Yun Lei1, Pengfei Yu1, Wenqiang Ni2, Haoping Peng1, Yang Liu1, Xiaofang Lv1, Huijun Zhao1. 1. Jiangsu Key Laboratory of Oil and Gas Storage & Transportation Technology, Changzhou University, Changzhou 213164, Jiangsu, China. 2. Sinopec Marketing Central China Company, Wuhan 430000, Hubei, China.
Abstract
As an important component of crude oil, asphaltene precipitation and deposition are harmful to petroleum production and processing. In previous research, the impacts of asphaltene precipitation on crude oil characteristics were preliminarily explored. In this paper, by mixing different types of crude oil, the dynamic process of asphaltene precipitation and its effect on the crystallization and gelation behaviors of mixed crude oil were in-depth analyzed and discussed using the high-speed centrifugation technique, microscopic observation, differential scanning calorimetry (DSC) thermal analysis, and rheological test. The results showed that the asphaltene precipitation mainly occurred in the early stage of crude oil mixing and was influenced by crude oil composition. As the precipitation time increased, the driving force for asphaltene precipitation was gradually weakened until a dynamic equilibrium between asphaltene precipitation and dissolution was reached. Meanwhile, once the asphaltene precipitation occurred, the crystallization and gelation processes of crude oil were significantly affected. It was discovered that the change in the existing state of asphaltenes due to their precipitation is an important factor affecting the interaction of asphaltenes and waxes, which is critical for the technological development of oil and gas flow assurance.
As an important component of crude oil, asphaltene precipitation and deposition are harmful to petroleum production and processing. In previous research, the impacts of asphaltene precipitation on crude oil characteristics were preliminarily explored. In this paper, by mixing different types of crude oil, the dynamic process of asphaltene precipitation and its effect on the crystallization and gelation behaviors of mixed crude oil were in-depth analyzed and discussed using the high-speed centrifugation technique, microscopic observation, differential scanning calorimetry (DSC) thermal analysis, and rheological test. The results showed that the asphaltene precipitation mainly occurred in the early stage of crude oil mixing and was influenced by crude oil composition. As the precipitation time increased, the driving force for asphaltene precipitation was gradually weakened until a dynamic equilibrium between asphaltene precipitation and dissolution was reached. Meanwhile, once the asphaltene precipitation occurred, the crystallization and gelation processes of crude oil were significantly affected. It was discovered that the change in the existing state of asphaltenes due to their precipitation is an important factor affecting the interaction of asphaltenes and waxes, which is critical for the technological development of oil and gas flow assurance.
Crude oil is a complex
mixture mainly composed of normal alkanes,
aromatic hydrocarbons, naphthenes, asphaltenes, resins, etc.[1] Precipitation and deposition of normal paraffins
(waxes) with high molecular weight and asphaltenes have brought many
problems to crude oil mining, transportation, etc., which have aroused
widespread concern in the petroleum industry.[2,3]As an important component of crude oil, asphaltenes are defined
that are insoluble in n-heptane but soluble in toluene,
and these are dispersed in crude oil as a single phase in the form
of colloidal particles.[4−11] Under the influence of temperature, pressure, and composition, asphaltenes
can aggregate, grow, and then precipitate from crude oil. According
to related reports, many experimental procedures and modeling methods
described the dynamic behavior and thermodynamic state of asphaltenes
under different conditions.[12−17] Anisimov et al.[18] found that the size
of basic aggregates was about 1 μm and eventually reached 4–5
μm in alkane solutions. In addition, Joshi et al.[19] found that the size of precipitated asphaltenes
was about 1–3 μm using light scattering. Simultaneously,
many techniques have detected the onset of asphaltene precipitation,
such as extraction and gravimetric methods, viscosity analysis, optical
microscopy, and refractometry.[20−29] It was found that asphaltene precipitation was closely related to
the type of precipitant, pressure, temperature, contact time, and
precipitant concentration.[30−37] Mullins[38] found that when the asphaltene
concentration in crude oil was greater than 0.01 wt %, it existed
in the form of nanoparticles. However, clusterlike aggregates with
larger sizes will be formed at higher concentrations.Recently,
regarding the interaction between asphaltenes and waxes,
many studies have found that asphaltenes can change the characteristics
of crude oils or simulated oils. Kriz et al.[39] found that when the asphaltene concentration added to the system
was 0.01 wt %, the wax appearance temperature (WAT) and yield stress of the system could
be significantly increased; however, when the concentration was increased
to 0.02 wt %, the WAT and yield stress decreased rapidly. Chanda et
al.[40] found that asphaltene can improve
the flow characteristics of waxy oil when used alone or with a pour
point depressant. Moreover, the accumulation degree of asphaltenes
in crude oil is an important factor influencing the flow characteristics.
