An Integrated Geomechanical and Microseismic Study · PDF fileAn Integrated Geomechanical and...

10
SPE 168778 / URTeC 1580301 An Integrated Geomechanical and Microseismic Study of Multi-Well Hydraulic Fracture Stimulation in the Bakken Formation Yi Yang*, Mark Zoback, Stanford University; Michele Simon and Ted Dohmen; Hess Corporation Copyright 2013, Unconventional Resources Technology Conference (URTeC) This paper was prepared for presentation at the Unconventional Resources Technology Conference held in Denver, Colorado, USA, 12-14 August 2013. The URTeC Technical Program Committee accepted this presentation on the basis of information contained in an abstract submitted by the author(s). The contents of this paper have not been reviewed by URTeC and URTeC does not warrant the accuracy, reliability, or timeliness of any information herein. All information is the responsibility of, and, is subject to corrections by the author(s). Any person or entity that relies on any information obtained from this paper does so at their own risk. The information herein does not necessarily reflect any position of URTeC. Any reproduction, distribution, or storage of any part of this paper without the written consent of URTeC is prohibited. Abstract We present an integrated study of multi-stage hydraulic fracture stimulation of two parallel horizontal wells in the Bakken formation in the Williston Basin, North Dakota. There are two distinct parts of this study: development of a geomechanical model for the study area, and analysis of the microseismic and hydraulic fracturing data. Despite the limited amount of well log data available, we estimate the current stress state to be characterized by a NF/SS regime, with P p = 0.66 psi/ft, S v =1.05 psi/ft, S hmin =0.79-0.85 psi/ft. Published data of drilling-induced tensile fractures observed in the FMI image logs just south of the study area indicate that S Hmax is oriented ~N40-50°E. The microseismic events were recorded in six observation wells during hydraulic fracturing of parallel wells X and Z, and three unusual patterns were observed: First, rather than occurring in proximity to the stages being pressurized in X or Z, many of the events occur along the length of well Y (a parallel well located between X and Z that has been in production for about 2.5 years). Second, relatively few fracturing stages are associated with the expected elongate cloud of events trending in the direction of S Hmax . Instead, the microseismic events from many stages appear to trend ~30° from the direction of S Hmax . Finally, the microseismic events are clustered at two distinct depths, one close to the depth of the well being pressurized and the other about 800 ft above in another formation. We believe all three of these patterns result from the hydraulic stimulation being dominated by flow channeling along pre-existing fractures and faults. Introduction The Mississippian-Devonian Bakken formation is a restricted shallow-water mixed carbonate-clastic sequence deposited over most of the deep part of the Williston Basin (Sturm and Gomez, 2009). Utilization of horizontal drilling and multi-stage hydraulic fracturing led to the successful development of the Elm Coulee (Montana) and Parshall (North Dakota) fields and demonstrated the great potential of the Bakken formation. Despite the generally successful exploitation of the Bakken formation, questions remain regarding how to optimize hydraulic fracturing and the importance of pre-existing natural fractures as fluid pathways in the reservoir. To help address these issues, we first report development of a geomechanical model that includes knowledge of the magnitude and orientation of principal stresses, the existence and orientation of natural fractures and faults and mechanical properties of the formations being produced. In addition, as analysis of microseismic event locations can be used to better understand fracture networks after hydraulic fracture stimulation (Fehler et al., 1987; Maxwell et al., 2002; Phillips et al., 1998; Rutledge et al., 1998; Williams-Stroud, 2008), and the stress state will influence both the hydraulic fracture propagation and the distribution of microseismic events. Therefore, linking observations of microseismic data with geological and geophysical information can help us better understand the geomechanical properties of the Bakken formation and to understand the role of pre-existing fractures and faults on the effectiveness of hydraulic fracturing stimulation in this shale oil reservoir. We hope this highly integrated approach will demonstrate the significance of geomechanics in guiding successful multi-stage fracturing performance in shale reservoirs. Relatively few published studies (Tezuka and Niitsuma, 2000; Verdon et al., 2011) have attempted to link microseismic events with the geomechanical properties of the reservoir and their impact on the hydraulic fracture stimulation. Geological and geophysical characterization

Transcript of An Integrated Geomechanical and Microseismic Study · PDF fileAn Integrated Geomechanical and...

