Di Chang1, Jiacheng Li1, Yiyang Yang1, Zhiwen Gan1. 1. National Key Laboratory of Science and Technology on Aero-engine Aero-thermodynamics, Beihang University, Beijing 100191, People's Republic of China.
Abstract
Aircraft soot has a significant effect on the air quality and human health. The aim of this study is to investigate the evolution of soot morphology in free jet laminar diffusion flames between Chinese traditional aviation kerosene RP-3 and algae-based aviation biofuels. The differences in height, profile, and structural properties of soot between the RP-3 flame and biofuel flame are determined. A laboratory-made probe sampling method was applied for soot sample collection. Transmission electron microscopy (TEM), high-resolution transmission electron microscopy (HRTEM), X-ray diffraction (XRD), and elemental analyzers were used to analyze the collected soot particles. The average particle size of soot increases first and then decreases in both flames, and the size of biofuel primary particles is smaller than that of jet fuel RP-3 particles along the same flame height. At the flame tip, the primary particle sizes of RP-3 soot and biofuel soot are 22.7 and 15.6 mm, respectively. In comparison with the RP-3 soot, the nanostructure of biofuel soot particles along the same flame height exhibits a shorter fringe lattice, a larger fringe tortuosity, and a larger interlayer spacing, which indicate a higher degree of oxidation reactivity. Meanwhile, RP-3 soot particles have a lower H/C atom ratio and have greater intensity in X-ray diffraction, which indicates a more orderly and compact lattice structure. This study provides some references in studying the algae-based biofuel with regard to soot formation.
Aircraft soot has a significant effect on the air quality and human health. The aim of this study is to investigate the evolution of soot morphology in free jet laminar diffusion flames between Chinese traditional aviation kerosene RP-3 and algae-based aviation biofuels. The differences in height, profile, and structural properties of soot between the RP-3 flame and biofuel flame are determined. A laboratory-made probe sampling method was applied for soot sample collection. Transmission electron microscopy (TEM), high-resolution transmission electron microscopy (HRTEM), X-ray diffraction (XRD), and elemental analyzers were used to analyze the collected soot particles. The average particle size of soot increases first and then decreases in both flames, and the size of biofuel primary particles is smaller than that of jet fuel RP-3 particles along the same flame height. At the flame tip, the primary particle sizes of RP-3 soot and biofuel soot are 22.7 and 15.6 mm, respectively. In comparison with the RP-3 soot, the nanostructure of biofuel soot particles along the same flame height exhibits a shorter fringe lattice, a larger fringe tortuosity, and a larger interlayer spacing, which indicate a higher degree of oxidation reactivity. Meanwhile, RP-3 soot particles have a lower H/C atom ratio and have greater intensity in X-ray diffraction, which indicates a more orderly and compact lattice structure. This study provides some references in studying the algae-based biofuel with regard to soot formation.
Aircraft soot has a significant
effect on air pollution and the
global environment. With concerns ranging from climate change to the
security of fuel supplies, algae-based aviation biofuels are receiving
increasing attention. Recent studies have indicated that algae-based
biofuel has a higher energy return than fossil fuel.[1] In recent years, algae-based biofuel has received extensive
attention due to its relatively good combustion performance and environmentally
friendly characteristics. In addition, this renewable feature of algae-based
biofuel may bring a potential solution to carbon emission issues.[1,2]Soot formation is a major branch in the field of fuel combustion.
Glassman et al. proposed a classic theory of soot formation for hydrocarbon
fuels.[3] It has been shown that the soot
formation process undergoes several major stages. Pyrolysis of hydrocarbon
fuel first produces some small hydrocarbon molecules. Then those small
hydrocarbon molecules form a benzene ring. After that, two or more
benzene rings form a polycyclic aromatic hydrocarbon (PAH). PAHs will
nucleate when they reach a certain stage of growth. They continually
grow in volume and form into soot by undergoing a process of surface
growth, oxidation, and particle collision.There are various
aspects in the study of soot formation. Some
scholars have studied the soot precursors, which are also called polycyclic
aromatic hydrocarbons (PAHs), before the soot is mature.[4,5] Some researchers focused on the chemical reaction mechanism of soot
formation. Others focused on the soot morphology investigation in
the soot formation process for a laboratory-scale flame configuration.
