformation bands. Other structures, such as open fractures and calcite veins are classified as fractures and include both pure tension fractures and shear fractures with minor shear displacement that has not been captured. At the fault located in San Rafael Swell, because of coverage in some sections of damage zone along the primary scan- line, we had to slightly move the scan-line up and down in the same direction. Fig. 5a, presents the intensity of deformation elements (fractures and deformation bands) at the fault located in San Rafael Swell. 4.2. Mechanical and petrophysical properties We have investigated the distribution of in situ Tiny-Perm II (converted to calculated permeability using Eq. (1)) and Schmidt hammer (converted to uniaxial compressive strength and elasti- city using Eqs. (2) and (3)) measurements in the damage zone of two studied faults. Our data indicates that we had reasonable variations in our measurements. The average standard deviation of Tiny-Perm II measurements in non-cemented Navajo Sandstone (Cache valley fault) is about 0.04 with highest standard deviation of about 0.17 and lowest standard deviation of 0.005. In cemented Navajo Sandstone (San Rafael Swell fault) the average standard deviation of measurements is about 0.08 with the highest and lowest standard deviations of about 0.22 and 0.01 respectively. The average standard deviation of Schmidt hammer measurements in non-cemented Navajo Sandstone is about 1.6 with highest stan- dard deviation of about 3.3 and lowest standard deviation of about 0.5. In cemented Navajo Sandstone average measurements stan- dard deviation is about 1.6 with the highest standard deviation of about 4.2 and lowest standard deviation of about 0.4. Table 3 summarizes the field measurements and calculated mechanical and petrophysical properties of rock at the fault zone of Cache Valley fault. At the footwall (Navajo Sandstone) of Cache Valley fault the mean value of permeability is about 380 md with the maximum and minimum of about 3360 md and 6 md respec- tively (see Table 3). At the hanging-wall, the mean value of permeability for the Slick Rock Member, it is about 292 md, while for Dewey Bridge Member is about 9 md. Compressive strength mean value of Navajo Sandstone at the footwall is about 52.5 MPa with the Young's modulus mean values of about 18 GPa. At the hanging-wall, compressive strength mean value of Slick Rock Member is about 36.5 MPa and mean value of Young's modulus is about 12.5 GPa, and for Dewey Bridge Member compressive strength and Young's modulus mean values are about 79.5 MPa and 27.5 GPa respectively. For more information about the rock hardness values measured with Schmidt hammer and correspond- ing compressive strength and Young's modulus see Table 3. Fig. 4b presents the distributions of permeability and Young's modulus at the fault zone of the Cache Valley fault. The highest value of permeability and the lowest value of Young's modulus are mea- sured/calculated around the fault core (see Fig. 4); this might be due to the presence of more fractures around this area. Intensity of deformation elements along scan-lines at the footwall and hanging-wall of the fault studied in San Rafael Swell is presentedin Fig. 5a and Fig. 5b presents the distributions of permeability and Young's modulus along scan-lines at the fault zone of this fault. Table 3 Mechanical and petrophysical properties of rock at the damage zone of the fault located in Cache Valleya. Hanging-wall Footwall Dewey Bridge Member Slick Rock Member Navajo Sandstone TP HR K (md) U (MPa) E (GPa) TP HR K (md) U (MPa) E (GPa) TP HR K (md) U (MPa) E (GPa) Mean 12.1 52.5 8.8 79.7 27.4 10.9 39.9 292.3 36.4 12.7 10.8 46.5 380.1 52.6 18.1 Max 12.7 62.1 92.6 141.6 44.5 11.4 50.2 1697.4 63.8 23.0 12.2 55.1 3359.9 88.6 30.7 Min 11.3 43.9 1.6 41.8 15.2 10.2 29.1 70.9 15.5 4.3 10.0 30.3 5.9 16.8 4.8 a Empirical relations (1), (2) and (3) are used to calculate rock permeability (K), uniaxial compressive strength (U) and Young's modulus (E) respectively, from Tiny-Perm II measurements (TP) and Schmidt hammer rebound values (HR). Table 4 Mechanical and petrophysical properties of rock at the fault zone of the fault located in San Rafael Swella. Hanging-wall Footwall TP HR K (md) U (MPa) E (GPa) TP HR K (md) U (MPa) E (GPa) Mean 11.0 45.0 193.8 58.5 19.8 11.4 45.0 69.3 51.9 18.1 Max 11.8 62.2 1916.9 142.5 44.7 12.2 57.4 563.0 103.3 34.9 Min 10.2 20.9 21.9 9.0 1.5 10.6 29.5 7.6 15.9 4.5 a Empirical relations (1), (2) and (3) are used to calculate rock permeability (K), uniaxial compressive strength (U) and Young's modulus (E) respectively, from Tiny- Perm II measurements (TP) and Schmidt hammer rebound values (HR). 