SPE 168778 / URTeC 1580301

An Integrated Geomechanical and Microseismic Study of Multi-Well Hydraulic Fracture Stimulation in the Bakken Formation Yi Yang*, Mark Zoback, Stanford University; Michele Simon and Ted Dohmen; Hess Corporation Copyright 2013, Unconventional Resources Technology Conference (URTeC)

This paper was prepared for presentation at the Unconventional Resources Technology Conference held in Denver, Colorado, USA, 12-14 August 2013.

The URTeC Technical Program Committee accepted this presentation on the basis of information contained in an abstract submitted by the author(s). The contents of this paper

have not been reviewed by URTeC and URTeC does not warrant the accuracy, reliability, or timeliness of any information herein. All information is the responsibility of, and, is

subject to corrections by the author(s). Any person or entity that relies on any information obtained from this paper does so at their own risk. The information herein does not

necessarily reflect any position of URTeC. Any reproduction, distribution, or storage of any part of this paper without the written consent of URTeC is prohibited.

Abstract

We present an integrated study of multi-stage hydraulic fracture stimulation of two parallel horizontal wells in the Bakken

formation in the Williston Basin, North Dakota. There are two distinct parts of this study: development of a geomechanical

model for the study area, and analysis of the microseismic and hydraulic fracturing data. Despite the limited amount of well log

data available, we estimate the current stress state to be characterized by a NF/SS regime, with Pp= 0.66 psi/ft, Sv=1.05 psi/ft,

Shmin=0.79-0.85 psi/ft. Published data of drilling-induced tensile fractures observed in the FMI image logs just south of the study

area indicate that SHmax is oriented ~N40-50°E. The microseismic events were recorded in six observation wells during hydraulic

fracturing of parallel wells X and Z, and three unusual patterns were observed: First, rather than occurring in proximity to the

stages being pressurized in X or Z, many of the events occur along the length of well Y (a parallel well located between X and Z

that has been in production for about 2.5 years). Second, relatively few fracturing stages are associated with the expected

elongate cloud of events trending in the direction of SHmax. Instead, the microseismic events from many stages appear to trend

~30° from the direction of SHmax. Finally, the microseismic events are clustered at two distinct depths, one close to the depth of

the well being pressurized and the other about 800 ft above in another formation. We believe all three of these patterns result

from the hydraulic stimulation being dominated by flow channeling along pre-existing fractures and faults.

Introduction

The Mississippian-Devonian Bakken formation is a restricted shallow-water mixed carbonate-clastic sequence

deposited over most of the deep part of the Williston Basin (Sturm and Gomez, 2009). Utilization of horizontal

drilling and multi-stage hydraulic fracturing led to the successful development of the Elm Coulee (Montana) and

Parshall (North Dakota) fields and demonstrated the great potential of the Bakken formation. Despite the generally

successful exploitation of the Bakken formation, questions remain regarding how to optimize hydraulic fracturing

and the importance of pre-existing natural fractures as fluid pathways in the reservoir.

