A VGGNet-like approach for classifying and segmenting coal dust particles with overlapping regions

2021 ◽  
Vol 132 ◽  
pp. 103506
Author(s):  
Zheng Wang ◽  
Xu Zheng ◽  
Dongyan Li ◽  
Helin Zhang ◽  
Yi Yang ◽  
...  
Keyword(s):  
Author(s):  
K.M. Moiseeva ◽  
◽  
A.Yu. Krainov ◽  
E.I. Rozhkova ◽  
◽  
...  

Swirling combustion is currently one of the most important engineering problems in physics of combustion. There is a hypothesis on the increase in the combustion efficiency of reacting gas mixtures in combustion chambers with swirling flows, as well as on the increase in the efficiency of fuel combustion devices. In this paper, it is proposed to simulate a swirling flow by taking into account the angular component of the flow velocity. The aim of the study is to determine the effect of the angular component of the flow velocity on the characteristics of the flow and combustion of an air suspension of coal dust in a pipe. The problem is solved in a twodimensional axisymmetric approximation with allowance for a swirling flow. A physical and mathematical model is based on the approaches of the mechanics of multiphase reacting media. A solution method involves the arbitrary discontinuity decay algorithm. The impact of the flow swirl and the size of coal dust particles on the gas temperature distribution along the pipe is determined.


2004 ◽  
Vol 31 (2) ◽  
pp. 171-183 ◽  
Author(s):  
Mohamed M. Ghanem ◽  
Dale Porter ◽  
Lori A. Battelli ◽  
Val Vallyathan ◽  
Michael L. Kashon ◽  
...  

Processes ◽  
2019 ◽  
Vol 7 (3) ◽  
pp. 165 ◽  
Author(s):  
Hu Jin ◽  
Wen Nie ◽  
Yansong Zhang ◽  
Hongkun Wang ◽  
Haihan Zhang ◽  
...  

Aiming to further improve the dust suppression performance of the dust suppressant, the present study independently develops a new type of biodegradable environmentally-friendly dust suppressant. Specifically, the naturally occurring biodegradable soybean protein isolate (SPI) is selected as the main material, which is subject to an anionic surfactant, i.e., sodium dodecyl sulfonate (SDS) for modification with the presence of additives including carboxymethylcellulose sodium and methanesiliconic acid sodium. As a result, the SDS-SPI cementing dust suppressant is produced. The present study experimentally tests solutions with eight different dust suppressant concentrations under the same experimental condition, so as to evaluate their dust suppression performances. Key metrics considered include water retention capability, cementing power and dust suppression efficiency. The optimal concentration of dust suppressant solution is determined by collectively comparing these metrics. The experiments indicate that the optimal dust suppressant concentration is 3%, at which level the newly developed environmentally-friendly dust suppressant solution exhibits a decent dust suppression characteristic, with the water retention power reaching its peak level, and the corresponding viscosity being 12.96 mPa·s. This performance can generally meet the requirements imposed by coal mines. The peak efficiency of dust suppression can reach 92.13%. Fourier transform infrared spectroscopy (FTIR) and scanning electron microscopy (SEM) were used to analyze the dust suppression mechanism of the developed dust suppressant. It was observed that a dense hardened shell formed on the surface of the pulverized coal particles sprayed with the dust suppressant. There is strong cementation between coal dust particles, and the cementation effect is better. This can effectively inhibit the re-entrainment of coal dust and reduce environmental pollution.


1989 ◽  
Vol 8 (2) ◽  
pp. 345-375 ◽  
Author(s):  
T. R. Lewis ◽  
F. H.Y. Green ◽  
W. J. Moorman ◽  
J. R. Burg ◽  
D. W. Lynch