Venkatesan et al.[41] believed that due to
the addition of asphaltenes, the yield stress and gelation temperature
reduced. Oliveira et al.[42] showed that
asphaltene can play a role as a pour point depressant, but it had
little effect on the WAT of crude oil. Oh[43] found that asphaltene can reduce the pour point and yield stress
of the simulated oil.In summary, most of the current research
studies on the interaction
between asphaltenes and waxes are focused on adding asphaltenes to
a system and then analyzing the effect of asphaltenes on system properties.
A few studies have paid attention to the changes in asphaltenes during
crude oil mixing. However, it often involved the mixing process of
different crude oils in oil industries. For example, heavy oil is
often mixed with light oil to reduce viscosity for pipeline transportation;
before petroleum refining, crude oils with different compositions
will also be blended. In the above cases, it will destroy the stable
balance of asphaltenes and cause its precipitation. To this end, this
study analyzed the kinetics of asphaltene precipitation during crude
oil mixing, and then, the effect of asphaltene precipitation on crystallization
and gelation behaviors of mixed crude oil was studied.[44]
Experimental Section
Crude
Oils
The physical properties
of two crude oils (named as A and B) used are listed in Table (SARA analysis, ASTM D2007-80).
Before experiments, to avoid the nature of oil samples changing with
time, the oil samples were sealed and stored in metal barrels and
placed in a dark place. At the same time, to ensure the reproducibility
of the rheological test, the oil samples were heated to 80 °C,
closed-stirred for 2 h at this temperature, and then naturally cooled
to room temperature. After that, the oil samples were placed in a
dark place for another 48 h.
Table 1
Physical Properties
of Crude Oils
Used in This Work
A crude oil
B crude oil
density@20 °C (g·cm–3)
0.867
0.842
WAT (°C)
21
25
viscosity (mPa·s)
30 °C
124.44
24.18
40 °C
71.25
17.26
SARA analysis (wt %)
saturate
81.2
88.4
aromatic
16.1
10.3
resin
0.4
0.2
nC7-asphaltene
2.3
1.1
Experimental Methods
Mixing Treatment of Crude
Oils
A series of 900 g of crude oil mixture of crude oils
A and B with
mass ratios of 4:1, 3:1, 2:1, and 1:1 were prepared at 40 °C
for 20 min, respectively. Then, the crude oil mixture in each mixing
ratio was equally divided into four glass bottles. After sealing,
the bottles were placed in a magnetic stirring water bath (temperature fluctuation
within ±1 °C) at 40 °C and stirred for 1, 12, 24, and
48 h, respectively. The prepared oil sample was abbreviated as “BO-1
crude oil”, and then, centrifugal separation was performed.
Additionally, the upper layer liquid obtained after the first centrifugal
separation was abbreviated as “BO-2 crude oil”. Subsequent
analyses of BO-1 crude oil and BO-2 crude oil were conducted.
Determination of the Amount of Precipitated
Asphaltenes
In this paper, the asphaltene quality obtained
by centrifugal separation was used to reflect the kinetics of asphaltene
precipitation and further obtain the rate of asphaltene precipitation.
The obtained asphaltenes were named as “precipitated asphaltenes”,
and the residual asphaltenes in crude oil were named as “unprecipitated
asphaltenes”. The specific steps are as follows: weighing a
certain amount of BO-1 crude oil at each stirring time and loading
it into four centrifugal tubes. Afterward, high-speed centrifugation
was carried out at 40 °C (centrifugation speed, 11 000
rpm; centrifugation time, 30 min). Then, we poured the upper liquid
of centrifugal tubes, added 20 mL of n-heptane to
each centrifugal tube, and oscillated ultrasonically for another 10
min to remove the liquid oil remaining in the centrifuged cake. After
that, the centrifugation operation was performed again under the same
conditions. We repeated the above centrifugation and cleaning operations
until the upper layer liquid was colorless. Finally, we placed the
centrifugal tubes in an oven at a temperature of 120 °C and a
pressure of −5.00 × 104 Pa to dry them until
there was no quality change within 2 days. Then, we cooled the asphaltenes
in centrifugal tubes to room temperature, and the amount of precipitated
asphaltenes could be obtained.