0 5 10 15 20 25 30 1 6 11 16 21 26 31 36 41 46 51 56 61 66 In te ns ity (/ m ) D (1m bins) Deformation elements at the fault located in San Rafaell Swell Deformation bands Fractures/Veins Main Fault Small Fault Hanging-wall Footwall 1 10 100 1000 10000 0 10 20 30 40 50 60 70 0 5 10 15 20 25 30 35 40 45 50 55 60 65 K (m D) E (G Pa ) Distance along scan-line (m) Permeability and Young's Modulus (the fault located in San Rafael Swell) Young's Modulus Permeability Main fault Fig. 5. (a) Intensity of deformation elements and (b) distributions of permeability and Young's modulus, along scan-lines at the fault zone located in San Rafael Swell. R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–38 33 The mechanical and petrophysical properties of rock at the fault zone of San Rafael Swell fault are summarized in Table 4. At the footwall of the fault located in the San Rafael Swell mean value of permeability is about 69 md with the maximum and minimum of about 563 md and 7.5 md respectively. Mean value of perme- ability at the hanging-wall is about 194 md, the maximum permeability is about 1917 md and minimum permeability is about 22 md. Compressive strength and Young's modulus mean values for footwall are about 52 MPa and 18 GPa respectively, and at the hanging-wall of the fault compressive strength and Young's modulus mean values are about 58.5 MPa and 20 GPa respectively. For maximum and minimum values of rock hardness and corre- sponding compressive strength and Young's modulus, see Table 4. 4.3. Statistical results In this section we present the results of statistical analysis of different datasets for cemented and non-cemented Navajo Sand- stones. Tables 5–8 present the correlation coefficients, parameters of optimal linear regressions and corresponding confidence intervals for ln TP–HR, ln K–U, ln K–E relations (exponential law dependencies) in comparison with ln TP-ln HR, ln K–ln U, ln K–ln E relations (power law dependencies). First statistical test (F-test 1 defined by Eq. (9)) is satisfied for all relations in both locations (Cache Valley and San Rafael Swell) and it is just presented for the Cache Valley locality. Second statistical test (F-test 2 defined by Eq. (11)) is not satisfied for all relations, hence, its significance becomes more crucial for the evaluation of some of the relations, and therefore it has been presented for all relations for both localities. In the Cache Valley location we apply the statistical analysis just for the footwall (Navajo Sandstone) as the range of perme- ability in Dewey Bridge Member of Entrada Sandstone is below the recommended permeability measurement range for Tiny-Perm II, and there are only three TP and HR measurements on the Slick Table 6 Results of statistical analysis, non-cemented Navajo Sandstone, footwall of the fault located in Cache Valley, power law relations. Relation ln TP (ln HR) ln K (ln U) ln K (ln E) rxy 0.7113 −0.7509 −0.7064 t-test (R) , α¼5% Yes (4.32141.728) Yes (4.79441.728) Yes (4.27741.728) a 1.640370.3527 14.351073.6843 10.972672.5852 b 0.197070.0935 −2.319270.9794 −1.966170.9461 F-test 1, α¼5% Yes (19.45844.381) Yes (24.56544.381) Yes (18.91944.381) F-test 2, α¼5% No (1.923o2.155) Yes (2.17842.155) No (1.896o2.155) F-test 2, α¼10% Yes (1.92341.814) Yes (2.17841.814) Yes (1.896o1.814) Table 7 Results of statistical analysis, cemented Navajo Sandstone, damage zone (footwall and hanging- wall) of the fault located in San Rafael Swell, exponential relations. Relation ln TP (HR) ln K (U) ln K (E) rxy 0.6847 −0.5812 −0.6104 a 2.251970.0515 6.322070.7600 6.439070.7519 b 0.003670.0011 −0.028070.0115 −0.087870.0334 F-test 2, α¼5% Yes (1.84341.621) No (1.479o1.621) No (1.561o1.621) F-test 2, α¼10% Yes (1.84341.456) Yes (1.47741.456) Yes (1.56141.456) Table 8 Results of statistical analysis, cemented Navajo Sandstone, damage zone (footwall and hanging- wall) of the fault located in San Rafael Swell, power law relations. Relation ln TP (ln HR) ln K (ln U) ln K (ln E) rxy 0.7023 −0.6721 −0.6886 a 1.836970.1717 