Arash Abarghani1, Thomas Gentzis2, Bo Liu3, Seyedalireza Khatibi1, Bailey Bubach1, Mehdi Ostadhassan3. 1. Department of Petroleum Engineering, University of North Dakota, Grand Forks, North Dakota 58202, United States. 2. Core Laboratories, Reservoir Geology Group, 6316 Windfern Road, Houston, Texas 77040, United States. 3. Key Laboratory of Continental Shale Hydrocarbon Accumulation and Efficient Development, Ministry of Education, Northeast Petroleum University, Daqing 163318, China.
Abstract
Samples were taken at different levels of thermal maturity in the unconventional Bakken source rock. Programmed pyrolysis derived T max, solid bitumen reflectance, liptinite group maceral UV fluorescence, and nuclear magnetic resonance spectroscopy as different thermal maturity indicators were utilized in order to compare redox-sensitive trace metal (TM) concentration to maturity variations and disclose any probable relationship. Comparing redox-sensitive TMs with total organic carbon revealed the presence of anoxic/euxinic conditions in the depositional environment of the Bakken Shale. Although some of the TMs (V and Mo) exhibit slightly positive correlations with some of the thermal maturity indices used in this study, the correlations between other redox-sensitive TMs with maturity were neutral. Collectively, this study demonstrates that thermal maturity may have an impact on some redox-sensitive TMs such as Mo and V concentrations in marine sediments. Additional samples spanning higher maturities will need to be included because there is a possibility that an increase in thermal maturity may lead to the release and liberation of some redox-sensitive TMs from the organic matter (OM) directly. Remineralization and decomposition of OM with thermal maturity advance could release sulfur as a source of thermogenic H2S, which could accelerate pore water/rock interaction and authigenic Fe-sulfides. This could enhance the capability of uptaking of most of the redox-sensitive TMs and increase their concentration in pore water.
Samples were taken at different levels of thermal maturity in the unconventional Bakken source rock. Programmed pyrolysis derived T max, solid bitumen reflectance, liptinite group maceral UV fluorescence, and nuclear magnetic resonance spectroscopy as different thermal maturity indicators were utilized in order to compare redox-sensitive trace metal (TM) concentration to maturity variations and disclose any probable relationship. Comparing redox-sensitive TMs with total organic carbon revealed the presence of anoxic/euxinic conditions in the depositional environment of the Bakken Shale. Although some of the TMs (V and Mo) exhibit slightly positive correlations with some of the thermal maturity indices used in this study, the correlations between other redox-sensitive TMs with maturity were neutral. Collectively, this study demonstrates that thermal maturity may have an impact on some redox-sensitive TMs such as Mo and V concentrations in marine sediments. Additional samples spanning higher maturities will need to be included because there is a possibility that an increase in thermal maturity may lead to the release and liberation of some redox-sensitive TMs from the organic matter (OM) directly. Remineralization and decomposition of OM with thermal maturity advance could release sulfur as a source of thermogenic H2S, which could accelerate pore water/rock interaction and authigenic Fe-sulfides. This could enhance the capability of uptaking of most of the redox-sensitive TMs and increase their concentration in pore water.
The
Bakken Formation in Williston Basin, as one of the most productive
unconventional shale plays in North America, has a vast extension
and has occupied large areas in parts of North Dakota, Montana, and
the Canadian provinces of Saskatchewan and Manitoba (Figure ). The Late Devonian—Early
Mississippian Bakken Formation consists of four members: two source
rocks and two reservoir rocks.[1−5] The black organic-rich shales in the upper and lower members represent
the source rock while the carbonate-rich fine-grained sandstone and
siltstone in the middle member along with the Pronghorn member are
the reservoir rocks. It should be noted that the Pronghorn member
appears sporadically in parts of the basin. The Bakken Formation reaches
a maximum thickness of 150 ft (∼50 m) in the central part of
the basin.[1] This formation has no surface
outcrop, and all of the studies on this formation are conducted by
analyzing drill cuttings and core samples. The Bakken source rock
is reported to be deposited under anoxic/euxinic conditions[6−10] and in a relatively deep marine (>200 m) environment.[11−14] Other studies[15] indicate that the Bakken
Formation was deposited in a stratified water column, which provided
appropriate conditions for concentration and preservation of organic
matter (OM).
Figure 1
Location map of the study area in North Dakota portion
of the Williston
Basin and wells location.
Location map of the study area in North Dakota portion
of the Williston
Basin and wells location.The organic geochemistry of the Bakken source rock (upper and lower
members) has been the subject of numerous studies.[6,7,16−21] On the contrary, studies on the inorganic fraction of this source
rock are limited. In this regard, the analysis of trace metals (TMs)
in terms of their concentrations and distribution patterns can provide
a better insight into the depositional environment conditions. This
information enables us to better understand OM occurrence and its
preservation, which provides a more meaningful interpretation of organic
geochemistry studies.
Previous Studies
Chermak and Schreiber[22] studied the
relationship between trace elements/associated minerals from nine
major shale plays in the United States (Antrim, Bakken, Barnett, Eagle
Ford, Haynesville, Marcellus, New Albany, Utica, and Woodford shales)
and related the results to the hydraulic fracturing performance. They
argued that trace element/mineral concentration can be used to estimate
the hydraulic fracturing ability of the rocks. Kocman[23] studied elemental distribution patterns in the Bakken Formation
using a handheld X-ray fluorescence (XRF) device and integrated this
information with other conventional methods, such as petrographic
studies, to develop a sequence stratigraphic framework for the Bakken.
The above author reported a significant enrichment of molybdenum (Mo),
uranium (U), and vanadium (V) TMs in the upper and lower members.