Average
Size and Fractal Dimension of Wax
Crystals
The microscopic image of wax crystals was taken
with a Nikon’s OPTIPHOT2-POL transmitted light polarizing microscope
equipped with a Linkam PE60 hot/cold stage (temperature control in
the range of −20 to 90 °C, with a precision of ±0.1
°C). Wax crystal images were captured by a matching Cool SNAP
3.3M microscope special CCD digital camera, and the average size and
fractal dimension of wax crystals were obtained using ImageJ software.
The specific process is as follows: The test slide and oil sample
were preheated to 40 °C, respectively, and maintained at this
temperature for 5 min. Then, the oil sample was evenly spread on the
test slide using a cell scraper and covered with a cover glass. After
that, the test slide was cooled to 15 °C statically at a rate
of 0.5–4 °C/min on the hot/cold stage. When the temperature
of the test slide decreased to 15 °C, a snapshot of the oil sample
was taken to obtain the microscopic images of wax crystals.
A TADSCQ20+RCS (40/90) was used to analyze
the thermal characteristics of the crude oil mixture. During the process,
dry N2 was used for purging, and liquid nitrogen cooling
equipment was used for cooling down. The specific test methods are
as follows: 4–8 mg of test oil was taken into a specific aluminum
crucible and the crucible was sealed. After that, it was placed in
a DSC test tank and heated to 80 °C to melt all of the wax in
the sample. After 1 min, under a N2 atmosphere (flow rate
was 50 mL/min), the sample was cooled from 80 to −20 °C
at a cooling rate of 5 °C/min. In the study, to eliminate the
influence of thermal history and shear history of the oil sample on
the test results, two heating/cooling processes were used, and the
crystallization and melting characteristics of oil sample were obtained
from the second heating/cooling process.
Gelation
Characteristics
The gel
temperature and storage modulus of the oil sample were obtained by
a HAAKE RS-150H-controlled stress rheometer using a temperature scanning
method. The rheometer test system was a Z41Ti coaxial cylinder system
with a rotor diameter of 41.42 mm and an outer cylinder diameter of
43.40 mm. The temperature control system adopted an F8/C35 programmable
water bath (control accuracy was ±0.1 °C). During the cooling
process, the rheometer performed a small-amplitude oscillating shear
scan with an oscillating frequency f of 0.5 Hz and
an oscillating shearing amplitude of 0.0005 ± 0.0001. The specific
process is as follows: (1) the rheometer test system and oil sample
were preheated to 40 °C, respectively, and maintained for 5 min;
(2) 12 mL of oil sample was loaded into the rheometer and kept at
40 °C for another 15 min; and (3) the oil sample was cooled at
a cooling rate of 0.5 °C/min and simultaneously sheared to the
set temperature.
Results and Discussion
Kinetic Process of Asphaltene Precipitation
during Crude Oil Mixing
To reflect the kinetics process of
asphaltene precipitation in the mixed crude oil by the amount of asphaltene
precipitation, obviously, it must ensure that there was no asphaltene
precipitation in crude oils A and B. To this end, we conducted asphaltene
microscopic observations for crude oils A and B, respectively, as
shown in Figure .
It can be seen that almost no precipitated asphaltenes can be seen
in the scope of microscopic vision, i.e., the asphaltenes in crude
oils A and B were stably dissolved in their original systems. In other
words, we can also think that no asphaltene precipitation occurred
in the crude oil mixture at the moment when A and B were mixed (t = 0 h).
Figure 1
Asphaltene micrographs for crude oil A (left) and crude
oil B (right)
at 40 °C.