Morphology parameters describing soot include primary particle diameter,
nanostructure characteristics, etc. The nanostructure parameters,
including lattice fringe length, fringe curvature, and interlayer
spacing, reflect the oxidative reactivity of soot particles to a certain
extent.[6−14]Liati[15] et al. observed the microscopic
morphology of soot particles from the exhaust of a military engine
between standard kerosene and a biofuel blend. More uncrystallized
layers in the outer boundary of the biofuel blend soot indicate a
higher degree of oxidative reactivity. In 2011, Blakey et al.[16] applied a hybrid fuel of traditional aviation
kerosene and aviation biofuel to an aero engine, which had a significant
effect in reducing the emission of soot particles. Many previous works
that have investigated soot characterization from aircraft engine
exhaust with biofuel blends have concluded that alternative fuels
reduce soot emissions. However, few studies mention the soot formation
in the actual combustion chamber, as the actual combustion chamber
combustion is complex. It is difficult to study the actual soot formation
process in practical chamber combustion. As a result, it is particularly
important to study soot formation process under laboratory-scale configurations.
As a significant branch of soot formation in combustion research,
soot formation characteristics for one laboratory-scale reaction configuration
(e.g., nonpremixed flames, laminar premixed flame, shock tubes, and
flow reactors) have been studied by many scholars.[13,17−21] However, these studies mostly focused on the soot nanostructure
characteristics for methane, ethylene,[17−20] aviation fuel,[13,21] and so on. A nanostructure characteristics study on soot formation
formed by an algae-based aviation biofuel has yet to be presented.
It is also significant to study the effects of an algae-based biofuel
on the soot generation in a laboratory-scale flame. Understanding
the effects of the components of algae-based biofuel on the soot nanostructure
characteristics will provide some insights into the design of cleaner
and more efficient engines.In this study, two kinds of fuels,
algae-based aviation biofuels
and Chinese standard jet fuel RP-3, were applied for a free jet laminar
diffusion flame experiment. A comparison of the evolution of soot
morphology between the RP-3 flame and the biofuel flame was carried
out. Particle collection along the central axis of the flames used
a method of laboratory-made probe sampling. Transmission electron
microscopy (TEM), high-resolution transmission electron microscopy
(HRTEM), X-ray diffraction (XRD), and elemental analysis were utilized
to compare the differences in soot morphologies and soot evolution
processes between the two different fuels on a microscopic scale.
The aim of this paper is to evaluate the significance of algae-based
biofuels in fulfilling higher emission requirements in practical combustion
devices by comparing the different morphology characteristics of soot
particles between RP-3 fuel and biomass fuel.
Results
and Discussion
Figure shows the
TEM images of soot particles collected at different heights of two
fuel flames. A clear boundary can be observed from soot collected
at 4.5 mm height above the burner (HAB) in RP-3 flame. As the flame
height increases, the group of soot particles develops from the initial
chain region to the later flake region due to particle aggregation.
Observations of the particle morphology in the biomass flame show
that there is no clear boundary at 4.5 mm HAB and the contribution
has a more amorphous liquidlike structure. Particles collected after
the biofuel flame height of 9 mm can be seen to have a clear boundary,
and as the flame height increases, particles gradually develop from
the chain region to the flake region.
Figure 1
TEM images of soot particles along different
flame heights of RP-3
(left) and biofuel (right).
TEM images of soot particles along different
flame heights of RP-3
(left) and biofuel (right).Figure manifests
the variation of soot particle size along the flame centerline. The
average primary particle size of each sampling point is derived from
the TEM images processed by software the Image-Pro Plus (IPP). At
each sampling point, 80–100 soot particles were selected for
s quantitative size analysis, and the arithmetic mean value of this
large group of particle sizes was regarded as the average primary
particle size of each point.
Figure 2
Variation of soot particle size along the flame
centerline.