Nandy et al.[9] derived trace element concentrations
in the Bakken source rock also using a handheld XRF device. A combination
of such data with mineralogical assemblages, stable isotopes (carbon/oxygen/sulfur),
and total organic carbon (TOC) enabled the above authors to reveal
the effects of detrital sediment influx into the basin and hence the
anoxic/euxinic conditions in productivity, preservation, and dilution
of the OM in the Bakken source rock. They also reported enrichment
of redox-sensitive TMs including Mo, V, U, nickel (Ni), and copper
(Cu). Scott et al.[24] studied the hyperenrichment
of V and zinc (Zn) in the Bakken Formation and realized that high
concentrations of V could be the result of very high levels of dissolved
H2S in the basin bottom waters or sediments. The hyper
enrichment of Zn was linked to the activity of a certain type of sulfide-oxidizing
bacteria (phototrophic) and the development of photic-zone euxinia.Although these limited studies have investigated the inorganic
part of the Bakken source rock, the relationship between thermal maturity
trends of the OM and these elements/metals remains unclear. To fill
this knowledge gap, an attempt was made to discuss the plausible influence
of thermal maturity on the distribution of redox-sensitive TMs, such
as Mo, V, Zn, Cu, Ni, and chromium (Cr). In order to tackle this problem
from different physicochemical perspectives, three different quantitative
thermal maturity indicators, including programmed pyrolysis derived Tmax,[25−27] solid bitumen reflectance,[28−31] nuclear magnetic resonance (NMR) spectroscopy,[21] and also the liptinite macerals UV fluorescence color[32] as a qualitative indicator, have been utilized.
Both the upper and lower members are considered to have similar sedimentary
facies and organic geochemistry characteristics and deposited under
relatively deep marine (>200 m) and anoxic conditions.[14,33−35] As a result, both members can be considered as a
single organofacies when evaluating the relationship between thermal
maturity and TM variations. Although the number of samples is limited
(30 samples), considering the thickness of the shale members (6–24
and 7–51 ft, upper and lower members, respectively, Table ), two samples taken
from each member should reasonably represent the scope of this study,
which is to explain the possible influence of thermal advance on TM
concentrations. Readers should note that authors do not intend to
present basinwide variations on TMs and are trying to set forth the
idea that TM concentration may vary with maturity in different wells
drilled in regions with varying thermal maturity. Nonetheless, the
existence of all stages of thermal maturity, from immature to relatively
late-mature in the Bakken, provided the opportunity to examine the
effects of thermal maturity evolution on TM concentration. Although
we recognize that a major portion of the samples used in this study
are at the immature/early mature stages, which may impact statistical
analysis somewhat due to the limited availability of peak and late
mature samples, the authors believe that the current collection of
samples could still provide preliminary ideas on the possible effects
of thermal maturity and its progression on TM concentration in the
Bakken Shale.
Table 1
Well IDs, the Bakken Formation, and
the Upper and Lower Member Thickness
the Bakken Formation
the upper shale
the lower
shale
well IDa
thickness
(ft)
thickness (ft)
thickness (ft)
1
95
10
33
3
28
6
7
5
110
21
23
6
101
9
24
7
94
10
24
8
85
12
40
9
150
18
51
11
82
24
36
12
69
14
9
14
21
10
0
Well ID is not equivalent to well
numbers.
Well ID is not equivalent to well
numbers.
Methods and Materials
Ten wells were selected across the North Dakota portion of the
Williston Basin with a good areal distribution for sampling. Cores
from these wells are stored at the Wilson M. Laird Core Library of
the North Dakota Geological Survey located at the University of North
Dakota campus. A total of thirty (30) samples from the lower and upper
Bakken Shale members were selected to prepare whole-rock polished
blocks (pellets). The polished blocks were prepared according to the
ISO 7404-2[36] standard. Reflectance measurements
were performed following the ASTM Standard D7708.[37] Because of the scarcity/absence of vitrinite, reflectance
measurements were made on solid bitumen particles, and their reflectance
values are reported as SBRO % (solid bitumen reflectance
percentage) (Table ). The reflectance standards used included Sapphire and YAG (Yttrium-Aluminum-Garnet)
having RO of 0.47 and 0.97%, respectively.
A LEICA DM 2500-P microscope equipped with J&M photometer TIDAS
S MSP-200 was used for SBRO % and at least fifty (50) SBRO measurements per sample were acquired. Analysis under UV
light (fluorescence) of liptinite group macerals was qualitative and
complementary to reflectance. Fluorescence was performed using the
following filters: excitation at 465 nm; combined beam splitter and
barrier with a cut at 515 nm. The ICCP nomenclature, as described
in Pickel et al.,[38] was used to describe
the liptinite group macerals in the Bakken Formation samples.
