Journal Pre-proof Effect of temperature on the sulfur fate during hydrothermal carbonization of sewage sludge Zhexian Wang, Yunbo Zhai, Tengfei Wang, Chuan Peng, Shanhong Li, Bei Wang, Xiangmin Liu, Caiting Li PII:
S0269-7491(19)35524-1
DOI:
https://doi.org/10.1016/j.envpol.2020.114067
Reference:
ENPO 114067
To appear in:
Environmental Pollution
Received Date: 25 September 2019 Revised Date:
15 January 2020
Accepted Date: 23 January 2020
Please cite this article as: Wang, Z., Zhai, Y., Wang, T., Peng, C., Li, S., Wang, B., Liu, X., Li, C., Effect of temperature on the sulfur fate during hydrothermal carbonization of sewage sludge, Environmental Pollution (2020), doi: https://doi.org/10.1016/j.envpol.2020.114067. This is a PDF file of an article that has undergone enhancements after acceptance, such as the addition of a cover page and metadata, and formatting for readability, but it is not yet the definitive version of record. This version will undergo additional copyediting, typesetting and review before it is published in its final form, but we are providing this version to give early visibility of the article. Please note that, during the production process, errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain. © 2020 Published by Elsevier Ltd.
*Corresponding Author. Tel.+86 731 8882 2829, Fax. +86 731 8882 2829. E-mail Address:
[email protected](Y.B. ZHAI)
1
Effect of temperature on the sulfur fate during hydrothermal
2
carbonization of sewage sludge
3
Zhexian Wanga,b,c,,Yunbo Zhaia,b,* , Tengfei Wanga,b, Chuan Penga,b, Shanhong Lia,b,
4
Bei Wanga,b,Xiangmin Liua,b,Caiting Lia,b
5
a
6
410082, P. R. China
7
b
8
Ministry of Education, Changsha 410082, P. R. China
9
c
College of Environmental Science and Engineering, Hunan University, Changsha
Key Laboratory of Environmental Biology and Pollution Control (Hunan University),
State Key Laboratory of Petroleum Pollution Control, Beijing 102206, P.R. China
10
*Corresponding Author. Tel.+86 731 8882 2829,Fax. +86 731 8882 2829.
11
E-mail Address:
[email protected](Y.B. ZHAI)
12
a,b,c contributed equally to this work and should be considered co-first Affiliation.
13
ABSTRACT
14
To understand the effect of reaction temperature on sulfur during hydrothermal
15
carbonization (HTC) of sewage sludge (SS), seven group of temperature (180-300 ℃)
16
were chosen to investigate the distributions and evolution of sulfur-containing
17
compounds in hydrochar and the liquid products. Elemental analysis, X-ray
18
photoelectron spectroscopy (XPS), and X-Ray powder diffraction (XRD) were used
19
to characterize the distribution of sulfur in hydrochar. The concentrations of sulfate
20
ions and sulfide were determined in the liquid sample. The experimental results
21
showed that as the temperature increased, the O/C ratio decreased because of the
22
improved carbonization degree of SS. After hydrothermal carbonization, 90% of the
23
sulfur in SS remained in hydrochar. As the temperature increased, the amount of
24
sulfur in the liquid, mainly in the form of sulfate ions, tended to decrease. However,
25
the experimental results for the gas phase were the opposite of the liquid phase.
26
Capsule abstract:This manuscript discusses the evolution and transformation of
27
sulfur species in sewage sludge for different hydrothermal carbonization temperature.
28
Keywords: Hydrothermal carbonization; Sewage sludge; Sulfur balance; Evolution
29
mechanism.
30
1. Introduction
31
Recently, sewage sludge (SS) as a by-product from sewage treatment plants has
32
aroused extensive public concern. SS is composed of wastewater, mineral particles,
33
organic debris, and bacteria (Zhai et al., 2016). Approximately 300 million tons per
34
year of dry sludge is produced in China (Zhang et al., 2017), and only a small amount
35
of this sludge can be reutilized. Thermal conversion technologies, such as pyrolysis,
36
gasification, and combustion (Samolada and Zabaniotou, 2014; Yaman, 2004; Zhao et
37
al., 2013), have been applied to SS. However, potential risks from high moisture
38
content, heavy metals, and hazardous and toxic organic components limit the further
39
utilization of SS. Therefore, effective treatment technology is critical.