Variation of soot particle size along the flame
centerline.The size of soot particles changes
continuously during the combustion
process, and the basic particle size is mainly affected by the oxidation
reaction and surface growth of soot particles.[22,23] The soot particles are mainly grown through an H atom abstraction
and acetylene addition (HACA mechanism) reaction on the surface of
the particles, PAHs condensation, and particle agglomeration.[24] As the flame height increases, the soot particle
size increases at first and then decreases, as shown in Figure . The reason is that the surface
growth rate of particles is greater than the oxidation reaction rate
at a relatively lower flame height while the oxidation rate of soot
is greater than the surface growth rate at a relatively higher flame
height. In addition, the soot particle size of the RP-3 flame is larger
than that of the biofuel flame at the same flame height.To
verify the repeatability of the soot sampling, sampling was
performed for each sampling point at least twice. These results agreed
well with each other. For instance, Figure shows the histograms of the soot particle
sizes and their fitted curves for two samplings at 18.0 mm HAB of
the RP-3 flame. It can be seen from Figure that the trends of the histogram distributions
in two samplings are roughly consistent. The average particle sizes
of the soot in the two samplings are 25.52 and 25.49 nm, respectively.
The difference is far less than the standard error.
Figure 3
Comparison of the two
samplings for RP-3 at h =
18.0 mm.
Comparison of the two
samplings for RP-3 at h =
18.0 mm.
Flame Shape
Figure gives a picture
of the laminar flames of
the two fuels. The RP-3 flame is on the left side of the picture,
and the biomass fuel is on the right side of the picture. The RP-3
flame is higher and brighter than the biomass flame, and both are
in the shape of a candle flame.
Figure 4
Different fuel flames (RP-3 flame on the
left and biomass flame
on the right).
Different fuel flames (RP-3 flame on the
left and biomass flame
on the right).
Soot
Nanostructure
The characteristics
of the internal carbon lamella (i.e., layers) comprising a soot primary
particle are collectively called the nanostructure. The soot nanostructure
is a function of formation conditions of time, temperature, and fuel
molecular structure/composition.[24,25] The soot nanostructure
reflects not only the physical form of soot segment distribution but
also the oxidative activity and degree of graphitization.Figure shows the HRTEM
images of soot and the skeletonized images processed with the software
ImageJ. Figure a,b
are the skeletonized images of RP-3 soot (HAB = 18.0 mm) and biofuel
soot (HAB = 18.0 mm) respectively.
Figure 5
HRTEM image processing result ((a) nanostructure
of RP-3 soot (HAB
= 18.0 mm) (b) nanostructure of biomass soot (HAB = 18.0 mm)).
HRTEM image processing result ((a) nanostructure
of RP-3 soot (HAB
= 18.0 mm) (b) nanostructure of biomass soot (HAB = 18.0 mm)).Figure shows the
nanostructures of soot particles at five heights in the RP-3 diffusion
flame. As the flame height increases, the crystallinity of the soot
particles increases. At 4.5 mm HAB, the soot structure is amorphous.
It exhibits lamellae with an incoherent orientation and no obvious
single center of a concentric shell. From 9.0 to 21.5 mm, the soot
particles have an onion core–shell structure and show a more
instinct single center (black arrows in Figure b–e). The lattice fringe is more distinct
with the height increase because of the condensation of PAHs and the
surface growth of soot particles. At 18.0 mm HAB, an evident center
can be noted corresponding to an amorphous and uniform appearance
(marked by black arrows in Figure d). The overall structural distribution of the particles
is that the external carbon layer is ordered with an oriented shell
and the interior is an amorphous carbon core. The ordered aromatic
layers constitute the concentric external shells and the amorphous
aromatic hydrocarbons constitute the internal disordered structure.[26,27] From HAB = 18.0 mm to HAB = 21.5 mm, extended graphene layers with
more organized outer fringes around the nuclei and distinct boundaries
(Figure d,e) are observed
in soot particles.
Figure 6
HRTEM images of RP-3 soot sampled at (a) HAB = 4.5 mm,
(b) HAB
= 9.0 mm, (c) HAB = 13.5 mm, (d) HAB = 18.0 mm, and (e) HAB = 21.5
mm.
HRTEM images of RP-3 soot sampled at (a) HAB = 4.5 mm,
(b) HAB
= 9.0 mm, (c) HAB = 13.5 mm, (d) HAB = 18.0 mm, and (e) HAB = 21.5
mm.Figure presents
the HRTEM images of biofuel soot particles. At an HAB of 4.5 mm (Figure a), the particles
have an overall amorphous structure and no oriented carbon layers
and a distinct core can be observed. Soot particles exhibited no recognizable
lamellae with negligible curvature and orientation in the nanostructure.