Table 2
Well IDs, Sample Depth, the Bakken
Formation Members, TOC, Thermal Maturity Indices, and Elemental Analysis
Results for Al, Mo, V, Zn, Cu, Ni, and Cra
well ID
depth (ft)
member (-)
TOC (wt %)
Tmax (°C)
maturity level (-)
SBRO (%)
NMR (mg H/g)
Al (ppm)
Mo (ppm)
V (ppm)
Zn (ppm)
Ni (ppm)
Cu (ppm)
Cr (ppm)
1
3774
L. Bakken
3.53
420
immature
0.38
3.50
51,010
68
15
38
38
3785
L. Bakken
14.93
410
immature
0.37
0.40
41,729
265
738
1405
385
60
110
3
5996
U. Bakken
16.29
425
immature
0.47
5.00
48,292
77
2169
26
420
123
5999
U. Bakken
7.33
426
immature
0.53
4.00
56,292
6
910
28
144
266
5
7337.5
U. Bakken
12.10
438
early mature
0.51
14.00
50,395
60
1037
19
277
112
82
7342.7
U. Bakken
10.86
437
early mature
0.51
13.00
20,529
143
466
1910
293
54
146
7419
L. Bakken
17.13
435
early mature
0.52
42,947
308
774
118
388
64
7431.1
L. Bakken
13.06
435
early
mature
0.52
8.70
50,366
216
242
20
266
75
6
7625.5
U. Bakken
17.82
436
early mature
0.47
8.50
47,501
250
1536
1511
460
102
7631
U. Bakken
21.22
431
immature
0.43
10.37
35,737
373
1405
578
542
106
90
7707.2
L. Bakken
14.65
437
early mature
0.44
46,339
286
830
246
370
64
7718.6
L. Bakken
14.01
435
early
mature
0.43
10.80
53,674
246
250
23
290
71
7
8203.2
U. Bakken
18.07
431
immature
0.47
54,201
73
1013
18
264
105
8207.5
U. Bakken
20.98
425
immature
0.47
10.27
38,692
225
765
368
389
111
8279
L. Bakken
13.17
431
immature
0.44
9.51
40,046
308
868
107
316
47
8291.7
L. Bakken
14.61
431
immature
0.44
11.00
43,977
279
609
60
305
63
8
8987.5
L. Bakken
6.09
435
early mature
0.46
11.40
17,138
133
406
11
168
30
165
8995.5
L. Bakken
14.03
434
immature
0.50
9.20
33,847
238
532
321
262
51
120
9
10,433
U. Bakken
11.92
448
peak mature
0.74
13.50
80,512
189
1475
450
84
10,527
U. Bakken
16.66
448
peak
mature
0.83
62,515
1111
1460
246
470
123
177
10,541
L. Bakken
11.16
448
peak mature
0.81
43,538
286
386
68
441
153
90
10,547
L. Bakken
13.13
448
peak mature
0.74
58,160
288
64
683
125
82
11
11,159
U. Bakken
9.34
453
late mature
0.94
52,737
799
2554
2276
373
100
102
11,162
U. Bakken
10.42
451
late
mature
0.98
42,223
656
1074
475
332
83
124
12
9447.5
U. Bakken
12.66
426
immature
0.47
6.18
39,383
33
217
87
114
70
70
9453.5
U. Bakken
14.80
424
immature
0.42
9.00
37,674
325
686
28
315
48
9503.5
L. Bakken
17.32
425
immature
0.44
6.00
39,530
372
733
69
335
54
9507.1
L. Bakken
19.78
422
immature
0.25
6.00
49,270
384
868
1099
417
80
41
14
9670.4
U. Bakken
11.11
429
immature
0.48
10.40
49,829
101
284
94
309
73
9673.3
U. Bakken
6.99
428
immature
0.46
8.00
59,785
124
192
159
298
51
66
TOC, Tmax, and SBRO data are retrieved from Abarghani et al.[35]
TOC, Tmax, and SBRO data are retrieved from Abarghani et al.[35]All samples were analyzed
utilizing the Basic/Bulk-Rock programmed
pyrolysis method for source rocks by a commercial Rock-Eval 6 instrument
(Vinci Technologies, France) to obtain TOC and Tmax. In this method, 15 or 60 mg of grounded bulk samples (based
on the reactive kerogen richness[39]) was
heated for 3 min isothermally, and then, the temperature was increased
with a rate of 25 °C/min up to 650 °C, under inert gas atmosphere
(nitrogen) in the pyrolysis oven. Pyrolysis was followed by oxidation
to 850 °C under high-purity air. TOC content was obtained by
summing the pyrolizable carbon (PC) and the residual carbon. For a
detailed description of the programmed pyrolysis method, the reader
is referred to Behar et al.[40] NMR measurements
were performed with a hydrogen special spectrometer at 22 MHz on sample
chips weighing approximately 20 g. The interecho spacing time of less
than 0.1 ms was selected to detect solid OM in the samples. The T1 and T2 data were
acquired using an inversion recovery and CPMG sequence, respectively,
to obtain T1–T2 2D maps.[21] Finally, all samples
were analyzed by utilizing a commercial XRF Supermini200 WDXRF by
Rigaku for the trace and major elements utilizing the fundamental
parameters method. In this method, XRF analysis can be carried out
standardless because the elemental peak intensities are converted
to elemental concentrations based on theoretical equations (detection
limits of 21.7, 10.8, 3.5, 3.3, 3, 33.5, and 2.4 ppm for Al, V, Ni,
Cu, Zn, Cr, and Mo, respectively). To perform XRF analysis, 10 g of
the powdered sample was pelletized by mixing with 1 g of the paraffin
binder (mixing ratio of 1:10) and then pressed by an automatic press
machine with a maximum load of 300 kN to produce flat and cylindrical
shaped disks.