40
Hydrothermal carbonization (HTC) is a promising thermochemical technology
41
that has received attention because this process can directly utilize the moisture of raw
42
materials as a reaction medium (Chiang et al., 2001; Yoshikawa, 2012). This process
43
generally occurs at a low temperature range (180-250 ℃) in high-pressure vessels
44
(Wang et al., 2018b). Moreover, the hydrothermal carbonization process can be
45
affected by reaction conditions, such as temperature, residence time, solid-to-liquid
46
ratio, and raw material selection (Danso-Boateng et al., 2015; Parshetti et al., 2013),
47
although temperature is the most important of these factors.
48
With increasing applications of hydrochar, concerns are also increasing regarding
49
the environment owing to the release of sulfur-containing gases when biochar is
50
combusted (Meng et al., 2016). The sulfur content in sludge varies from 0.2 to 9.5%
51
(Anna et al., 2007; Chen et al., 2015; He et al., 2013; Ros et al., 2006). Therefore, a
52
thorough investigation of the sulfur species in SS is essential. Generally, the sulfur
53
species in SS are divided into two major categories: organic and inorganic sulfur.
54
Organic sulfur species include sulfide, sulfone, sulfoxide, thiophene. and mercaptan;
55
inorganic sulfur species are typically sulfate and sulfite (Zhong et al., 2018). Until
56
now, only a handful of studies had been conducted on sulfur species transformation of
57
SS during pyrolysis process. The transformation of sulfur species in sludge had been
58
previously investigated for both microwave pyrolysis and pyrolysis at several
59
temperatures (Zhang et al., 2017). Their results indicated that aliphatic sulfur
60
compounds (e.g., mercaptan) were likely to degrade below 500
61
broke the C-S bond in these compounds. However, stable aromatic sulfur required a
62
higher temperature in the range of 500-800
63
Furthermore, the yield of H2S tended to increase with increasing (microwave)
64
pyrolysis temperature. Chiang and coworkers claimed that the sulfur concentration in
65
petrochemical sludge increased with increasing pyrolysis temperature (Chiang et al.,
66
2001). Because only a few researchers have estimated the sulfur evolution and
when pyrolysis
before degradation (Zhang et al., 2017).
67
distribution in SS during HTC, investigating the effect of HTC temperature on sulfur
68
evolution is essential and meaningful for the further application of SS.
69
This is the first study to discuss the effect of HTC temperature on sulfur species
70
in SS. The main objectives of this study are: (1) to investigate the forms of sulfur in
71
different phases; (2) to understand the effect of HTC temperature on the
72
transformation of sulfur species.
73
2. Materials and methods
74
2.1. Materials
75
The sludge used in this study was obtained from the secondary clarifier of a
76
petrochemical wastewater treatment plant (Henan, China). Sludge was black and
77
sticky, and its composition was summarized in Table 1. Prepared sludge was stored in
78
plastic bags at 4
79
weeks.
80
2.2. HTC experiments
. Before every experiment, sludge was naturally dried for two
81
SS hydrochar was collected from the HTC experimental apparatus (a 500 mL
82
316 stainless steel enclosed reactor). 66.66 g SS particles was added to 100 mL
83
deionized water and mixed. The HTC temperature ranged from 180 to 300
84
intervals. The heating rate and stirring rate were 4
85
respectively. The residence time was 30 min. After that, reaction apparatus was
86
naturally cooled to room temperature. The hydrochar and liquid sample were
87
collected and separated by vacuum filtration. The char was then dried at 104
88
the dried hydrochar was grinded to fine particles (less than 0.25 mm).
in 20
/min and 150 rpm/min,
, and
89
In this study, gaseous products were collected for a limited amount, and will be
90
investigated in our future research. Residual hydrochar on the inner wall of
91
stainless-steel reactor was washed into a beaker to avoid mass loss. Hydrochar was
92
labeled based on the reaction temperature, such as SS-180 or SS-300. Hydrochar yield
93
was calculated by the following equation:
94
ℎ % =
95
Where represents the hydrochar mass and is the weight of SS.
96
% = S1× S2,
97
Where S1 represents the relative proportion of sulfur species and S2 is hydrochar
98
yield.