11.030872.0636 8.894571.3298 b 0.152370.0453 −1.645970.5321 −1.522770.4705 F-test 2, α¼5% Yes (1.93241.621) Yes (1.78641.621) Yes (1.86341.621) F-test 2, α¼10% Yes (1.93241.456) Yes (1.78641.456) Yes (1.86341.456) Table 5 Results of statistical analysis, non-cemented Navajo Sandstone, footwall of the fault located in Cache Valley, exponential law relations. Relation ln TP (HR) ln K (U) ln K (E) rxy 0.7546 −0.8504 −0.8266 t-test (R) , α¼5% Yes (4.82741.725) YES (6.44541.725) YES (5.94441.725) a 2.162170.0932 8.531470.9122 8.371270.9515 b 0.005070.0021 −0.062070.0184 −0.164370.0537 F-test 1, α¼5% Yes (25.13244.381) Yes (49.63044.381) Yes (40.97244.381) F-test 2, α¼5% Yes (2.20742.155) Yes (3.43142.155) Yes (2.99942.155) F-test 2, α¼10% Yes (2.20741.814) Yes (3.43141.814) Yes (2.99941.814) R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–3834 Rock Member of Entrada Sandstone. Figs. 6 and 7 present field measurements and estimated regressions for considered relations. 4.3.1. Non-cemented Navajo Sandstone at the footwall of the fault in the Cache Valley Applied statistical relations (ln TP–HR, ln K–U and ln K–E) on field measurements and estimated regression parameters from the footwall of the fault in the Cache Valley are presented in Fig. 6. The results of statistical analysis of data collected from Navajo sandstone in footwall of the this fault are summarized in Tables 5 and 6. Table 5 presents correlation coefficients and regression coefficients for ln TP–HR, ln K–U, ln K–E relations (expo- nential law dependences) and corresponding results of regressions quality testing based on two statistical criterions F-test 1 (first statistical test defined by Eq. (9)) and F-test 2 (second statistical test defined by Eq. (11)). For F-test 1 significance level of 95% is used (α¼5%) while the results for F-test 2 are given for two significance levels of 95% (α¼5%) and 90% (α¼10%). The correlation coefficient intervals for ln TP–ln HR, ln K–ln U, ln K–ln E relations (power law dependences) and dependence validation based on criterion F-test 1 and F-test 2 are presented in Table 6. The validation of determined dependences is per- formed. The t-test (Eq. (5)) and F-test 1 are satisfied with the significance level of 95% for all studied relations. 4.3.2. Cemented Navajo Sandstone at the damage zone of the fault in San Rafael Swell Best approximationsfor ln TP–HR, ln K–U and ln K–E for cemented Navajo Sandstone at the damage zone of the fault in San Rafael Swell are presented in Fig. 7. Tables 7 and 8 summarize the results of statistical analysis of data collected from the damage zone of the fault located in San Rafael Swell and present the intervals of regression coefficients for exponential law and power law relations and dependence validation based on F-test 2 (Eq. (11)). The validation of determined dependences is performed. The t-test (Eq. (5)) and F-test 1 (Eq. (9)) are satisfied with the 1.5 2 2.5 3 3.5 1 2 3 4 5 6 7 8 9 ln E measured data y = − 1.9661 y + 10.9726 2.8 3 3.2 3.4 3.6 3.8 4 4.2 4.4 4.6 1 2 3 4 5 6 7 8 9 ln U ln K ln K ln K ln K measured data y = − 2.3192 + 14.3510 3.4 3.5 3.6 3.7 3.8 3.9 4 4.1 2.32 2.34 2.36 2.38 2.4 2.42 2.44 2.46 2.48 2.5 2.52 ln HR ln T P measured data y = 0.1970 x + 1.6403 5 10 15 20 25 30 1 2 3 4 5 6 7 8 9 E measured data y = − 0.1643 x + 8.3712 10 20 30 40 50 60 70 80 90 1 2 3 4 5 6 7 8 9 U measured data y = − 0.0620 x + 8.5314 30 35 40 45 50 55 2.32 2.34 2.36 2.38 2.4 2.42 2.44 2.46 2.48 2.5 2.52 HR ln T P measured data y = 0.0050 x + 2.1621 Fig. 6. Parameters and function_γ ðxÞ defined as best approximation for (a) ln TP–(HR), (b) ln K–(U), (c) ln K–(E), (d) ln TP–(ln HR), (e) ln K–(ln U) and (f) ln K–(ln E) relations, non-cemented Navajo sandstone, footwall of the Cache Valley fault. R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–38 35 significance level of 95% for all studied relations. The results for the F-test 2 (Eq. (11)) are given for two significance levels of 95% (α¼5%) and 90% (α¼10%). 