Asphaltene micrographs for crude oil A (left) and crude
oil B (right)
at 40 °C.As shown in Figure , at each mixing ratio, as the precipitation
time went on, the amount
of precipitated asphaltenes gradually increased until a stable value
was reached after 24 h, which was a similar conclusion to our previous
research.[42] Simultaneously, in terms of
the rate of asphaltene precipitation in Table , at a mixing ratio of 4:1, the values at
0–1, 1–12, 12–24, and 24–48 h were, respectively,
1.62, 0.025, 0.015, and 0 g/h. Obviously, at 0–1 h, it was
much higher than those at 1–12, 12–24, and 24–48
h. In other words, it can be inferred that in the mixed early stage,
due to changes in the environment of the crude oil system, the unstable
asphaltenes had appeared, resulting in a large amount of asphaltenes
rapidly precipitated in a short time. As the mixing process continued,
the driving force of asphaltene precipitation gradually weakened,
and the asphaltene precipitation and dissolution will gradually reach
a dynamic equilibrium.
Figure 2
Amount of precipitated asphaltenes as a function of time
for BO-1
crude oil at 40 °C.
Table 2
Kinetic
Rate of Asphaltene Precipitation
kinetic
rate of asphaltene precipitation (g/h)
mixing
ratio (crude oil A/B)
0–1 h
1–12 h
12–24 h
24–48 h
4:1
1.62
0.025
0.015
0
3:1
1.80
0.041
0.023
0
2:1
2.07
0.041
0.015
0.004
1:1
2.79
0.025
0.041
0.008
Amount of precipitated asphaltenes as a function of time
for BO-1
crude oil at 40 °C.To further analyze the conclusion
of asphaltene precipitation,
we tracked the dynamic process of asphaltene precipitation at a mixing
ratio of 4:1, as shown in Figure . It can be found that at t = 1 h,
compared with before mixing, a large amount of precipitated asphaltenes suddenly
appeared in the field of view. As the experiment time continued to
48 h, the amount of precipitated asphaltenes increased, and their
size also increased. However, relative to the change within 1 h, the
driving force for asphaltene precipitation obviously weakened, which
also showed that for crude oil mixing, the initial stage will be a
critical period for asphaltene precipitation.
Figure 3
Relationship between
asphaltene precipitation and experiment time
for BO-1 crude oil.
Relationship between
asphaltene precipitation and experiment time
for BO-1 crude oil.In addition, in terms
of the rate of asphaltene precipitation in Table , it can be seen that
at t = 1 h, as the mixing ratio of crude oil A and
B decreased gradually, that is, the proportion of crude oil B increased
gradually, the kinetic rate of asphaltenes precipitation also increased
gradually. As we all know, the composition of crude oil was the decisive
factor for its characteristics. Before and after crude oil mixing,
the contents of saturated and aromatic components in crude oil were
changed. It can be seen in Table that the content of saturated components in crude
oil A was less than that of crude oil B, but the content of aromatic
components was higher. In the period of 0–1 h, when crude oil
A was added to B, the content of saturated component in BO-1 crude
oil increased suddenly compared with that in crude oil A at this time,
while the aromatic component decreased relatively. This change obviously
directly destroyed the stable asphaltene equilibrium in an original
system. In a short time, a large amount of asphaltenes was precipitated.
In the periods of 1–12 and 12–24 h, the role of saturated
and aromatic components in BO-1 crude oil continued, leading to continued
asphaltene precipitation. However, due to the limited impact of composition
changes, the precipitation rate gradually decreased. In the period
of 24–48 h, the destroyed asphaltene balance was re-established,
and the amount of precipitated asphaltene was basically unchanged,
which was also similar to the conclusion of Maqbool’s research.[18,19]Additionally, as shown in Figure , at a mixing ratio of 4:1, the mass of the
unprecipitated
asphaltenes can be obtained by subtracting the mass of precipitated
asphaltenes. It can be seen that the mass of the unprecipitated asphaltenes
in BO-1 crude oil still accounted for a large proportion. This also
showed that during crude oil mixing, if purely depending on the influence
of the crude oil component changes, the driving force for asphaltene
precipitation was relatively weak, resulting in less asphaltene precipitation.
Figure 4
Solubility
of asphaltenes in BO-1 crude oil as a function of time
at 40 °C.
Solubility
of asphaltenes in BO-1 crude oil as a function of time
at 40 °C.
Effect
of Asphaltene Precipitation on the
Crystallization and Gelation of Crude Oil
It should be noted
that, for the convenience of analysis, subsequent studies were carried
out on the system with a mixture ratio of 4:1, studying the characteristics
of wax crystals, crystallization heat, and gelation structure.