Results
Trace Metals
To
take into account differences in dilution
by the detrital material, the TM concentrations have been normalized
to Al[41−44] (Table ). Detrital
influx could have a great impact on OM preservation and also authigenic
mineral formation and concentration. Where there is a significant
detrital influx into the basin, OM dilution can occur and, if it continues,
it may lead to OM decay and decomposition. Detrital influx can also
change the trends of authigenic mineral formation by changing the
availability of elements and the depositional environment physical
and chemical properties and conditions, such as pH, Eh, salinity,
and suspended sediments. Aluminum is expected to get extracted from
aluminosilicate phases entirely.[42]
Table 3
Al-Normalized Values for Redox-Sensitive
Trace Metals
well
depth (ft)
Mo/Al × 10,000
V/Al × 10,000
Zn/Al × 10,000
Ni/Al × 10,000
Cu/Al × 10,000
Cr/Al × 10,000
1
3774
13.33
2.94
7.45
7.45
3785
63.50
176.86
336.70
92.26
14.38
26.36
3
5996
15.94
449.14
5.38
86.97
25.47
5999
1.07
161.66
4.97
25.58
47.25
5
7337.5
11.91
205.77
3.77
54.97
22.22
16.27
7342.7
69.66
227.00
930.39
142.72
26.30
71.12
7419
71.72
180.22
27.48
90.34
14.90
7431.1
42.89
48.05
3.97
52.81
14.89
6
7625.5
52.63
323.36
318.10
96.84
21.47
7631
104.37
393.15
161.74
151.66
29.66
25.18
7707.2
61.72
179.11
53.09
79.85
13.81
7718.6
45.83
46.58
4.29
54.03
13.23
7
8203.2
13.47
186.90
3.32
48.71
19.37
8207.5
58.15
197.72
95.11
100.54
28.69
8279
76.91
216.75
26.72
78.91
11.74
8291.7
63.44
138.48
13.64
69.35
14.33
8
8987.5
77.61
236.90
6.42
98.03
17.50
96.28
8995.5
70.32
157.18
94.84
77.41
15.07
35.45
9
10,433
23.47
183.20
55.89
10.43
10,527
177.72
233.54
39.35
75.18
19.68
28.31
10,541
65.69
88.66
15.62
101.29
35.14
20.67
10,547
49.52
11.00
117.43
21.49
14.10
11
11,159
151.51
484.29
431.58
70.73
18.96
19.34
11,162
155.37
254.36
112.50
78.63
19.66
29.37
12
9447.5
8.38
55.10
22.09
28.95
17.77
17.77
9453.5
86.27
182.09
7.43
83.61
12.74
9503.5
94.11
185.43
17.46
84.75
13.66
9507.1
77.94
176.17
223.06
84.64
16.24
8.32
14
9670.4
20.27
56.99
18.86
62.01
14.65
9673.3
20.74
32.12
26.60
49.85
8.53
11.04
The Bakken Shale samples exhibited a general enrichment
pattern
as V > Zn > Ni > Mo > Cr > Cu, which is slightly different
from what
was presented by Rimmer:[45] Mo > Zn >
V
> Ni > Cu > Cr for redox-sensitive TM concentration in black
shales.
However, the concentrations of V and Zn are in agreement with previously
reported values by Scott et al.[24] for the
Bakken Shale. The anoxic/euxinic conditions of the Bakken depositional
environment have been reported in several studies.[9,10,23,24] It is well
known that anoxic/euxinic environments are suitable for OM concentration
and preservation. In the next section, the relationship between each
redox-sensitive element with TOC content and three different quantitative
thermal maturity indices will be investigated. The liptinite macerals
fluorescence color was used to confirm the programmed pyrolysis-derived Tmax results.
Thermal Maturity Evaluation
Various analytical methods
are commonly used in thermal maturity evaluation such as the maximum
yield temperature during programmed pyrolysis (Tmax),[25,26,46] vitrinite reflectance,[28] NMR spectroscopy,[21] or qualitative methods such as the liptinite
maceral UV fluorescence color.[32] A combination
of the above methods is required to define the boundaries of the different
stages of thermal maturity and accurately evaluate the source rock
because each method is based on a different operational theory that
analyzes the OM from different perspectives.
Programmed Pyrolysis and
Telalginite Fluorescence
Tmax is one of the most commonly used parameters
for thermal maturity assessments. Nevertheless, Tmax values should be utilized with caution for maturity
evaluation because multiple factors can affect the accuracy of Tmax values. For example, samples with low reactive
kerogen (S2) content (less than 0.5 mg
HC/g Rock) would result in non-Gaussian and broad peaks, thus resulting
in unreliable Tmax values[39,47] (Figure ). However,
the Bakken Shale has been reported to have high S2 values regardless of the maturity level (S2 ranged from 13.74 to 128.71 with an average value of
57.21 mg HC/g rock at VRO of 0.61–1.02%[35]). This is true even when the Bakken samples
were extracted using organic solvents to remove possible contamination
by oil-based mud. Tmax increased by only
1–2 °C (which is within the reproducibility error) as
a result of solvent extraction. Thus, any reduction of Tmax due to contamination can also be excluded. In addition,
the effect of bitumen migration on the possible reduction of Tmax can be neglected in the Bakken Shale due
to the fact that this source rock generally contains in situ generated bitumen not migrated bitumen (migrabitumen).[35]In situ conversion of telalginite
to early-forming bitumen is well-known.[31] During this process, telalginite (parent maceral) is converted gradually
into fluorescing bitumen without having to invoke hydrocarbon migration.
The fluorescence intensity of the generated bitumen decreases with
increased maturity. In addition to the TOC content of the samples,
the type of the OM,[47] mineral matrix in
organic lean sediments,[25,48] and sulfur content
of the samples[49,50] are other factors to consider
while using Tmax as a thermal maturity
indicator. For this reason, researchers have recommended that pyrolysis-derived
maturity interpretations should be supported by other means of analysis,
such as vitrinite reflectance or liptinite group maceral fluorescence.[39,47] From Table , it
can be found that Tmax values vary from
410 to 453 °C, which represents a wide range of maturity, from
immature to late mature.[51] This is confirmed
by the fluorescence colors of the liptinite macerals, mainly marine
telalginite (Figure A,D). Although the fluorescence color of telalginite depends on the
type of algae (unicellular or colonial) and environment of deposition
(marine or lacustrine) among others factors,[52−54] their color
under UV excitation was used, in a qualitative manner, to assess the
level of maturity of the OM in this study. The telalginite colors
vary from pale greenish (immature; pre oil-window stage) to golden-yellow
(mature; early-middle oil window) to dull-yellow to light-brown (mature;
peak oil window) to dark-brown (late mature; upper oil window).[27,55−57] This is in good agreement with the maturity determined
by reflectance.