5. Discussion This study combines field measurements and geostatistical ana- lysis of petrophysical and mechanical properties such as permeabil- ity, strength and Young's moduli of deformed rocks exposed in Navajo and Entrada sandstones in the damage zone of two faults located in Cache Valley and San Rafael Swell. Using empirical relations we have calculated the permeability, strength and elasticity of deformed rock from our in-situ field measurements by Tiny-Perm II and Schmidt Hammer. Our field measurements indicate that in the damage zone of both faults permeability and strength/elasticity of rock change in accordance with the density and type of deformation structures (fractures and deformation bands). In the studied damage zone of faults, both compacted (defor- mation bands) and dilated (fractures) areas exist, which have influenced our field measurements (see Figs. 4 and 5). In non- cemented Navajo Sandstone, a cluster of deformation bands (about 8 m from fault core) shows the highest strength/elasticity and lowest permeability, whereas a zone of fractures (about 1 m from the fault core) shows the highest permeability and lowest strength and elasticity (see Fig. 4). The observed deformation bands in non- cemented Navajo Sandstone are mostly cataclastic bands with grain rearrangement and moderate grain crushing. In cemented Navajo Sandstone, most of the fractures/veins have been devel- oped parallel to the existing cataclastic bands, and cementation tends to have high influence on permeability and strength of the fractured zone, i.e. cementation has decreased the permeability and increased the strength and the Young's modulus of rock. However, in both cemented and non-cemented Navajo Sandstone at the damage zones of faults, permeability and strength/elasticity along the scan-lines suggest reverse distributions (see Figs. 4b and 0.5 1 1.5 2 2.5 3 3.5 4 0 1 2 3 4 5 6 7 8 ln E measured data y = − 1.5227 x + 8.8945 2 2.5 3 3.5 4 4.5 5 0 1 2 3 4 5 6 7 8 ln U ln K ln K ln K measured data y = − 1.6459 x + 11.0308 3.2 3.4 3.6 3.8 4 4.2 2.3 2.35 2.4 2.45 2.5 2.55 2.6 ln HR ln T P measured data y = 0.1523 x + 1.8369 0 5 10 15 20 25 30 35 40 45 50 0 1 2 3 4 5 6 7 8 E measured data y = − 0.0878 x + 6.4390 0 50 100 150 0 1 2 3 4 5 6 7 8 U ln K measured data y = −0.0280 x + 6.3220 20 25 30 35 40 45 50 55 60 65 2.3 2.35 2.4 2.45 2.5 2.55 2.6 HR ln T P measured data y = 0.0036 x + 2.2519 Fig. 7. Parameters and function_γ ðxÞ defined as best approximation for (a) ln TP–(HR), (b) ln K–(U), (c) ln K–(E), (d) ln TP–(ln HR), (e) ln K–(ln U) and (f) ln K–(ln E) relations, cemented Navajo Sandstone, damage zone of the San Rafael Swell fault. R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–3836 5b), i.e. when permeability increases, compressive strength and elasticity decrease and vice versa. According to the t-tests results (see Tables 5–8) there is a correlation with the confidence level (significance level) of 95% for (TP–HR), (K–U) and (K–E) in deformed Navajo sandstone in the damage zone of two studied faults. Statistical analysis reveal a positive correlation between TP and HR values (which means if HR changes then the TP will change in the same direction) and negative or inverse correlations for K–U and K–E (which means an increase or decrease in rock strength or elasticity will be a sign of permeability change in opposite direction). Quality of regression approximations are validated by applying two tests based on using F-test statistics. Figs. 6 and 7 present TP–HR, K–U and K–E relationships, and Table 9 summarizes them. Table 9 presents the statistical results of linear, exponential and power-law relations for all studied data from both locations based on F-test 2. In Table 9, bold numbers indicate the dependences with highest values of F-test 2. All relations satisfy F-test 1 (first statistical test defined by Eq. (9)) with significance level of 95% (α¼5%), but some relations could not satisfy F-test 2 (second statistical test defined by Eq. (11)) with significance level of 95% (α¼5%), and not with significance level of 90% (α¼10%) either. The dependences with the highest F-statistics or best relations are the same for both F-test 1 and F-test 2. Nevertheless almost all kind of considered relations satisfy to F-test 1 and F-test 2 for TP-HR dependence, the exponential relation for the non-cemented Navajo Sandstone, and power law relation for cemented Navajo Sandstone give highest F-test 2 statistics (see Table 9). As Table 9 indicates K–U and K–E correlations do not follow the linear relation with confidence level of 95% (α¼5%). With confidence level of 90% (α¼10%), only the K– E correlation in cemented Navajo Sandstone follows the linear relation, therefore, linear