Analysis of Average Size and Fractal Dimension
of Wax Crystal
As shown in Figure , as the amount of precipitated asphaltenes
increased, the average size and fractal dimension of wax crystals
in BO-1 crude oil gradually increased.
Figure 5
Wax crystal parameters
for BO-1 crude oil with precipitated asphaltenes
at 15 °C.
Wax crystal parameters
for BO-1 crude oil with precipitated asphaltenes
at 15 °C.Combined with the case of asphaltene
precipitation, when t = 1 h, most of the asphaltenes
in BO-1 crude oil were
the unprecipitated asphaltenes, and they were evenly dispersed. Over
time, the unprecipitated asphaltenes gradually aggregate to become
precipitated asphaltenes. Obviously, this change directly caused the
size distribution of asphaltene particles to increase. In addition,
combined with the presence of its surface functional groups, the precipitated
asphaltenes had a large spatial structure. As the oil temperature
decreased below WAT, due to the presence of external nucleation centers,
wax molecules will be easier to directly precipitate and grow on the
surface of precipitated asphaltenes. In this case, it was easier to
promote the formation of large-sized wax crystals so that the fractal
dimension of wax crystals increased with time.After the precipitated
asphaltenes were separated, as shown in Figure , the average size
and fractal dimension of wax crystals in BO-2 crude oil were significantly
reduced. This also showed that the precipitated asphaltenes indeed
affected the crystallization of wax molecules, provided the crystalline
core for wax molecules, and changed the growth of wax crystals.
Figure 6
Wax crystal
parameters for BO-2 crude oil with precipitated asphaltenes
removed at 15 °C.
Wax crystal
parameters for BO-2 crude oil with precipitated asphaltenes
removed at 15 °C.
Analysis
of Crystallization Heat and Cumulative
Amount of Wax Precipitation
To further study the effect of
asphaltene precipitation on wax crystallization, Figures and 8 show the DSC thermograms of the oil samples during cooling and heating.
To ensure the reliability of test results, WATs of BO-1 crude oil
with stirring times of 1 and 48 h were repeatedly verified, and the
standard deviations were 0.43 and 0.53 °C, respectively.
Figure 7
DSC exotherms
(a) and endotherms (b) for BO-1 crude oils with precipitated
asphaltenes.
Figure 8
Concentration of precipitated wax per temperature
(WAT to −20
°C) for BO-1 crude oils with precipitated asphaltenes.
DSC exotherms
(a) and endotherms (b) for BO-1 crude oils with precipitated
asphaltenes.Concentration of precipitated wax per temperature
(WAT to −20
°C) for BO-1 crude oils with precipitated asphaltenes.As can be seen from Figures and 8, asphaltene
precipitation had almost
no effect on the WAT and melting wax point of BO-1 crude oil, but
the crystallization heat and cumulative amount of wax precipitation
(from WAT to −20 °C) were increased.When oil temperature
was higher than WAT, wax molecules contained
higher energy, and waxcrystallization behavior did not occur. As
oil temperature decreased below WAT, the effect of asphaltenes on
wax molecules was gradually reflected. As time went on, the precipitation
effect between asphaltenes became stronger. In this case, the nucleation
of the precipitated asphaltenes increased, which directly lead to
an increase in the cumulative amount of wax precipitation. As for
the heat released during wax crystallization, as the cumulative wax
precipitation increased from 1 to 48 h, it caused an increase in the
total latent heat of phase change. Simultaneously, some specific wax
molecules in the liquid phase can be in contact with the surface-specific
structure of precipitated asphaltene through their alkyl carbon chains,
and a phenomenon similar to “quasi-crystallization”
occurred, resulting in the exotherm of the liquid phase.
Analysis of Gelation Temperature and Storage
Modulus
To further study the effect of asphaltene precipitation
on the gelation characteristics of BO-1 crude oil, the gelation temperature
and storage modulus were measured, as shown in Figures and 10. In addition,
to ensure the reliability of experimental results, the gelation temperature
of BO-1 crude oil at 1 h was measured three times, and the standard
deviation was 0.2 °C. In other cases, it showed similar results.
Figure 9
Gelation
temperatures versus asphaltene precipitation for crude
oil.
Figure 10
Storage modulus In G′ versus temperature
for crude oil.