Figure 2
Rock-Eval 6 pyrograms of Bakken Shale samples. (A) Well-formed
narrow S2 peak without any “shoulder”
(Well no. 12, depth 9453.5 ft). (B) Relatively poor-quality pyrolysis
pyrogram showing a broad and skewed S2 peak and a low-temperature “shoulder” (S2 content of this sample is 0.38 mg HC/g Rock, well no.
8, depth 8932.5 ft). This sample was not included in this study.
Figure 3
Liptinite group maceral fluorescence under the UV light
along with
the other thermal maturity indicators including programmed pyrolysis
derived Tmax and equivalent vitrinite
reflectance. (A) Pale greenish yellow fluorescence in a telalginite
Tasmanites particle in an immature sample, depth 8291.7 ft. (B) Golden-yellow
fluorescence in a telalginite particle in an early mature sample,
depth 7707.2 ft. (C) Dull-yellow fluorescence in a bituminized telalginite
particle that is at the peak of the oil window, depth 10,541 ft. (D)
Orange to light brown fluorescence of bitumen derived from telalginite
in the late mature stage, depth 11,159 ft. All photomicrographs were
taken using a 50× oil immersion objective.
Rock-Eval 6 pyrograms of Bakken Shale samples. (A) Well-formed
narrow S2 peak without any “shoulder”
(Well no. 12, depth 9453.5 ft). (B) Relatively poor-quality pyrolysis
pyrogram showing a broad and skewed S2 peak and a low-temperature “shoulder” (S2 content of this sample is 0.38 mg HC/g Rock, well no.
8, depth 8932.5 ft). This sample was not included in this study.Liptinite group maceral fluorescence under the UV light
along with
the other thermal maturity indicators including programmed pyrolysis
derived Tmax and equivalent vitrinite
reflectance. (A) Pale greenish yellow fluorescence in a telalginite
Tasmanites particle in an immature sample, depth 8291.7 ft. (B) Golden-yellow
fluorescence in a telalginite particle in an early mature sample,
depth 7707.2 ft. (C) Dull-yellow fluorescence in a bituminized telalginite
particle that is at the peak of the oil window, depth 10,541 ft. (D)
Orange to light brown fluorescence of bitumen derived from telalginite
in the late mature stage, depth 11,159 ft. All photomicrographs were
taken using a 50× oil immersion objective.The TOC content in the studied Bakken samples varied from 3.53
to 21.22 wt %, with a mean value of 13.5 wt %. The bivariate plot
(Figure ) of each
redox-sensitive TMs versus TOC (wt %) demonstrated that most samples,
regardless of their maturity, plot in the anoxic/euxinic regions,[44,58] in agreement with previous studies.[9,10,24] Furthermore, almost all TMs positively correlate
with the TOC content, most likely indicating that their concentrations
are directly associated with OM content, and they could have been
liberated from the rock matrix during thermal maturation. As conferred
by Tribovillard et al.,[58] Ni and Cu should
exhibit a strong correlation with TOC variation based on their association
with OM while they are later retained by iron sulfides. However, such
a trend was not observed here in the Bakken samples in the anoxic
zone possibly due to the statistically low number of samples. Entering
the euxinic zone, an increasing trend in Ni and Cu concentration with
TOC becomes prominent specifically in the immature samples, alike
Mo and V. Additionally, it is suggested by Tribovillard et al.[58] that V is mainly present in the authigenic mineral
phases while Mo has stronger links to the sulfur-rich kerogen and
pyrite. Plotting the redox-sensitive TMs from all samples versus Tmax (Figure ) showed that the TM concentrations in all samples
exhibit no meaningful trend with Tmax.
To be more specific, while Mo, V, and Ni (Figure C,A,D) exhibited slightly positive correlations,
other TMs including Cr, Cu, and Zn showed neutral correlations (Figure F,B,E). Calculating
other important statistical parameter (P-value) for
evaluating the degree of correlation also confirms the lack of any
relationship for all of the studied TMs except for Mo and V where
the R2 values are low but the P values are significant (0.02 and 0.14 for Mo and V, respectively).
This low amounts of P value for the mentioned TMs
demonstrate the rejection of the null hypothesis, and therefore it
should be a relationship between these two TM concentration and Tmax. In some samples (particularly those at
peak maturity), different concentrations of TMs were measured even
though the samples had the same Tmax (Figure ). This is inferred
as either due to the original concentration of the TMs in those samples
during deposition or statistical uncertainties.
Figure 4
Redox-sensitive TM distribution
vs TOC in four different stages
of thermal maturity (A–F). All TMs concentrations are Al-normalized
(×10–4). Most samples are in the anoxic/euxinic
regions. Anoxic and euxinic thresholds extracted from Algeo and Maynard.[44]
Figure 5
TMs enrichment patterns
vs Tmax in
four different stages of thermal maturity (A–F). All TMs concentrations
are Al-normalized (×10–4).
Redox-sensitive TM distribution
vs TOC in four different stages
of thermal maturity (A–F). All TMs concentrations are Al-normalized
(×10–4). Most samples are in the anoxic/euxinic
regions. Anoxic and euxinic thresholds extracted from Algeo and Maynard.[44]TMs enrichment patterns
vs Tmax in
four different stages of thermal maturity (A–F). All TMs concentrations
are Al-normalized (×10–4).