99
2.3. Analysis of solid and liquid phases.
,
(1)
(2)
100
The basic properties of SS (hydrochar) are presented in Table 1. Proximate
101
analysis was detected according to the Chinese standard (GB/T 28731-2012), and
102
elemental analysis was performed using the Perkin-Elmer 2400 Series CHNS/O
103
Elemental Analyzer. The higher heating value (HHV) was calculated by the equation:
104
HHV=0.339C+1.443(H−0.125O)−0.0224(9H)+0.0093S+0.001464N (Wang et al.,
105
2018a).
106
Different types of sulfur-containing compounds were confirmed by X-ray
107
photoelectron spectroscopy (XPS). XPS spectra was obtained by a Kratos Axis Ultra
108
DLD spectrometer using non-monochromatic Al Kα radiation and a system pressure
109
of 1×10−8 Pa. Moreover, the mineral compositions of SS and hydrochar were
110
determined using X-Ray powder diffraction (XRD, XPert3 Powder, Malvern
111
Panalytical). The scanned area ranged from 3° to 80° in the 2θ range with a 0.02° step
112
size and 0.02 s step time.
113
The concentration of sulfate ions in the liquid phase was quantified with barium
114
chromate spectrophotometry. Before the test, a 1 mL liquid sample was diluted to 50
115
mL to measure the concentration of sulfate ions in the diluted sample. Sulfide was
116
measured by the methylene blue method. In this study, the experiments were carried
117
out thrice, and the data was averaged. Organic compounds in bio-oil were detected by
118
a gas chromatograph equipped with a mass selective detector (QP2010, Shimadzu).
119
The ion source was 250
120
temperature was 40
121
of 4
122
2013).
123
3. Results and discussion
124
3.1 Properties of SS and hydrochar
/min.
, and the carrier gas was helium. The initial oven
with a 4 min residence time, and then raised to 300
at a rate
This method was described in detail in a previous study (Tian et al.,
125
The properties of SS and hydrochar are presented in Table 1. As shown in Table
126
1, hydrochar had lower O/C ratios than those of SS, which resulted from the loss of
127
oxygen-containing functional groups and irreversible dewatering (Mursito et al.,
128
2010). Similar results can be found in previous research. Previous studies claimed that
129
the H/C and O/C ratios decreased continuously when the HTC temperature was raised
130
from 150
131
SS and hydrochar remained at similar levels or decreased slightly because a small
132
amount of carbon transferred into the liquid phase or was released as carbon oxides
to 380
(Mursito et al., 2010; Wu et al., 2015a). The carbon contents in
133
(Berge et al., 2011). As shown in Table 1, when temperature increased from 180
134
300
135
of volatile matter (VM) decreased by 7.1-14.8% , indicating that the increase in HTC
136
temperature caused severe carbonization and devolatilization. Notably, the hydrochar
137
yield declined after HTC as well. This decreased yield is related to dehydration,
138
decarboxylation, and devitalization reaction (Zhai et al., 2017). Additionally, the HHV
139
and sulfur content of hydrochar increased to their maximum value of 3.02% and
140
32.09%, respectively.
141
Table 1
142
Elementary composition and fuel properties of SS and hydrochar.
Sample
, the percentage of fixed carbon (FC) increased to 530% (300
Elemental analysis (%) C
H
SS
47.01
SS-180
a
), whereas that
Proximate analysis (%)
H/C
O/C
b
FC
Ash
to
c
HHV
Yield
(MJ/kg)
(%)
O
N
S
6.25
10.50
1.21
2.68
0.13
0.22
0.70
35.03
64.27
22.21
/
46.95
6.06
5.76
0.93
2.96
0.13
0.12
0.43
40.30
59.27
22.38
82.42
SS-200
46.41
6.52
8.02
1.03
2.96
0.14
0.17
2.27
38.02
59.71
22.54
85.11
SS-220
47.69
6.17
4.40
0.86
2.85
0.13
0.09
1.79
40.88
57.33
22.88
84.78
SS-240
47.46
4.98
6.59
0.70
2.47
0.12
0.14
2.95
40.27
56.78
17.98
84.91
SS-260
45.43
5.62
6.95
0.84
2.99
0.12
0.15
4.09
41.16
54.75
21.19
80.76
SS-280
47.28
5.82
3.14
0.85
2.97
0.12
0.07
2.30
42.91
54.79
22.43
72.94
SS-300
44.35
6.12
8.14
0.86
3.54
0.14
0.18
4.41
40.53
55.06
21.35
69.26
143
a
Calculated by deference: O%=100%−(C%+H%+N%+ S%)−ash%.