To evaluate the potential health hazards of diesel engine emissions in underground coal mines, inhalation studies were performed using three species of animals. A wide range of toxicological responses was measured. Exhaust was provided by a 425 in.3 displacement four-cycle, water-cooled, naturally aspirated diesel engine (Caterpillar Model 3304) equipped with a water scrubber. Exposures were 7 h/day, 5 days/week, for periods up to 24 months. Micronized coal dust was generated using a Wright dust feeder. Four exposures were evaluated: (1) filtered ambient air, (2) 2 mg/m3 diesel particulate, (3) 2 mg/m3 respirable coal dust, and (4) 1 mg/m3 each of 2 and 3. Gaseous and vapor concentrations were similar in both exposures employing diesel exhaust. Male cynomolgus monkeys, Fischer-344 male and female rats, and female CD-1 mice were the experimental subjects. Monkeys were sacrificed at 24 months, rats at 3, 6, 12, and 24 months, and mice at 1, 3, and 6 months. Gross morphology and histopathology demonstrated that both diesel and coal dust particles are deposited in the lungs and retained in alveolar tissue. Alveolar type II cell hyperplasia and pulmonary lipidosis occurred in rats, being most evident in rats exposed to diesel exhaust alone. There was, however, no evidence of emphysema or chronic bronchitis, and only minimal fibrosis was seen in association with the retained particulate. Both particulates affected the defense mechanisms of the lung. Exposure to coal dust activated responses associated with phagocytosis, whereas exposure to diesel exhaust depressed them. Severity of influenza challenge increased concomitantly with decreased interferon production in diesel-exposed mice. Exposure to diesel emissions did not result in genotoxic effects as measured by increases in sister chromatid exchange, chromosomal aberrations, micronucleus testing, and urine genotoxic assays. Pulmonary function studies in monkeys showed mild obstructive airway disease in coal dust, diesel exhaust, and the combined exposed animals. This effect was most pronounced in monkeys exposed to diesel exhaust. Evidence of restrictive lung disease was not seen in any group. Clearance of F3O4 particles appeared to be stimulated by exposure to diesel exhaust in the first 3 months, but long-term clearance of diesel particulate appeared to be inhibited. No evidence was found for increases in tumorogenicity (rats) or induction of xenobiotic metabolizing enzymes in the lung or liver (rats). Humoral and cellular immunities were not significantly affected by exposure (rats). No adverse seminal effects were observed in monkeys exposed for 2 years. There was no frank evidence of chronic toxicity as demonstrated by changes in mortality, body weight gains, organ-body weight ratios, or clinical parameters in rats or monkeys. Synergistic effects between diesel exhaust and coal dust were not demonstrated.


1926 ◽  
Vol 201 (4) ◽  
pp. 510
Author(s):  
C.M. Bouton ◽  
J.H. Hayner

2014 ◽  
Vol 654 ◽  
pp. 296-299 ◽  
Author(s):  
Wei Zhang ◽  
Hong Bo Yi ◽  
Xiao Wen Wang

A new coal dust particle recognition algorithm based on concave points extraction and ellipse fitting is proposed for the features of irregularities and particle overlap. The new algorithm includes contour processing and ellipse fitting in this paper. In the part of contour processing, the feature points are obtained with polygonal approximation on the edge of a binary dust particles image, and then concave points of overlapping particles are extracted by the method of angle combined with size, finally the edge is segmented by concave points. To solve the problem that direct least square ellipse fitting is easily affected by noise points, bare bones particle swarm optimization is introduced to find global optimum fitting parameters and the segmented edge is ellipse fitted. Experiment results show this proposed algorithm obtains better recognition performance.


2013 ◽  
Vol 313-314 ◽  
pp. 702-705
Author(s):  
Shao Cheng Ge ◽  
Yao Xuan Feng ◽  
De Ji Jing

For getting the effectiveof application in dissipation dust law with particle motion equation atcoal handling system of belt machine tail, must be to proceed related numerical simulation in the way of dust particles motion incoal handling system of belt machine tail and dust concentration of diffusion inoperation space. Application particlemotion equation theory for numerical simulation to coal dustparticles, obtained dust coal dissipation law in coal handling system, at thesame time combine with the data of the field test of dust concentration andfallout dispersion for analyzing and comparing. The results of comparison showthat: the data of numerical simulation with particle motion equationin coal dust dissipation law is coincide with reality dissipation law. Accordingto the conclusion of this research, it is provides theoretical basis forprevention and treatment in coal mine of coal handling system of dustdissipation.


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