At 9.0 mm HAB, some particles show a certain degree of graphitization.
A typical core–shell structure has emerged (Figure b). As the soot particles continue
to develop in the flame, increasingly more stacking and clear graphene
layers can be observed (Figure c,d). At 18.0 mm HAB, the primary particles appear larger,
as shown in Figure d, including larger areas of external concentric carbon layers and
smaller areas of an internal amorphous carbon core (the disordered
cores are marked by arrows in Figure b–d). At the flame tip, the biofuel soot appears
to have shorter fringe lengths and a smaller radius of curvature in
comparison to the RP-3 soot, indicating a lower degree of graphitization.
Figure 7
HRTEM
images of biofuel soot sampled at (a) HAB = 4.5 mm, (b) HAB
= 9 mm, (c) HAB = 13.5 mm, and (d) HAB = 18.0 mm
HRTEM
images of biofuel soot sampled at (a) HAB = 4.5 mm, (b) HAB
= 9 mm, (c) HAB = 13.5 mm, and (d) HAB = 18.0 mmIn addition, at 4.5 mm HAB of both fuel flames corresponding to
initial stage of the combustion, some liquidlike particles are observed
at this sampling point. Most of the soot particles have an amorphous
structure at this sampling point. Most particles have not yet undergone
the transformation of particle inception at this early stage. Thus,
structural parameters were not derived at this sampling point in both
flames. This sampling point (4.5 mm HAB) for both fuels will not be
introduced in the following discussion about the parameters of soot
nanostructure.Figure plots the
histograms of the fringe length, layer spacing, and fringe tortuosity
of the soot particles in the RP-3 flame at different flame heights.
Fringes shorter than an aromatic ring (i.e., 0.246 nm) are first eliminated,
since they make no physical sense.[27] Related
studies and carbon theory give the following facts.
Figure 8
Histograms of (a) fringe
length, (b) layer spacing, and (c) fringe
tortuosity of RP-3 soot at different HABs.
Histograms of (a) fringe
length, (b) layer spacing, and (c) fringe
tortuosity of RP-3 soot at different HABs.Figure a shows
that soot derived from a higher flame height corresponds to a larger
fringe length of the nanostructure. Carbon atoms located at the edges
and carbon atoms located at the interior constitute a carbon layer.
The reactivity of the carbon atoms at the edges is far higher than
that of the carbon atoms at the center of the layer.[25,28,29] The longer fringe lattice means
that a larger proportion of less reactive carbon atoms are located
inside the carbon layer. Consequently, as the flame height increases,
the nanostructure of soot particles exhibits more longer fringe lattices,
which indicate a lower oxidation activity.In the TEM image
analysis, the lamellae with a carbon layer spacing
of greater than 0.6 nm (after which van der Waals forces are ignorable)[17,27,30] and smaller than 0.2 nm[31] (the fringe information is attenuated if the
fringe spacing is 0.21 nm or less) were excluded. The carbon layer
spacing has a certain range because the highly graphitized carbon
interlayer spacing is 0.344 nm[32] and the
carbon layer spacing that is analyzed should fall within that range.
The above selection rules ensure that the collected interlayer spacing
results are not distorted. Figure b plots the histograms of the layer spacing. As the
height of the particle soot rises with the flame, the interlayer spacing
decreases from 0.39 nm at 4.5 mm HAB to 0.35 nm at the flame tip.
The larger carbon layer spacing is conducive to the entry of oxygen,
and the carbon atoms at the edge of the carbon layer are prone to
an oxidation reaction, which enhances the reactivity of graphene crystallites.[28] Therefore, as the flame height increases, the
soot exhibits more stacked layers and less oxidation, which confirms
that the soot has a higher graphitization.As shown in Figure c, the fringe tortuosity
of the soot nanostructure gradually decreases
as the flame height increases because of the bending phenomenon, which
indicates an orderly structure. This bending phenomenon is caused
by the odd-membered carbon rings on the carbon layer. Odd-membered
carbon rings (i.e., C5 and C7) and higher sp3 hybridization
rates indicate that the carbon layer is more curved and unstable.[29] This suggests that the soot particles are more
prone to an oxidation reaction.[33]Figure shows the
histograms of fringe length, layer spacing, and fringe tortuosity
of the soot particles in the biofuel flame at HAB = 4.5, 9.0, 13.5,
18.0 mm. Figures and 9 show that the histogram distribution of the nanostructure
parameters has a roughly normal distribution, and there is no obvious
visual difference. As the soot particles travel through the flame,
they exhibit greater fringe length and smaller fringe tortuosity and
interlayer spacing, indicating a more orderly structure.