To help address these issues, we first report development of a geomechanical model that includes knowledge of the

magnitude and orientation of principal stresses, the existence and orientation of natural fractures and faults and

mechanical properties of the formations being produced. In addition, as analysis of microseismic event locations can

be used to better understand fracture networks after hydraulic fracture stimulation (Fehler et al., 1987; Maxwell et

al., 2002; Phillips et al., 1998; Rutledge et al., 1998; Williams-Stroud, 2008), and the stress state will influence both

the hydraulic fracture propagation and the distribution of microseismic events. Therefore, linking observations of

microseismic data with geological and geophysical information can help us better understand the geomechanical

properties of the Bakken formation and to understand the role of pre-existing fractures and faults on the

effectiveness of hydraulic fracturing stimulation in this shale oil reservoir. We hope this highly integrated approach

will demonstrate the significance of geomechanics in guiding successful multi-stage fracturing performance in shale

reservoirs. Relatively few published studies (Tezuka and Niitsuma, 2000; Verdon et al., 2011) have attempted to

link microseismic events with the geomechanical properties of the reservoir and their impact on the hydraulic

fracture stimulation.

Geological and geophysical characterization

URTeC 1580301 2

The study area consists of three horizontal production wells (X, Y, Z) and six vertical monitoring wells (A-F)

(Figure 1). Our study focuses on stimulation of wells X and Z. The middle well, Y, was hydraulically fractured and

produced for about 2.5 years prior to stimulation of wells X and Z. Well-log data, including gamma ray, electrical

resistivity, density, and P- and S-wave sonic velocity are available for petrophysical analysis in vertical well A, B,

D, E and F.

Figure 1: Well trajectory of both (a) map view, and (b) North-South cross view

Well logs from vertical well A are shown in Figure 2. The total thickness of the Bakken formation is ~140 ft in the

study area, with the top of the reservoir at a depth of approximately 10,000 ft. Wells X, Y and Z were drilled in the

Middle Bakken. As shown in Figure 2, the Upper, Middle and Lower Bakken members can be easily distinguished

from gamma-ray logs. The high gamma ray and high resistivity indicate the oil-saturated organic-rich shale layer in

both the Upper and Lower Bakken, and the low gamma ray and low resistivity in the Middle member is an

indication of the target layer calcitic, dolomitic siltstone. The Upper and Lower shales are also characterized by

lower density (~2.3 g/cm3) and lower Vp and Vs values which can be attributed to both lithology (clay- and organic-

rich shale) and fluid saturation differences.

URTeC 1580301 3

Figure 2: Petrophysical log collected from well A showing the lithological profile across the Bakken formation

Geomechanics of the study area

To build a quantitative geomechanical model we follow the general procedure outlined in Zoback et al. (2003) and

Zoback (2007) to constrain the orientations and magnitudes of the principal stresses in the reservoir. Unfortunately,

there are no image logs to determine the orientation of the maximum compressive stress from the orientation of

compressive and/or drilling-induced tensile wellbore failures.

The magnitude of vertical principal stress is determined from the weight of the overburden, and the pore pressure

(Pp) is available from DFIT (Diagnostic Fracture Injection Test) data. The ISIP (Instantaneous Shut-In Pressure) is

also available from the DFIT test to constrain the magnitude of Shmin. Rock mechanical properties are estimated by

Weatherford lab from Bakken core samples from well A (provided by Hess Corporation). The values are listed in

Table 1.

Table 1: List of parameters values used to constrain stress magnitudes and their sources

Parameters Values @ Middle Bakken Source

Sv 73 MPa (1.05 psi/ft) Integration of density log

Shmin 55-59 MPa (0.79-0.85 psi/ft) DFIT data

Pp 45MPa (0.66 psi/ft) DFIT data

Biot’s Coefficient 1 Common estimate

Young’s Modulus 26 GPa Rock Mechanics Test

Poisson’ Ratio 0.25 Rock Mechanics Test

UCS 110 MPa Rock Mechanics Test

Internal Friction 0.8 Rock Mechanics Test

Sliding Friction 0.6 Common estimate

Previous studies reported the orientation of SHmax approximately N40-50°E within the Bakken formation, Williston

Basin, North Dakota, based on drilling-induced tensile fractures observed in FMI image logs obtained from 3

horizontal wells in the Nesson State Field, which is close to the study area (Olsen et al., 2009). Using the rock

mechanical properties, as well as estimates of Sv, Shmin and Pp from this study, we built a separate geomechanical

URTeC 1580301 4

model to predict the occurrence of tensile fractures along a horizontal well with the same orientation E-W as

described by Sturm and Gomez (2009) and Olsen et al. (2009). Preliminary results suggest that when SHmax orients

N40-50°E and ranges between 0.9-1.2 psi/ft, transverse tensile fractures would occur at the top and bottom of the

well, whereas when SHmax with the same magnitude range but orients N75-80°E, axial tensile fractures are predicted.