relation is rejected for K–U and K–E. Both exponential and power law relations are satisfied with confidence level of 90% (α¼10%) for K–U and K–E dependences in both cemented and non-cemented Navajo Sandstone. With con- fidence level of 95% (α¼5%), for both K–U and K–E exponential relation is satisfied for non-cemented Navajo Sandstone but in cemented Navajo Sandstone power law is satisfied for K–U and K–E Table 9 Results of statistical analysis; comparison of linear, exponential and power-law relationsa. Calculated statistical values based on Eq. (11) F-test 2 Linear relation Exponential relation Power-law relation α¼5% α¼10% Non-cemented Navajo Sandstone (Cache Valley) TP (HR) 2.1782 2.2066 1.9229 2.1555 1.8142 K (U) 1.4191 3.4315 2.1782 K (E) 1. 4527 2.9986 1.8960 Cemented Navajo Sandstone (San Rafael Swell) TP (HR) 1.7859 1.8434 1.9322 1.6207 1.4557 K (U) 1.4498 1.4786 1.7859 K (E) 1.5621 1.5607 1.8623 a Eq. (11) and F-test 2 are used to calculate the statistical values for two significance levels of 95% (α¼5%) and 90% (α¼5%), bold numbers indicate the dependences with highest statistical values. R. Alikarami et al. / International Journal of Rock Mechanics & Mining Sciences 63 (2013) 27–38 37 relations. According to the statistical results, the exponential relation gives the most suitable relation (for the TP–HR, K–U and K–E) for non-cemented Navajo Sandstone data, while for cemen- tedNavajo Sandstone, power law relation gives the best approx- imation for the mentioned relations. The presence of cement increases the compressive strength and Young's modulus of Navajo Sandstone and decreases its perme- ability, but permeability is more sensitive to cementation than the compressive strength and Young's modulus (see Tables 3 and 4). This different sensitivity to cementation could be a possible reason for different type of relation between K–U and K–E in non- cemented and cemented Navajo Sandstone. The above statistical relations could be valid for rocks with similar mineralogy to the non-cemented Navajo Sandstone, which comprises quartz sandstone in the Cache valley and the cemented one with mainly calcite cementation in the San Rafael Swell. Application of these relations to other rocks needs to be done with care due to the effect of mineralogy, degree of cementation, weathering and measurement-related bias. Although this study suggests relations between deformed sandstones permeability and its strength/elasticity, more work is needed to find out the most suitable relations for different types of lithologies. Our calculated permeability values for Navajo Sandstone are consistent with the permeability values measured and reported by Antonellini and Aydin [7] and Matthäi et al. [56], and Young's modulus values calculated from the Schmidt Hammer rebound values for Navajo sandstone are consistent with the values reported by Spencer [57]. The results of this study may help scientists and engineers from different disciplines such as petroleum engineering, geomechanics and geophysics when there is a need for prediction of either the petrophysical or mechanical properties of deformed sandstones (lithologically similar to the Navajo Sandstone). These parameters may be used as input to fluid flow and/or geomechanical simulators when dealing with hydrocarbon production or CO2 sequestration. 6. Conclusions Petrophysical and mechanical properties of sandstone reser- voirs are likely to change as a result of faulting. In the damage zone of faults with compacted areas both porosity and permeability might decrease and rock strength might increase, whereas in fractured zones of a damage zone porosity and permeability most probably would increase and rock strength and its elasticity would decrease. In this study we examine the possible relation between rock permeability and its strength/elasticity by means of field study and geostatistical analysis of data gathered from deformed Navajo sandstone in the damage zones of two faults in Cache Valley (non-cemented Navajo Sandstone) and San Rafael Swell (cemented Navajo Sandstone). We examine linear, exponential law and power law relations to find the most suitable relation for three pairs of variables TinyPerm–Schmidt hammer (TP–HR), permeabil- ity–uniaxial compressive strength (K–U) and permeability–Young's modulus (K–E) in both locations. Our field measurements and statistical results demonstrate that 1. Cementation has strong impact on permeability and mech- anical properties of Navajo Sandstone. Cementation causes high reduction in the permeability, while it enhances the uniaxial compressive strength and Young's modulus of Navajo sandstone. 