Figure 9
Histograms
of (a) fringe length, (b) layer spacing, and (c) fringe
tortuosity of biofuel soot at different HABs.
Histograms
of (a) fringe length, (b) layer spacing, and (c) fringe
tortuosity of biofuel soot at different HABs.Figure shows
the nanostructure parameters of soot collected at different sampling
points in the RP-3 flame and biofuel flame. It also shows that the
RP-3 soot exhibits a more orderly structure in comparison with biofuel
soot. A reasonable explanation is that a higher concentration of aromatic
components in RP-3 aviation kerosene provides an environment conducive
to soot precursor (PAH) formation, which contributes to the rapid
soot generation.[27,34,35]
Figure 10
Nanostructure parameters ((a) fringe length (b) layer spacing,
and (c) fringe tortuosity) of soot collected at different sampling
points in RP-3 and biofuel flames.
Nanostructure parameters ((a) fringe length (b) layer spacing,
and (c) fringe tortuosity) of soot collected at different sampling
points in RP-3 and biofuel flames.
X-ray Diffraction
An X-ray diffraction
analysis (XRD) was applied to compare the nanostructure differences
between the RP-3 soot and biomass soot in a different way and to validate
the results of the HRTEM analysis at the same time. The XRD analysis
of the soot particles at the same sampling point of the two fuel flames
is shown in Figure .
Figure 11
XRD analysis of two flame soot samples.
XRD analysis of two flame soot samples.This method has been extensively applied to previous studies on
soot.[36] The 2θ values of the two
peaks are at 23° (002 plane) and 44° (100 plane) were observed,
which are related to the interlayer spacing of the carbon layer and
the lateral extension of the carbon plane, respectively. The relatively
higher intensity of the 100 and 002 peaks of RP-3 soot particles indicates
a higher degree of graphene layer stacking and a greater nanocrystallite
width and hence a more compact soot structure. Figure confirms that soot of the RP-3 flame is
more mature than that of biofuel flame. The results are consistent
with the conclusions about soot HRTEM analysis.
Elemental Analysis
Table gives a comparison of the elemental
content of soot particles generated by the two different fuel flames.
According to the information shown in Table , the components of both fuel soot particles
includes C, H, and O elements with over 90% contents of C. In comparison
with RP-3 soot, the relatively lower content of C and relatively higher
content of O of biofuel soot may be caused by the content of carboxylic
acids, aldehydes, ketones, alcohols, and other substances in biofuel.[37] A relevant study[38,39] pointed out
that the hydrogen content is related to the solid active site, and
the active site is involved in the reaction to give O2 and
CO2. The results of an elemental analysis in this experiment
coincide well with those of a previous study[27] that the reduction of H/C means an increase in the degree of graphitization.
The H/C value of RP-3 soot is lower than that of biofuel soot, indicating
a more organized structure. It agrees well with the previous results
of HRTEM and XRD.
Table 1
Comparison of Elemental Analysis between
RP-3 Soot and Biofuel Soot
sample name
C (%)
H (%)
O (%)
N (%)
H/C
RP-3
95.52
1.11
0.74
0.00
0.14
biofuel
90.78
1.66
3.09
0.00
0.22
Conclusions
This paper compares the evolution of the soot formation process
and morphology characteristics of soot particles under free jet laminar
diffusion flames between the standard jet fuel RP-3 and an algae-based
biofuel. The soot particles at different flame heights are directly
extracted to the TEM grid by means of probe sampling. The differences
in the nanostructure characteristics of soot particles generated by
the two fuel flames are compared by HRTEM, XRD, and elemental analysis.