Solid Bitumen Reflectance
Vitrinite reflectance as
a major maturity parameter[28,59,60] can establish one of the most accurate thermal maturity information
for source rock evaluation. However, a major drawback of this method
is referred to as vitrinite scarcity or absence in pre-Devonian source
rocks and also in marine sedimentary rocks. A significant number of
studies[28−31,61−63] indicate that
it is reasonable to use solid bitumen reflectance when vitrinite is
absent because vitrinite and solid bitumen follow similar maturation
pathways with increasing thermal maturity.[27] In the scarcity/absence of the vitrinite in the Bakken Shale samples,
solid bitumen (Figure A,B) was used as the third thermal maturity indicator. It can be
seen from Figure C
that there is a reasonably good agreement between SBRO %
and Tmax values. However, considering
SBRO % versus TM concentration, no considerable relationship
was observed between studied TMs with SBRO % increase except
for Mo and V where the P values are significant (0.00
and 0.11 for Mo and V, respectively). Here, while some TMs, such as
Mo and V, exhibited slightly positive relationships with thermal maturity
(Figure A,C), others
like Cu and Ni (Figure B,D) did not. Ultimately, Zn and Cr (Figure E,F) did not display any meaningful relationship
with SBRO %.
Figure 6
Solid bitumen reflectance was used as the third
thermal maturity
indicator in the scarcity/absence of vitrinite maceral. Photomicrographs
of the Bakken solid bitumen samples. (A) Solid bitumen particle with
intermediate reflectance (BRO,ran = 0.65%), well #6, depth
7631 ft. (B) Elongated grain of solid bitumen (BRO,ran
= 0.35%), well #14 depth 9673.3 ft. Both photomicrographs were taken
using a 50× oil immersion objective. (C) There is a good agreement
between SB-derived RO and Tmax.
Figure 7
TMs enrichment patterns
vs SBRO % in four different
stages of thermal maturity (A–F). All TMs concentrations are
Al-normalized (×10–4).
Solid bitumen reflectance was used as the third
thermal maturity
indicator in the scarcity/absence of vitrinite maceral. Photomicrographs
of the Bakken solid bitumen samples. (A) Solid bitumen particle with
intermediate reflectance (BRO,ran = 0.65%), well #6, depth
7631 ft. (B) Elongated grain of solid bitumen (BRO,ran
= 0.35%), well #14 depth 9673.3 ft. Both photomicrographs were taken
using a 50× oil immersion objective. (C) There is a good agreement
between SB-derived RO and Tmax.TMs enrichment patterns
vs SBRO % in four different
stages of thermal maturity (A–F). All TMs concentrations are
Al-normalized (×10–4).
NMR Spectroscopy
The complexity of shale plays in terms
of constituent components has led to a growing need to employ new
analytical methods for better understanding of OM conversion to hydrocarbon
and related processes. NMR has recently gained attention and acceptance
in the analysis of unconventional shale plays. In an NMR experiment,
the longitudinal (T1) and the transverse
relaxation times (T2) are measured.[64−67]T1 is the decay constant for the recovery
of the z component of the nuclear spin magnetization (M), toward its thermal equilibrium value
(M). T2 is the decay constant for the component of M perpendicular
to a magnetic field (B0) designated M, M, or M⊥. In general, the following equations (eqs –4) explain how T1 and T2 can be obtained through inversionFor instance,
initial xy magnetization at time zero will decay
to zero asThe resulting relaxation time distribution
can be correlated with
the distribution of pore sizes.[68,69] When low-viscous fluids
filled the void spaces in a porous material, the effect on the measured T2 is defined as follows[70]where S is the pore surface
area, ρ2 is the surface relaxivity of the pore surface
for T2, V is the volume
of the pores, γ is the gyromagnetic ratio, D is the diffusion coefficient of the fluid, G is
the magnetic field gradient, and TE is
the echo spacing.[69] The T1 response for low viscous fluids in porous materials
is similar, though unaffected by the presence of internal gradientswhere ρ1 is the surface relaxivity
of the pore surface for T1. High-frequency
NMR compared to low frequency provides a better signal-to-noise ratio
in a rapid acquisition, which makes it an ideal tool to detect and
distinguish signals from all sources of hydrogen nuclei in bulk samples
(including water, hydrocarbon, solid OM, and hydroxyl) that can be
separated based on their location on the NMR T1–T2 map[71] (Figure A). Khatibi et al.[21] utilized the amplitude
of hydrogen in each zone and proposed that NMR signals can be used
as maturity indicators. They explained that because NMR can detect
different sources of hydrogen population in the samples, the OM zone
(2) on the T1–T2 map could be considered as a new maturity index. Considering
the fact that hydrogen content of OM decreases with thermal maturity,
a relationship between maturity and hydrogen content in Region 2 (as
a hydrogen indicator of OM) could become an additional analytical
tool for source-rock evaluation in terms of thermal maturity.
Figure 8
(A) T1–T2 map
of a sample from well # 7, depth 8279 ft; regions (1)
to (4) correspond to hydroxyl/bound water, solid OM, hydrocarbon in
organic pores, and liquid hydrocarbon in porous media, respectively.
(B) There is a good correlation between NMR spectroscopy derived thermal
maturity and Tmax.
(A) T1–T2 map
of a sample from well # 7, depth 8279 ft; regions (1)
to (4) correspond to hydroxyl/bound water, solid OM, hydrocarbon in
organic pores, and liquid hydrocarbon in porous media, respectively.