Sturm and Gomez (2009) reported that the transverse tensile fractures have higher aperture at the top and bottom of

the well with dip angle greater than 80°; therefore, we believe that the orientation of SHmax ranges N40-50°E in the

study area. However, due to lack of detailed drilling information and fracture description, we could not further

constrain the magnitude of SHmax, and the stress state indicates either a normal faulting or a strike-slip faulting

regime.

Microseismic events during hydraulic stimulation

Microseismic events during hydraulic fracturing of wells X and Z were monitored with deep, ~1900 ft-long, 40-

level, three-component geophone arrays in the six observation wells (Figure 3). The spacing between levels in each

array was 49.2 ft. The stimulation was first performed along well X from toe to heel, and consisted of 29 stages,

followed by another 38 stages along well Z. For both wells, different methods were used to complete stages: Stages

1-18 (well X) and stages 31-49 (well Z) used a single ball-activated sliding sleeve with swell-packers; Stages 19-29

(well X) and stages 50-67 (well Z) used pump-down perforation guns with bridge plugs. Both stimulations used a

hybrid fluid system (slickwater, linear gel and cross-linked gel), sand and ceramic proppants. The fluid volumes

injected during stimulation in well X and well Z were ~72 Mbbls and ~84 Mbbls, respectively.

A total of 6499 treatment-induced microseismic events were detected and located (Figure 3a, 3b). Event histograms

of each stage (Figure 3c) show that the number of events in several stages (e.g. stages 2-4, stages 50-53) is much

higher than in other stages.

Figure 3: (a) Map view of entire microseismic events during hydraulic fracture stimulation. (b) North-South cross view of the entire microseismic events. (c) Histogram of number of events for each stage of the two horizontal wells.

During hydraulic fracture stimulation one expects Mode I (opening mode) fractures to generally open in a plane

perpendicular to the least principal compressive stress and parallel to the direction of SHmax. Therefore, as the

microseismic events are associated with slip on pre-existing faults surrounding the hydraulic fractures, they are

URTeC 1580301 5

generally expected to form an elongated cloud extending bilaterally from the perforations when the well is being

pressurized (see for example, Fisher et al. (2004)). However, the great majority of events located in this study are

not consistent with this pattern as described below.

Events along wellbore Y - The first unusual observation of the seismicity is that events along well Y are observed

during pressurization in the majority of stages in wells X and Z. Well Y is the parallel well located between X and Z

that had been in production for about 2.5 years. Figure 4 shows that the events associated with stage 3 (shown in

green) are clustered near the perforations in well X. Although the injection pressure of stages 3 and 4 are similar, the

great majority of the events associated with stage 4 (shown in purple) occurred along the length of well Y thousands

of feet southward of the perforation location, rather than in proximity to the toe of well X,

The pressure records of wells X and Y during stages 3 and 4 are also shown in Figure 4c. It can be seen that the

events along well Y during stage 4 are associated with increasing pressure in well Y during pressurization of well X.

During stage 3 stimulation, when most of the events clustered close to the perforation locations, the pressure in well

Y remained constant at ~2000 psi downhole pressure (Figure 4c). However, during stimulation of stage 4, a few

events first occurred close to the perforation location but they were quickly followed by the majority of events

located thousands of feet southward along wellbore Y, indicating that fluid pressure propagated. In fact, the sudden

pressure increase in well Y confirms that fluid pressure was affecting well Y, either through pre-existing natural

fractures and faults, and/or through fluid pathways created during the stimulation of well Y years earlier.

