A CNN-based regression framework for estimating coal ash content on microscopic images

Measurement ◽  
2021 ◽  
pp. 110589
Author(s):  
Weidong Kanghui Zhang ◽  
Weidong Wang ◽  
ziqi Lv ◽  
Lizhang Jin ◽  
Dinghua Liu ◽  
...  
2021 ◽  
Vol 73 (1) ◽  
pp. 82-84
Author(s):  
D. Baimolda ◽  
◽  
T. Cechak ◽  
Sh. Shyngysova ◽  
◽  
...  

This article discusses the advantages of X-ray fluorescence analysis (XRF) techniques for the determination of ash in coal. The quality of coal depends on the amount of ash contained in it. On the other hand, ash causes irreversible environmental damage when using coal as a source of energy. Since coal is considered as the most important source of energy, coal quality is directly related to ash, which correlates with its non-combustible minerals and elements. Some elements such as S (sulfur), Ti (titanium), Ca (calcium), Fe (iron) after burning coal can have an adverse impact on the environment. Thus, we have demonstrated in this study how we can determine the ash content consisting of noncombustible minerals in the composition of coal and, thus, assess the quality of coal using X-ray fluorescence research. It also describes how we can determine coal ash samples using the XRF analyzer 123-1 in online, which is one of the most optimal methods in nuclear physics.


Minerals ◽  
2021 ◽  
Vol 11 (12) ◽  
pp. 1433
Author(s):  
Xiufeng Zhang ◽  
Long Liang ◽  
Taiyou Li ◽  
Jiakun Tan ◽  
Xingguo Liang ◽  
...  

The real-time ash content measurement is the fundamental condition for the timely adjustment and intelligent control of operation parameters in coal production and utilization industry. In the present work, a real-time ash content analyzer based on the pseudo-dual energy X-ray transmission was developed. The feasibility of this X-ray ash content analyzer was validated by the linear relationship between ash content and five characteristic parameters of X-ray. The conditions of wave filter, tube voltage, and tube current were optimized. The comparison between the ash contents measured by muffle furnace and the X-ray ash content analyzer was conducted in laboratory and industry. It was found that the absolute error was smaller than 1% for clean coal with ash content of approximately 10%, and the possibility of the absolute error smaller than 0.5% was higher than 85%.


2021 ◽  
Vol 906 (1) ◽  
pp. 012083
Author(s):  
Nikolay Grib ◽  
Pavel Kuznetsov ◽  
Igor Kolodeznikov ◽  
Galina Grib ◽  
Andrey Kachaev

Abstract The research is aimed at assessing the possibility of studying the ash content of coal seams using neutron-neutron logging in coal exploration wells drilled at the outcrops of coal seams under loose deposits using the materials of experimental work in the South Yakutsk coal basin. The prospects of using neutron-neutron logging to study coal well sections, on the one hand, is determined by the fact that hydrogen content in coal seams normally exceeds its content in the host rocks, and, on the other, by the small cross-sections of neutron capture by carbon. Within the same coal grade, an increase in its ash content both means a decrease in its hydrogen content and an increase in the content of elements with a higher capture cross section. Experimental studies were carried out at the Syllakh coal deposit. An IBN-8-1 type plutonium-beryllium source with an output of 5*104 neutrons/s was used as a fast neutron source, and a highly efficient SNM-17 type helium gas-discharge counter was used as a slow neutron detector. The logging depth provided by the equipment was 10 - 30 cm. During the processing of the obtained field data, a correlation was established between the count rate of neutron-neutron logging and coal ash content. It should be noted that the functional dependence of the count rate of neutron-neutron logging on ash content is not continuous – in the range of ash content of 45 - 55% a certain discontinuity point is observed, after which the functional dependence changes. To simplify the assessment of the dependence, the range of rock ash content above 45% is neglected since bituminous coals with an ash content of more than 45% are classified as carbonaceous rock and are not of industrial interest. A close correlation is established between the count rate of neutron-neutron logging and coal ash content. According to the results of statistical processing, the correlation coefficient is 0.97, which makes it possible to quantitatively determine the ash content according to neutron-neutron logging data. The absolute errors in ash content determination by neutron-neutron logging over the entire dataset are up to 3.625 %. The degree of analytical moisture influence on the data of neutron-neutron logging in determining coal ash content is estimated. No regular changes in the count rate of neutron-neutron logging due to a change in the analytical moisture index have been established. It is noteworthy that, with a sufficiently large dispersion value of the analytical moisture index, the trend line of this parameter regularly changes synchronously with the trend lines of ash content and count rate.


2018 ◽  
Vol 89 (2) ◽  
pp. 023103 ◽  
Author(s):  
I. F. Mikhailov ◽  
A. A. Baturin ◽  
A. I. Mikhailov ◽  
S. S. Borisova ◽  
L. P. Fomina

2020 ◽  
Author(s):  
Sugali Sekhar Chandra

Abstract The effect of differential crushing on liberation characteristics has been studied for a low volatile coking coal of Indian origin through washability studies. Two parameters, namely “Index of Washability” (IW) and “Near Gravity Material Index” (NGMI), are used to describe the ease of washability. The ROM Coal is crushed to four different top sizes namely, 75 mm, 25 mm, 13 mm and 6 mm.On the basis of calculated IW it is observed that relative ease of washabiltiy increases with decrease in top size. From calculated IW values it may be said that this coal can be economically beneficiated using gravity process after crushing to -6 mm size. From the calculated NGMI values, the critical specific gravities have been estimated and the values for crushing to -75 mm,-25 mm,-13 mm and − 6 mm are 1.65, 1.68, 1.53 and 1.58 respectively. These critical specific gravity values suggest the separation at this specific gravity range is most difficult task using gravity methods. From NGMI analysis, it may be said that the NGMI values for coals crushed to -25 mm & -6 mm are identical (≈ 0.18) at 17% clean coal ash content. This suggests that with similar degree of difficulty, clean coal of 17% ash can be produced from these two different crushing sizes. In order to increase the yield for the clean coal of 17% ash, the decision on blending these two size coals may need to be taken.


The paper reports information assembled from the literature and from experiments about the physical chemistry of potassium sulphate at high temperatures and this enables a first assessment to be made of the difficulty of evaporating it quickly in an m.h.d. combustion chamber and recovering if after it leaves the generator duct. Measurements of the evaporation rate show that in oxidizing and neutral gases a 50 /x m diameter particle, which could be produced by normal powdering methods, should be evaporated within 10 to 20 ms at 2800 °K and this agrees with calculations. The experiments suggest that evaporation should be much faster in reducing gases. Available thermodynamic data has been used to determine the amount of heat used in evaporation of the seed. It amounts to 6-9 % of the calorific value of oil fuel—allowing for seed impurities. A flue gas containing 0-7 at. % of potassium should begin to condense at 1600 K and the amount of liquid, solid, or smoke formed will depend on the rate of removal of heat from the flue gas and on the saturated vapour pressure of K 2 SO 4 . Accurate data for the latter determined by effusion and transpiration methods are reported. Potassium sulphate reaching metal tubes in the boiler and superheater may form liquids with excess of sulphur trioxide (including pyrosulphates, melting at about 670 °K) in the temperature range 670 to 970 °K. This could cause more severe corrosion than when potassium is absent. Measurements of the partial pressure of potassium sulphate in equilibrium with coal ash slags up to 2000 °K suggest that it should be possible to reject the slag without loss of potassium if it could be separated from the potassium containing gas at 2000 to 2100 °K according to the ash content of the coal.


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