144
b
FC is fixed carbon.
145
c
VM is volatile matter.
146
d
HHVs=0.339C+1.443(H−0.125O)−0.0224(9H)+0.0093S+0.001464N.
147
3.2. Analysis of the liquid phase
148
3.2.1 Sulfate ion and sulfide in aqueous fraction
149
VM
d
The sulfur-containing species in the aqueous phase mainly sulfate ion and sulfide,
150
and their concentrations at different HTC temperatures are summarized in Fig. 1. The
151
sulfide concentration fluctuated in the range from 1.15 to 3.40 mg/L. When the
152
reaction temperature was increased to 200
153
increased sulfide possibly originated from the decomposition of organic sulfur in solid
154
phase. As the temperature increased from 220 to 300
155
general decreased trend. A possible cause for this trend was the formation of a
156
precipitate between sulfide and the metal iron. Similarly, the decreased sulfate
157
concentration at higher temperatures was also related to the formation of a sulfate
158
precipitate (such as CaSO4) on the hydrochar surface (Fontboté et al., 2017; Zhuang et
159
al., 2018). Sulfate ion in the liquid phase originated from three main sources. First,
160
sulfur dioxide produced by HTC could dissolve into the liquid phase (Wu et al.,
161
2015b). Second, SO2 was also produced by decomposition of sulfates (e.g. FeSO4)
162
(Wu et al., 2015b).
163
liquid phase and sulfate
, the sulfide concentration increased .The
, the sulfide content showed a
Lastly, soluble sulfate from hydrochar was transferred into the ion was released (Wu et al., 2015b).
Concentration (mg/L)
2000
180 220 260 300 1000
200 240 280
2000 1800 1600 1400 1200 1000 800 600 400
4
4
3
3
2
2
1
1
0
Sulfate ion
Sulfide
0
164 165 166
Fig.1. Sulfate ion and sulfide concentrations in the liquid fraction at different HTC
167
temperatures.
168
3.2.2 Composition analysis of bio-oil
169
Bio-oil was extracted by acetone on solid surfaces and dichloromethane in the
170
aqueous phase. Detailed results for bio-oil are summarized in Fig. S1. In this figure,
171
the main components of the solid phase were hydrocarbons. In addition, bio-oil also
172
contained a small amount of alcohol, ester, and ketone groups. After HTC, the
173
hydrocarbon content increased, whereas the alcohol content decreased. However, the
174
composition of bio-oil in the aqueous phase was different from that of the solid phase.
175
In the aqueous phase, nitrogen-containing species were more prevalent, whereas the
176
hydrocarbon content decreased compared to that of the solid phase. Furthermore, the
177
ketone and alcohol contents in the aqueous phase were higher than those of the solid
178
phase. Bio-oil from both solid and aqueous phases did not contain detectable organic
179
sulfur species, which indicated that the sulfur species in the raw materials were
180
converted into inorganic substances after HTC.
181
3.3. The effect of HTC temperature on the sulfur species of hydrochar
182
Sulfur-containing compounds in the tested SS included sulfone, sulfoxide,
183
thiophene, mercaptan, sulfide, and sulfate. Except for sulfate, the other compounds
184
were organic sulfur. The S2p spectra lines of several representative samples are shown
185
in Fig. 2. The binding energies at 162.2 eV, 163.3 eV, 164.1 eV, 166 eV, 168 eV, and
186
170 eV corresponded to mercaptan (S1), sulfide (S2), thiophene (S3), sulfoxide (S4),
187
sulfone (S5), and sulfate (S6), respectively (Li et al., 2009; Liu et al., 2012; Zhong et
188
al., 2018). The chemical structures of SS and hydrochar were uniform inside and
189
outside, and XPS could achieve sufficient sample testing depth. The proportion of
190
each peak area of the total area indicates the relative amount of the different
191
sulfur-containing compounds. Table 2 summarizes the percentage of sulfur-containing
192
species in hydrochar. The sulfur evolution trend for different temperatures is
193
presented in Fig. 3a.
194 195
Fig. 2. Distribution of sulfur species from XPS analysis.