Figure 4: Microseismic events and corresponding pressure recording of stages 3 (green) and 4 (magenta) during well X stimulation. The triangle symbols represent perforation locations. (a) Map view of microseismic events. (b) North-South cross view of microseismic events. (c) Injection

pressure of X (solid line) and pressure record of Y (dashed line) of stage 3 and stage 4.

Events cluster at multiple depths - As illustrated in Figure 5, another unusual observation is that the microseismic

events can be subdivided into two groups: one mainly clustered within or slightly above the Middle Bakken

formation and the other clustered at a much shallower depth in the Mission Canyon (MC) formation about 800 feet

above the well depth, but few events are located in the Lodgepole formation. There are more microseismic events

located in the MC formation than in the Bakken.

Figure 5 also shows that the stages associated with large number of events tend to have events in the MC formation,

not the Bakken. In particular, stages 2, 3 and 5 near the toe of well X and stages 50-52 near the middle of well Z.

URTeC 1580301 6

Moreover, events in the shallow MC formation occurred in a few stages of well X (stages 2-5 and stage 18), while

shallow events were recorded in more than half of the stages of well Z, especially near the toe of well Z.

Interestingly, the average injection pressure during the stages associated with large number of shallow events does

not seem to be different from the pressure in other stages. For example, stages with a high number of microseismic

events (e.g. stages 2-5 and 50-52) are not associated with higher injection pressures (with exception of stage 18),

while two stages with relatively high injection pressure (e.g. stages 17 and 47) are associated with very few events.

We investigated the microseismic data with other variables such as the maximum/average injection pressure and the

volume of fluid and proppant injected, and no correlation was found. Hence, these shallow events seem to be more

likely the result of a vertical hydraulic connection associated with pre-existing natural fractures and faults rather

than anomalous hydraulic fracturing procedures.

Figure 5: Relative depth (with respect to the Bakken formation) histograms of microseismic events by stage for Z & X wells, indicating when the events were located, and corresponding average injection pressure for each stage.

Events trend ~30° with respect to SHmax - Instead of trending ~N40-50°E in the direction of SHmax as expected, the

dominant trend of hypocenters is about ~30° from this direction. About 1500 microseismic events from stages 50-52

are shown in Figure 6 and fall on a consistent trend ~30° from the SHmax direction as highlighted by the blue solid

line. This ~30° offset with respect to SHmax suggests that these microseismic events are probably occurring along a

pre-existing natural fault, at the orientation expected for strike-slip faults. Therefore, we speculate that a well-

oriented, pre-existing fault exists in the area, and the fluid injection during hydraulic stimulation of stages 50-52

activated slip along this fault.

URTeC 1580301 7

Figure 6: The distribution of 1497 microseismic events of stages 50-52 during Z stimulation. (a) Map view of the microseismic events, the fitted orientation of potential fault (blue solid line), the current N45°E SHmax orientation (orange arrow line), and the orientation of theoretical conjugate

fault (blue dashed line). (b) North-South cross-section view of the microseismic events. (c) Idealized relationship between conjugate sets of strike-slip fault and principal stresses (map view).

While the blue solid line shown by microseismic events in Figure 6 represents the expected trend of a well-oriented

strike-slip fault, it is possible that a conjugate strike fracture/fault exists ~60° anti-clockwise from the major fault as

indicated by the blue dashed line close to the position and trend of well Y. In fact, the large population of

microseismic events located parallel to wellbore Y associated with more than half of the stages may indicate the

existence of a number of fractures with this trend that might have been activated during pressurization of well X and

Z.

Microseismic trends and fault orientations - In Figure 7 we plot the trends of the microseismic events of the stages,

omitting the distant events along wellbore Y described earlier. Since the events occur at two specific depths, the

trends of the events are shown separately. The event trends were determined using a linear least square method to

determine the predominant azimuth. The trends obtained from fewer than 10 events and those with fitting standard

deviation greater than 40% of the maximum cluster lengths are not shown.

