Literature DB >> 35449979

Soot Morphology and Nanostructure Differences between Chinese Aviation Kerosene and Algae-Based Aviation Biofuel in Free Jet Laminar Diffusion Flames.

Di Chang1, Jiacheng Li1, Yiyang Yang1, Zhiwen Gan1.   

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.
© 2022 The Authors. Published by American Chemical Society.

Entities:  

Year:  2022        PMID: 35449979      PMCID: PMC9017116          DOI: 10.1021/acsomega.1c05125

Source DB:  PubMed          Journal:  ACS Omega        ISSN: 2470-1343


Introduction

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 mm In 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 nameC (%)H (%)O (%)N (%)H/C
RP-395.521.110.740.000.14
biofuel90.781.663.090.000.22

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 (%)
speciessaturated hydrocarbon and olefinaromaticothers
RP-3 kerosene54.328.617.1
hydrotreated biofuels87.410.52.1

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).
  3 in total

1.  Aircraft soot from conventional fuels and biofuels during ground idle and climb-out conditions: Electron microscopy and X-ray micro-spectroscopy.

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

2.  Impact of carbon chain length of alcohols on the physicochemical properties and reactivity of exhaust soot.

Authors:  Mingzhang Pan; Yuke Wang; Jiangjun Wei; Haozhong Huang; Xiaorong Zhou
Journal:  Sci Total Environ       Date:  2021-08-03       Impact factor: 7.963

Review 3.  Can algae-based technologies be an affordable green process for biofuel production and wastewater remediation?

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

  3 in total

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