At the same time, the differences in the morphology characteristics
between RP-3 soot and biofuel soot at a lower resolution were observed
by a TEM method. A probe sampling method was used to sample soot at
different heights along the center axis of the flame. The differences
in nanostructure characteristics of TEM, HRTEM, XRD and elemental
analysis were applied to study the evolution of soot morphology and
nanostructure. TEM, HRTEM, XRD and elemental analyzer were applied
to analyze the soot microstructure characteristics of RP-3 soot and
algae-based biofuel soot. The main research conclusions are as follows.During the growth
and evolution of
soot, the average particle sizes of the two types of flame soot both
increase at first and then decrease due to an oxidation reaction and
the surface growth of soot particles. At the flame tip, the average
size of RP-3 soot particles is consistently larger than that of biofuel
soot particles at the same flame height since RP-3 fuel has more aromatic
radicals for PAH growth.Soot nanostructure characteristics
were derived from HRTEM images processed by the software imageJ. The
particles exhibit the structure of disorder with no concentric shell
being detected at very low HAB. As particles travel through the flame,
typical onionlike core–shell arrangements are observed with
more shells of oriented stacking fringes and a smaller amorphous core.
As the flame height increases, both RP-3 soot and biofuel soot exhibit
a greater fringe length, a lower fringe tortuosity, and a smaller
interlayer spacing, which indicates a more orderly structure. The
soot of biofuel exhibits greater structural disorder with particles
based on shorter fringes, more curved fringes, and a larger layer
spacing of the graphene layers in comparison to that of RP-3 kerosene
at the same flame height. The more disordered structure of biofuel
soot indicates a higher oxidation reactivity.The results of XRD show that the 002
and 101 characteristic peaks of RP-3 soot are higher than those of
biofuel soot, which indicates that RP-3 soot has more stacked carbon
layers and is more stable. In an elemental analysis, RP-3 soot has
a higher C/H atomic ratio in comparison to biofuel soot, which indicates
that the RP-3 soot has more difficulty in being oxidized. The above
conclusions are also consistent with the results of HRTEM analysis.In this study, the evolution processes of
the morphology and nanostructure
of RP-3 soot and biofuel soot under a free jet diffusion flame were
investigated, which may provide a comprehensive review for a further
investigation of the application of alternative aviation biofuels
in actual aero engines.
Methods
Fuels
RP-3 is the most common commercial
aviation kerosene in China with multiple components, and these components
have been detailed in a prior study.[40] The
algae-based biofuel, which can be hydrotreated from algae lipids by
a hydrogenation process, has attracted a great deal of attention recently.
Detailed components of biofuels are given in a previous study.[37]Table gives the main components and contents of RP-3 kerosene and
algae-based biofuel.
Table 2
Main Components and
Contents of RP-3
Kerosene and Algae-Based Biofuel
amount
(%)
species
saturated hydrocarbon and olefin
aromatic
others
RP-3 kerosene
54.3
28.6
17.1
hydrotreated
biofuels
87.4
10.5
2.1
Experimental
Setup
The schematic
diagram of the experimental setup in this paper is shown in Figure . It consists of
three parts: a fuel evaporation system, a burner, and a soot collection
system. The fuel evaporation system is shown in the bottom left corner
in Figure . The
liquid hydrocarbon fuels RP-3 and algae-based biofuel are pre-evaporated
to 673 K in the burner by a heating device attached to the inner wall
of the burner. A temperature controller is equipped to control the
temperature. During this process, nitrogen with a certain velocity
is used as a transport carrier gas to carry the fuel vapors through
the fuel nozzle. Both the RP-3 fuel and algae-based biofuel are ejected
with a syringe controlled by a velocity motor. The volume flow rate
of the RP-3 fuel and biomass fuel was set at 0.166 mL/min corresponding
to the mass flow rates 0.129 and 0.125 g/min, respectively. The volume
flow rate of nitrogen was 100 mL/min, and nitrogen was kept at room
temperature. The pressure of the experiments was that of an ambient
atmosphere. The burner nozzle has a 6 mm inner diameter.
Figure 12
Schematic
diagram of the experimental device.
Schematic
diagram of the experimental device.
Soot sampling
Probe
sampling
A soot collection
system was designed that was mainly based on a laboratory-made probe
sampling method, which is shown in the top left corner marked with
a box in Figure . The sampling probe was a corundum tube due to no catalytic effects
on the reacting intermediate product. The inner diameter and the thickness
of the corundum tube were both 1 mm. The combustion gas was drawn
into a syringe uniformly pulled by an electric motor to create negative
pressure. A TEM grid sealed by two PTFE membranes (shown in Figure ) was used to filter
and collect particles. A three-dimensional positioner was used for
adjusting an appropriate sampling location with a resolution of 0.1
mm.