Several things can be observed in Figure 7. First, there is a dominant trend at N60-80°E, especially for the events

located at the Bakken formation, similar to the trend seen in Figure 6. In the MC formation, besides the predominant

N60-80°E trend, another major fault trend is N60-80°W, especially near the toe of wellbore Z. These N60-80°W

fractures have been reported by previous studies in the Bakken area (Abbott et al., 2009; Brown, 1987; Fisher et al.,

2005; Sturm and Gomez, 2009). Abbott et al. (2009) showed that the major structural lineaments on the land satellite

images in the region have an orientation of N70°E and N60°W. Evidence from horizontal wellbore images drilled

within the Bakken formation also showed the presence of NW striking natural fractures (Sturm and Gomez, 2009).

URTeC 1580301 8

Figure 7: (a) Map view of fitting trends of microseismic events of all stages. (b) Map view of fitting trends of events within the Bakken

formation. (c) Map view of fitting trends of events within MC formation. (d) Rose diagram of microseismic fitting trends within Bakken. (e) Rose diagram of microseismic fitting trends within MC.

An Ant TrackTM

image (Schlumberger, 2009) of 3D seismic in the study area (Figure 8) shows the presence of a

likely fault coincident with the apparent fault seen in Figure 6 as well as other faults with the overall trend seen in

Figure 7. Ant TrackTM

is a Schlumberger seismic processing algorithm that highlights the low coherency zones in

3D with sufficiently significant spatial extent and displays them in a skeletonized manner to overlay on other

seismic renderings. When fractures or faults are present, they can be identified with this method. At a regional scale,

three dominant N~70°E faults sets were clearly outlined by the red dashed line, and one of them is consistent with

the microseismic cluster shown in Figure 6.

Figure 8: 3D seismic Ant TrackTM features with microseismic events.

Based on these observations, we propose that pre-existing natural fractures/faults, mostly striking ~ N65-80°E, exist

in the study area providing conduits for upward flow responsible for the microseismic events at shallower depth.

URTeC 1580301 9

Conjugate fractures/faults may also exist in the study area that are sub-parallel to well Y, which may explain the

events that occur along its length (and the increase in pressure in well Y) in response to the pressurization of wells X

and Z. We note that the predominance of points in Figure 3 and their trends in Figure 7 lie between the wells being

fractured. We attribute this asymmetry of events to the influence these pre-existing natural fractures/faults, and we

propose that the depletion near well Y exacerbated the pressure/fluid transmission from wells X and Z toward well

Y during hydraulic fracture stimulation.

Conclusions

In this study, we integrated geomechanics with microseismic data to understand the multi-stage hydraulic fracturing

stimulation in the Middle Bakken formation. We combined geological, geophysical and geomechanical data and

estimated the stress state of Pp= 0.66 psi/ft, Sv=1.05 psi/ft, Shmin=0.79-0.85 psi/ft. We also analyzed microseismic

events and showed three distinct patterns: First, many microseismic events are located along the middle well Y,

rather than in the proximity of the stages in X and Z being stimulated. Second, most events are not associated with

an elongated cloud trending in the direction of SHmax as is typically observed in multi-stage hydraulic fracturing.

Third, events are located at two distinct depths, close to the Middle Bakken formation and ~800 feet above in the

MC formation. We believe that these unusual microseismic patterns result from fluid channeling dominated by pre-

existing fractures and faults in the study area. The geomechanical model constrains the stress state in the Bakken

formation could either be normal faulting or strike-slip. However, the microseismic trends suggest it is more likely

to be strike-slip stress regime.

Acknowledgement

We would like to thank Hess Corporation for providing the data used in this study and their generous financial

support for this research.