196 197
Table 2 Percentage of sulfur species in SS and hydrochar. S1
S2
S3
S4
S5
S6
162.2 eV
163.3 eV
164.1 eV
166 eV
168 eV
170 eV
SS
24.19
39.44
22.19
0.06
14.05
0.07
SS-180
17.69
22.13
24.04
9.65
12.26
14.23
SS-200
16.33
17.11
29.42
7.02
12.27
17.85
SS-220
20.15
20.63
25.09
5.84
10.93
17.37
Sample
SS-240
20.86
18.81
22.94
4.80
12.84
19.75
SS-260
16.74
20.89
26.88
5.24
11.92
18.32
SS-280
15.02
19.65
33.49
2.04
10.31
19.48
SS-300
13.04
17.14
37.48
3.06
8.31
20.96
198 199
The main sulfur species in SS (Fig. 3a) were sulfide (~39%), mercaptan (~24%),
200
thiophene (~22%), and sulfone (~14%). There was a dramatic increase in sulfoxide
201
(9.65 %) and sulfate (14.23 %) when the HTC temperature was increased to 180
202
whereas the amounts of sulfide and mercaptan decreased rapidly. A speculative
203
explanation for this result is that HTC had a noticeable effect on aliphatic sulfur
204
compounds (mercaptan) and sulfide, transforming these compounds into sulfoxide
205
and sulfate. Zhang and coworkers reported that sulfate originated from the partial
206
oxidation of sulfide by oxygen and hydroxyl on the SS surface after thermal
207
treatment(Zhang et al., 2017). As the reaction temperature increased, thiophene
208
increased from 22.19 % (SS) to 37.48 % (HTC-300), and the sulfate content also
209
increased to 20.96 %. More vulnerable sulfur compounds (mercaptan, sulfide, sulfone,
210
and sulfoxide) were transformed into stable sulfur-containing compounds (Li et al.,
211
2015). The increase of thiophene sulfur was due to poly-condensation between sulfide,
212
sulfoxide, and sulfone (Wang et al., 2016; Zhuang et al., 2018). Another reason for the
213
increase in sulfate content was that sulfate and metal ions formed a precipitate in the
214
liquid phase, causing the amount of sulfate ion in liquid fraction to decrease (Fig. 1).
,
215 216
Fig.3. (a) Sulfur species in SS and hydrochar and (b) percentage of organic and
217
inorganic sulfur at different HTC temperature.
218
The proportion of organic and inorganic sulfur can be calculated on the basis of
219
Fig. 3a. Inorganic sulfur only included sulfate and the remaining sulfur species were
220
classified as organic sulfur (Fig. 3b). The organic sulfur content declined continuously
221
from 99.9 % (SS) to 79.0 % (HTC-300) with increasing temperature, which indicated
222
that the higher HTC temperature broke organic sulfur functional groups, and the
223
resulting soluble intermediate could form inorganic sulfur (Chen et al., 2016; Lin et
224
al., 2015). There was also a process where decomposition and transformation of
225
organic sulfur species occurred. The inorganic sulfur content (sulfate) had a large
226
increase at 180
227
slowly increase from 180
228
(mercaptan and sulfide) were more likely to form sulfate after HTC. The increased
229
sulfate content (i.e. CaSO4) was also proven by the XRD results in Fig. S2. Ultimately,
230
the sulfate fraction achieved its maximum value at 300
231
3.4. Sulfur mass balance
compared to that of SS. Subsequently, the sulfate content tended to to 300
, revealing that unstable organic sulfur species
.
232
Figure. 4 shows the sulfur mass distribution of SS in the solid, liquid, and gas
233
phases. Sulfur loss was mainly from the transfer process of solids and liquids products.
234
The difference between the amount of total sulfur and the amounts of sulfur in the
235
liquid and solid phases were considered the sum of sulfur in the gas phase and loss.
236
Sulfur content of the gas phase was not directly measured and was a topic of
237
investigation in our future work. The amount of sulfur in the solid, liquid and gas
238
phases varied with temperature. The amount of sulfur in the solid and liquid phases
239
steadily diminished with increasing temperature, whereas the amount of sulfur in the
gas phase showed the opposite trend. Sulfur species were possibly converted into the
241
gaseous phase with an increase of HTC temperature. Sulfur in the liquid phase was
242
mainly sulfate ions, and the decrease in the amount of sulfur in the liquid phase was
243
caused by the combination of sulfur with metal ion. In contrast, 90-95% of sulfur
244
remained as hydrochar, indicating that HTC only transferred a part of sulfur. The
245
majority of sulfur was preserved in the solid matrix.