(B) There is a good correlation between NMR spectroscopy derived thermal
maturity and Tmax.Based on the method proposed by Khatibi et al.,[21] the NMR signal amplitude from Region 2 (OM) was plotted
versus Tmax of all samples and showed
a reasonably good correlation (Figure B). Therefore, the NMR signal amplitude can also be
used as a thermal maturity indicator in this study. Cross-plotting
redox-sensitive TMs versus NMR signal amplitudes denoted that although
this new thermal maturity index and Tmax correlate well, there are still few discrepancies when compared
to other thermal maturity plots. Based on bivariate plots, it can
be seen that Ni (Figure D) exhibited a weak correlation with NMR signal amplitude compared
to the other TMs (low P-value of 0.19). All other
TMs, including V, Cu, Mo, Zn, and Cr (Figure ), did not show any particular correlation
with thermal maturity (low R2 and high P values). Generally, results showed less sensitivity of
NMR spectroscopy to TM concentrations compared to Tmax or solid bitumen reflectance.
Figure 9
TMs enrichment patterns
vs NMR signal amplitude in three different
stages of thermal maturity (A–F). All TMs concentrations are
Al-normalized (×10–4).
TMs enrichment patterns
vs NMR signal amplitude in three different
stages of thermal maturity (A–F). All TMs concentrations are
Al-normalized (×10–4).
Discussion
Among all TMs investigated in this study, Mo
and V displayed slightly
positive correlations with major thermal maturity indicators, such
as Tmax and SBRO. As discussed
by Algeo and Maynard,[44] sulfur-reducing
bacteria activities could release Mo from OM into connate waters in
anoxic/euxinic environments. They also claimed that free H2S in the water column could possibly accelerate the authigenic sulfide-forming
compounds and increase the diffusion of Mo. The Bakken Shale is rich
in pyrite (FeS2), which could be the source of sulfur for
H2S based on certain geochemical reactions.[72] However, Gaspar et al.[73] argued that such reactions could not have taken place in the Bakken
Shale because reservoir conditions were not thermodynamically appropriate
for pyrite oxidation.[74] Gaspar et al.[73] performed a detailed study on the produced waters
from the Bakken in order to determine whether the source of H2S in the Bakken was biogenic or thermogenic. They concluded
that H2S cannot have a biogenic source because measurable
DNA from any microorganism was not found in the samples. Thus, they
proposed a thermogenic source for the H2S based on sulfur
isotope analysis, where the δ34S concentration of
10‰ and higher was considered thermogenic, and values between
0 and 10‰ reflect both biogenic/thermogenic generation origin
for H2S.[73,75] Thermal maturity not only will
increase the thermogenic H2S level but also could speed
up the process by releasing more sulfur from the OM (especially kerogen
type II-S) through conversion to petroleum and other byproducts. As
a result, the diffusion and concentration of Mo in the pore water
in the shale matrix will increase.Conversion of OM to petroleum
and its byproducts through an increase
in thermal maturation can lead to high levels of dissolved H2S (∼10 mM) in the bottom or pore water, as proposed by Scott
et al.,[24] which has caused hyperenrichment
of V in the Bakken Shale. Algeo and Maynard[44] have also addressed the effect of H2S on the concentration
of V. They argued that under excessive reducing conditions, V could
be taken by geoporphyrines or directly deposited as vanadium oxides
in the presence of free H2S.[44,76,77] Considering the significant recorded production of
H2S in the Bakken, one possible explanation is that thermal
progression may increase concentration of Mo and V through generation
of H2S by liberating sulfur from the OM. Mossman and Nagy[78] described the Athabasca tar sands where solid
bitumen contains high amounts of Ni and V. Because solid bitumen is
the most frequent OM in the Bakken Shales, one can explain the relative
increase of V with thermal maturation as a result of gradual degradation
of solid bitumen during the thermal advance and liberation of Vanadium.Remaining TMs including Cu, Ni, Zn, and Cr did not correlate well
with thermal maturity indicators. Scott et al.[24] proposed a biogeochemical source for the hyperconcentration
of Zn through sulfide-oxidizing bacteria by comparing the Bakken Shale
with a modern era Framvaren Fjord (Norway) depositional environment.
This can explain the initial origin of the concentration of Zn in
sediments but fails to explicate the possible Zn enrichment with thermal
maturity, considering the observations made by Gaspar et al.[73] In another study, sulfide mineralization as
a consequence of thermochemical sulfate reduction due to the interaction
between basinal brines and hydrocarbons was reported as another pathways
for Pb–Zn concentration from the world-class sandstone-hosted
ore deposit of Pb–Zn at Laisvall where Pb is initially originated
from bitumen in the Alum Shale Formation.[79]It is discussed that Zn could be released from the OM through
the
activity of sulfate-reducing bacteria.[44] Furthermore, as a result of OM decomposition, Zn could have been
released to pore water.[58] Zinc could be
absorbed later by authigenic Fe-sulfides during the burial of sediments.
Thermal maturity may increase the enrichment of Zn through the formation
of more authigenic Fe-sulfides that can absorb the released Zn from
the OM. However, the results from this study suggest that there is
no correlation between Zn concentration with thermal maturity increase.Similar processes were proposed for sulfate-reducing bacteria and
also for the role of Fe-sulfides in uptaking the liberated Cu in solid
solution.[44,80−82] In the presence of sulfur
under the euxinic conditions, Cu could directly be precipitated as
CuS or Cu2S.[44] Ni also could
be precipitated as NiS under euxinic conditions or be absorbed by
authigenic pyrite.[44,80] Cr also could get liberated by
remineralization of the OM during thermal maturity advance because
it has been reported that Cr is commonly associated with OM in modern
environments.[44,83] Because of incompatibilities
(structural/electronic) of Cr with pyrite crystals, the role of uptaking
by authigenic Fe-sulfides and enrichment of Cr is assumed to be very
limited.[44,80,82]Most
researchers have considered epigenetic sources, such as volcanic/hydrothermal
activities or interaction with basinal brines during the geological
time, to explain TM enrichment.[42,84] Based on the above
discussion, thermal maturity could play a possible role in OM remineralization/decomposition
through the conversion of the OM into petroleum and other byproducts.