Figure 13
Composite sampling membrane.
Composite sampling membrane.In comparison with thermophoretic sampling, probe sampling can
realize continuous sampling due to the high temperature resistance
in probe sampling. However, due to the limitation of the exposure
times of the probe in the flame via the thermophoretic sampling method,[41] it is difficult to collect high enough soot
samples for nanostructure analysis at a very low soot concentration
on the TEM grids. When the probe of thermophoresis sampling extends
into the flame, it will cause a disturbance of the upstream airflow
and hence a distortion of the entire flame shape. When the probe of
probe sampling extends into the flame, it will not affect the upstream
airflow, so that the flame shape remains relatively stable. The stability
of the upstream airflow has a great effect on the accuracy of the
soot sampling. Figure shows the original flame shape and the flame shape when the probe
is inserted into it by using probe sampling.
Figure 14
Original flame shape
and the flame shape when the probe is inserted
into it by using probe sampling.
Original flame shape
and the flame shape when the probe is inserted
into it by using probe sampling.
Sampling Positions
In this investigation,
the flame heights of RP-3 and biofuel were 21.5 and 18.0 mm, respectively.
In order to study the changes of soot growth process in the flame,
the sampling points were obtained at 4.5, 9.0, 13.5, and 18.0 mm heights
above the burner (HABs) for both fuel flames. In addition, the tip
of the RP-3 flame (21.5 mm HAB) was utilized as a sampling point position
to ensure the integrity of the sampled data. Sampling points along
the flame centerline are shown in Figure . The reason four or five sampling positions
were selected in the experiment was to capture the growth process
of soot particles during the combustion process. Then the particle
samples were used for TEM, XRD, and elemental analysis.
Figure 15
Sampling
points along the flame centerline.
Sampling
points along the flame centerline.
Transmission Electron Microscopy and Image
Processing
A high-resolution electron microscopy image of
the soot particles can be obtained by an HRTEM analysis. The acceleration
voltage of the transmission electron microscope in this experiment
is 200 kV. Due to the inhomogeneity and randomness of the combustion
process in time and space, the concentration of soot particles in
the flame is also uneven in time and space. At least five images were
selected for each sampling point, and more than 200 soot particles
were calculated at each sampling point. Through image postprocessing
and a statistical analysis of data, the parameters of the nanostructure
characteristics of soot particles can be derived.The HRTEM
images were postprocessed to transform into skeletonized images by
the professional image processing software imageJ. The processing
steps can be summarized as follows: (1) selection of the region(s)
of interest (ROI), (2) enhancement of the image contrast through a
built-in function in imageJ, (3) image transformation by a Gaussian
low-pass filter and bottom-hat conversion, (4) binarization (threshold
by Otsu’s method), (5) image skeletonization image skeletonization
continuing to thin the binarized image pixels until the carbon layer
is turned into a single-pixel connected image (skeletonized images
are more conductive to subsequent data analysis), and (6) removal
of short fringes that lack physical meaning. More detailed steps can
be found in a previous report by Yehliu et al.[31]The nanostructure parameters such as fringe length,
fringe tortuosity,
and interlayer spacing can be extracted from the skeletonized images.
As shown in Figure , fringe length refers to the actual crystallite length of the carbon
layer planes. Layer spacing refers to an average value of the distance
between adjacent carbon layers. Fringe tortuosity refers to the ratio
of the actual physical length of the carbon layer to the linear distance
between the two ends of the carbon layer.
Figure 16
Particle nanostructure
parameters.
Particle nanostructure
parameters.In addition, information on the
crystal properties of the soot
particles was supplied by X-ray diffraction (D/MAX-2500).
Authors: A Liati; D Schreiber; P A Alpert; Y Liao; B T Brem; P Corral Arroyo; J Hu; H R Jonsdottir; M Ammann; P Dimopoulos Eggenschwiler Journal: Environ Pollut Date: 2019-01-22 Impact factor: 8.071
Authors: P Vo Hoang Nhat; H H Ngo; W S Guo; S W Chang; D D Nguyen; P D Nguyen; X T Bui; X B Zhang; J B Guo Journal: Bioresour Technol Date: 2018-02-08 Impact factor: 9.642