2. In the damage zone of the fault with non-cemented Navajo Sandstone in Cache Valley, zones of deformation bands show the highest strength and Young's modulus and lowest perme- ability, while zones of fractures around fault core have the lowest strength and Young's modulus and highest permeability. 3. There are strong correlations with significance level of 95% between TinyPerm–Schmidt hammer (TP–HR), permeability- uniaxial compressive strength (K–U) and permeability–Young's modulus (K–E) for Navajo Sandstone in the damage zones of studied faults. 4. Correlation between deformed rock permeability and its strength/elasticity is negative. 5. Linear relation is only valid for TinyPerm–Schmidt hammer (TP–R). Permeability–uniaxial compressive strength (K–U) and permeability–Young's modulus (K–E) do not follow linear relationships. 6. For non-cemented Navajo Sandstone, in the damage zone of the fault in Cache Valley, exponential law relation gives the highest values of F-test 2 (second statistical test defined by Eq. (11)) for TinyPerm–Schmidt hammer (TP–HR), permeability–uniaxial compressive strength (K–U) and permeability–Young's modulus (K–E) and therefore it is the most suitable distribution for these relationships. 7. For cemented Navajo Sandstone, in the damage zone of the fault in San Rafael Swell, power law relation is the best relation with highest values of F-test 2 (second statistical test defined by Eq. (11)) for TinyPerm–Schmidt hammer (TP–HR), perme- ability–uniaxial compressive strength (K–U) and permeability– Young's modulus (K–E). Acknowledgments This study is part of project 207806, The IMPACT Project, funded by the CLIMIT Program at the Research Council of Norway and Statoil. 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http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref44 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref44 )http://geology.utah.gov/maps/geomap/30×60/index.htm* )http://geology.utah.gov/maps/geomap/30×60/index.htm* )http://geology.utah.gov/maps/geomap/30×60/index.htm* http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref45 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref45 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref45 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref46 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref46 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref46 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref47 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref47 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref47 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref48 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref48 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref48 )http://geology.utah.gov/maps/geomap/30×60/index.htm* )http://geology.utah.gov/maps/geomap/30×60/index.htm* http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref49 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref49 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref50 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref50 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref50 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref50 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref50 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref51 http://refhub.elsevier.com/S1365-1609(13)00099-3/sbref51 Geostatistical relationships between mechanical and petrophysical properties of deformed sandstone Introduction Methods Rock permeability and compressive strength/Young's modulus Statistical method Structural geology of the studied localities Fault in Cache Valley outside the Arches National Park Fault in San Rafael Swell Results Distribution of structural elements Mechanical and petrophysical properties Statistical results Non-cemented Navajo Sandstone at the footwall of the fault in the Cache Valley Cemented Navajo Sandstone at the damage zone of the fault in San Rafael Swell Discussion Conclusions Acknowledgments References
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