During this process, some elements (including sulfur) are released
and liberated into the pore water, which could generate free H2S and accelerate the above mentioned chemical reactions and
cause the enrichment of TMs in the sediments by direct precipitation
of sulfide compounds or uptaking in the form of Fe-sulfides. Consequently,
the content of organic sulfur would decrease in the residual OM. The
decrease in total sulfur content in the kerogen structure with an
increase in thermal maturity has been discussed by Kelemen et al.[85] based on X-ray photon spectroscopy analysis
of the Devonian Duvernay Shale in Western Canada and also for an Asian
located proprietary source rock. It should be noted that organic sulfur
in aliphatic and aromatic compounds is found in all types of kerogen.[85]In this study, a combination of four different
methods (three quantitative
and one qualitative) was employed to better illuminate thermal maturity
interpretation. Any of the above maturity indicators, including pyrolysis-derived Tmax, the fluorescence color of telalginite,
solid bitumen reflectance, and, finally, NMR spectroscopy is sensitive
to specific characteristics of the OM but to a different degree. For
instance, while Tmax or NMR spectroscopy
considers chemical properties, solid bitumen reflectance represents
physicochemical changes that occur within the OM structure with maturation.
Therefore, a combination of all available thermal maturity indicators
can lead to a more dependable interpretation of the OM chemical and
physical maturity state.The results of this study showed that Tmax exhibits a slightly positive correlation
with the enrichment of
some TMs such as V and Mo compared to other thermal maturity indicators.
As mentioned earlier, Tmax is a direct
function of petroleum generation/expulsion and could support the idea
that TM enrichment will increase with OM conversion to petroleum in
source rocks. The conversion also increases OM aromaticity and generates
a more ordered macromolecule.[86,87] However, there exist
few samples in the data with similar Tmax values and different TM concentration levels (Figure ). This is interpreted as either due to analytical
error in the experiments or lack of chemical relevance in the above
thermal maturity index with the TM concentration.Although there
was a good agreement between Tmax and
thermal maturity derived from SBRO % and
NMR spectroscopy, relatively different trends between these two maturity
indices and NMR spectroscopy in particular with TM enrichment were
observed. Utilizing solid bitumen reflectance as an indicator of thermal
maturity should be done with care due to the existence of different
population/generation of solid bitumen with various reflectance properties
in the source rocks[31,61,63]. Furthermore, even within a single solid bitumen particle,
variations in morphology, texture, and the degree of anisotropy is
reported.[31,63,88] Considering
these effects, selection of the most appropriate population of solid
bitumen could result in a more accurate thermal maturity interpretation.
In this study, the reflectance of the solid bitumen population selected
was in a good agreement with Tmax; hence
a similar TM slight enrichment for Mo and V with increased thermal
maturity was attained. Additionally, NMR spectroscopy as a proposed
new indicator of thermal maturity[21] was
also utilized to examine the applicability of this method to investigate
TM enrichment. However, the general trend of the TM concentration
patterns did not depict any meaningful relationships with the NMR
signals. This might be due to the NMR sensitivity toward magnetic
and iron-bearing minerals, such as pyrite (which is abundant in the
Bakken Shale) and ilmenite, which can affect the relaxation times
and cause overlapping boundaries of different hydrogen populations
in the T1–T2 maps. Therefore, it would be beneficial to employ a combination
of all possible thermal maturity methods to better understand the
effect of thermal maturity advance in the TM enrichment pattern.The outcome of this study suggests a possible role of thermal maturity
in the enrichment of few TMs such as Mo and V following sedimentation
and during burial. However, in most cases, the correlation observed
between the thermal maturity indicators used in this study and TMs
was weak, especially with NMR spectroscopy. The overall results of
this study point to the possibility that thermal maturity could have
a possible impact on TM concentration, but further studies are necessary.
In order to obtain more conclusive results, the authors suggest the
use of extensive data covering a wider range of maturities and geologic
formations of different ages.
Conclusions
Three different quantitative
thermal maturity indices including
programmed pyrolysis derived Tmax, solid
bitumen reflectance, and NMR spectroscopy and also liptinite group
maceral UV fluorescence as qualitative index were combined in order
to study the probable effects of maturity variation on the concentration
of redox-sensitive TMs. The UV fluorescence color of marine telalginite
was used to confirm the Tmax-derived maturity
levels. Comparing TM concentration with TOC contents indicated the
presence of anoxic/euxinic conditions in the depositional environment
of the Bakken Shale. The concentration of some of TMs (V and Mo) versus
a number of direct indicators of thermal maturity (e.g., solid bitumen
reflectance and Tmax) was found to be
slightly positive compared to indirect maturity indices (e.g., NMR
signal amplitude). In this regard, Mo and V concentration variations
exhibited a better relationship with maturity indices (significant
low P values) compared to Cu, Zn, and Cr.The
outcome of this study inferred that thermal maturity might
play a possible role in redox-sensitive TM concentration in source
rocks. With the increase in maturity and generation of hydrocarbons
from OM, some TMs could be released and liberated from the OM structure
directly and enter the connate water. Furthermore, releasing sulfur
from the OM with thermal maturity could provide sulfur as a source
of thermogenic H2S, which would accelerate the chemical
reactions necessary for the additional concentration of TMs or form
authigenic Fe sulfides later as a result of the capability of uptaking
most of the TMs and increasing their concentration in the pore water.