Ratio of sulfur species in hydrothermal products
240
1.04 1.02 1.00 0.98 0.96 0.94 0.92 0.90
Gas+loss
Solid phase 0.039
0.051
Liquid phase
0.073
0.945
0.941
0.915
0.917
0.906
0.053
0.044
0.046
0.032
0.022
180
200
220
240
260
0.086
0.088
0.904
0.903
280
300
0.1
0.0
Temperature (°C) 246 247
Fig.4. Mass distribution of sulfur after HTC
248
3.5. Sulfur evolution route of SS during HTC.
249
Figure. 5 shows the variation of real sulfur species in SS and hydrochar at
250
different HTC temperatures, and the calculation method for this figure was based on a
251
technique in the literature (Zhuang et al., 2018). According to the results in Fig. 5,
252
data above, and relevant literature, a simplified sulfur evolution schematic diagram is
253
summarized in Fig. 6. This scheme is described as follows: As the temperature
increased, stable thiophene was produced by a poly-condensation reaction between
255
sulfide, sulfone, and sulfoxide (Zhuang et al., 2018). Unstable aliphatic compounds
256
(mercaptan and sulfide) in the solid fraction were transformed into sulfate at elevated
257
temperatures. Meanwhile, SO2 was liberated by the decomposition of sulfate, and H2S
258
was generated by the decomposition of sulfide and sulfone (Wu et al., 2015b). A small
259
amount of soluble sulfide combined with metal ions to form a precipitate. Sulfur
260
dioxide was released by HTC, and soluble sulfate on the hydrochar surface dissolved
261
into the liquid phase. Subsequently, sulfate ion was released, and sulfate ions could
262
combine with metal ion to form a precipitate (e.g. CaSO4).
Real content of sulfur species (wt%)
254
Mercaptan Thiophene
100
Sulfone Sulfate
Sulfide Sulfoxide
24.19
80
13.90 14.58 14.05
17.71
13.52
10.91
9.63
17.49
15.97
16.87
21.27
19.48
21.71
14.80
10.96
10.44 9.27
10.10
60
17.08
5.76
14.33
11.87
14.56 18.24
40
9.03
7.52
39.44 25.04 19.81
24.43
25.96
20 22.19
0 raw
11.73
15.19
14.72
16.77
7.95
5.97
4.95
4.08
180
200
220
240
260
14.21
14.52
280
300
263 264
Fig. 5. The variation of the real sulfur species in SS and hydrochar at various HTC
265
temperature.
266 267
Fig.6. Sulfur evolution route of SS after HTC
268
4. Conclusions
269
In this paper, upgraded SS was produced, and the evolution route of sulfur
270
species was summarized. The decrease of the O/C ratio was caused by the reduction
271
of oxygen-containing function groups (-OH). The amount of sulfur species in the
272
liquid fraction (mainly sulfate ions) continuously decreased until a minimum value
273
was achieved at 300
274
The amounts of stable thiophene and sulfate increased with increasing temperature.
275
The organic sulfur content decreased continuously (20.91%) as organic sulfur was
276
transformed into inorganic sulfur. The amount of sulfur in the solid and liquid phases
277
decreased with increasing temperature, whereas the amount of sulfur in the gas phase
278
presented opposite trend.
279
Declaration of competing interest
280
. Moreover, sulfoxide and sulfate were generated above 180
The authors declare that they have no conflict of interests.
.
281
Acknowledgments
282
This research was financially supported by the State Key Laboratory of pollution
283
control and treatment of petroleum and petrochemical industry (PPC2017003), a
284
project of the National Natural Science Foundation of China (No. 51679083), a
285
project of the National a key research and development project of Hunan Province
286
(2018WK2011).
287
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Highlights The sulfur species distribution and evolution in sewage sludge were investigated. Increasing temperature enhanced stable thiophene and sulfate content. Sulfate ion was identified as main sulfur species in liquid fraction Sulfur species depended on HTC temperature
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Zhexian Wang: Writing- Original draft preparation, Methodology, WritingReviewing and Editing. Tengfei Wang: Writing- Reviewing and Editing, Supervision. Yunbo Zhai: Supervision, Validation Chuan Peng: Conceptualization, Investigation. Shanhong Li: Data curation, Investigation. Bei Wang: Visualization, Investigation. Xiangmin Liu: Visualization, Investigation. Caiting Li: Software, Supervision
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