Gelation
temperatures versus asphaltene precipitation for crude
oil.Storage modulus In G′ versus temperature
for crude oil.As shown in Figure , the gelation temperature of BO-1 crude
oil decreased as the amount
of precipitated asphaltenes increased. In other words, as asphaltenes
precipitated, the establishment of the wax crystal network structure
was delayed to a certain extent. After separating the precipitated
asphaltenes, the gelation temperature of the BO-2 crude oil was higher
than that before the precipitated asphaltenes separated. Obviously,
the precipitated asphaltenes played an important role in the whole
gelation process of crude oil. As mentioned before, the precipitated
asphaltenes themselves had a larger structure and aggregation degree
than unprecipitated asphaltenes. In addition, because the precipitated
asphaltenes can play a role similar to that of polymer additives,
wax molecules can naturally precipitate and grow on their surfaces
as crystallization sites. During the cooling process, the precipitated
asphaltenes can easily induce the formation of large-sized wax crystals.
From the point of the substance surface characteristics, the large-sized
wax crystals had smaller specific surface areas and surface energy,
and they are more stable and can exist alone in an oil system. Obviously,
losing the mutual bonding of wax crystals, the establishment of the
gel network structure for crude oil was delayed. However, after the
precipitated asphaltenes separated, wax molecules lose their external
crystalline core. In this case, it can only rely on the wax molecule
itself aggregation into cores. As the small-sized wax crystals had
large specific surface areas and surface energy, they easily combined
with each other to reduce the surface energy. In other words, the
small-sized wax crystals will be the first choice for crystallization,
and they can quickly form a gel network structure. Meanwhile, the
gelation temperature after the precipitated asphaltenes separated
was higher than
that of asphaltenes before precipitation, which exactly illustrated
that the presence of precipitated asphaltenes inhibited the establishment
of the gel network structure.In addition, this article also
analyzed the storage modulus of
the gel structure formed. As shown in Figure , after the precipitated asphaltenes were
removed, compared with before separation, the storage modulus of BO-2
crude oil increased at the same temperature, i.e., the strength of
the formed gel network structure became stronger and stronger.Previous studies on colloidal systems have found that when small-sized
particles were added to the system, they increased the connection
points between large-sized particles, resulting in increased structural
strength. ten Brinke et al.[45] found that
the storage modulus increased by more than 10 times and the yield
stress reached more than 3 times. In crude oils studied in this paper,
as asphaltene gradually precipitated, the presence of precipitated
asphaltenes or asphaltene clusters with larger sizes and structures
reduced the connection points between solid particles. In this case,
the size distribution of wax crystals increased considering the effect
of precipitated asphaltenes. On the one hand, the space structure
of precipitated asphaltenes was large and cannot be closely connected
with the gelatinous network structure. Once a shearing action was
applied, the formed gelled structure will break from the connection
positions between these asphaltenes and wax crystals. On the other
hand, the gelatinous network structure formed by small-sized wax crystals
had good integrity, which also increased the strength of the gel structure
to a certain extent.
Conclusions
This paper examined the process of asphaltene precipitation in
the mixing process of crude oils. On this basis, the effect of asphaltene
precipitation on crystallization and gelation of mixed crude oil was
studied. The results show that the dynamics of asphaltene precipitation
during crude oil mixing was complex and moderate and related to the
combined action of aromatic components and alkanes in crude oils.
Meanwhile, the presence of precipitated asphaltenes can significantly
affect the crystallization process of wax molecules and gelation characteristics.
As the quality of precipitated asphaltenes increased, the WAT and
melting wax point of mixed crude oil were unchanged, but the crystallization
enthalpy, amount of wax precipitation, and cumulative wax precipitation
gradually increased. This indicated that the asphaltene precipitation
changed the crystallization behavior of wax molecules, and the existing
state of asphaltenes was an important factor affecting the interaction
between asphaltenes and waxes. As the asphaltene precipitation intensified,
the gelation temperature and storage modulus of crude oil decreased,
i.e., the strength of the formed gelatinous network structure was
getting weaker.
Authors: Pralav P Shetty; Soheil Daryadel; Barnaby T Haire; Zoë R Tucker; Tiffany Wu; Velu Subramani; John J Morrison; Peter Quayle; Stephen Yeates; Paul V Braun; Jessica A Krogstad Journal: ACS Appl Mater Interfaces Date: 2019-12-04 Impact factor: 9.229