References

Abbott, D., S. Williams-Stroud, and R. Shaffer, 2009, Surface Microseismic Monitoring of Hydraulic Fracture

Stimulations: Bakken Formation, Nesson Anticline, Williston Basin, North Dakota: Presented at the

Annual Convention, AAPG.

Brown, D. L., 1987, Wrench-style deformation and paleostructural influence on sedimentation in and around a

cratonic basin.

Fehler, M., L. House, and H. Kaieda, 1987, Determining planes along which earthquakes occur: method and

application to earthquakes accompanying hydraulic fracturing: Journal of Geophysical Research, v. 92, p.

9407-9414.

Fisher, D., J. LeFever, R. LeFever, S. Anderson, L. Helms, S. Whittaker, J. Sorenson, S. Smith, W. Peck, and E.

Steadman, 2005, Overview of Williston Basin geology as it relates to CO2 sequestration: Plains CO2

Reduction Partnership Report.

Fisher, M., J. Heinze, C. Harris, C. Wright, and K. Dunn, 2004, Optimizing horizontal completion techniques in the

Barnett shale using microseismic fracture mapping: SPE Annual Technical Conference and Exhibition.

Maxwell, S., T. Urbancic, N. Steinsberger, and R. Zinno, 2002, Microseismic imaging of hydraulic fracture

complexity in the Barnett shale: SPE Annual Technical Conference and Exhibition.

Moos, D., G. Vassilellis, R. Cade, J. Franquet, A. Lacazette, E. Bourtenbourg, and G. Daniel, 2011, Predicting Shale

Reservoir Response to Stimulation in the Upper Devonian of West Virginia: Paper SPE 145849, presented

at the SPE Annual Technical Conference and Exhibition, Denver, Colorado, USA.

Olsen, T., E. Gomez, D. McCrady, G. Forrest, A. Perakis, and P. Kaufman, 2009, Stimulation Results and

Completion Implications From the Consortium Multiwell Project in the North Dakota Bakken Shale: SPE

Annual Technical Conference and Exhibition.

URTeC 1580301 10

Phillips, W., J. Rutledge, T. Fairbanks, T. Gardner, M. Miller, and B. Schuessler, 1998, Reservoir Fracture Mapping

using Microearthquakes: Austin Chalk, Giddings Field, TX and 76 Field, Clinton Co., KY: SPE Reservoir

Evaluation & Engineering, v. 1, p. 114-121.

Rutledge, J. T., W. S. Phillips, and B. K. Schuessler, 1998, Reservoir characterization using oil-production-induced

microseismicity, Clinton County, Kentucky: Tectonophysics, v. 289, p. 129-152.

Schlumberger, 2009, Petrel Fracture modeling course manual: Schlumberger Information Solutions, 288p.

Sturm, S., and E. Gomez, 2009, Role of Natural Fracturing in Production from the Bakken Formation, Williston

Basin North Dakota: AAPG Annual Convention and Exhibition.

Tezuka, K., and H. Niitsuma, 2000, Stress estimated using microseismic clusters and its relationship to the fracture

system of the Hijiori hot dry rock reservoir: Engineering Geology, v. 56, p. 47-62.

Verdon, J., J. M. Kendall, D. White, and D. Angus, 2011, Linking microseismic event observations with

geomechanical models to minimise the risks of storing CO2 in geological formations: Earth and Planetary

Science Letters, v. 305, p. 143-152.

Williams-Stroud, S., 2008, Using Microseismic Events to Constrain Fracture Network Models and Implications for

Generating Fracture Flow Properties for Reservoir Simulation: SPE Shale Gas Production Conference.

Zoback, M., C. Barton, M. Brudy, D. Castillo, T. Finkbeiner, B. Grollimund, D. Moos, P. Peska, C. Ward, and D.

Wiprut, 2003, Determination of stress orientation and magnitude in deep wells: International Journal of

Rock Mechanics and Mining Sciences, v. 40, p. 1049-1076.

Zoback, M. D., 2007, Reservoir geomechanics, Cambridge University Press.