Least squares vector machine has a strong ability to classify, so the use of least squares vector machine to achieve coal gangue identification, and build coal gangue identification model.
It offers a considerable number of machine learning models such as support vector machines for classification and regression, hidden Markov models, multiple kernel learning, linear discriminant ...
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Thi s type of mining uses some of the largest machines on earth, including bucketwheel exc avator s which can move as much as 12,000 cubic meters of earth per hour .
To accurately classify the CBL level, the supportvectormachine (SVM) method was introduced in this paper, and the dynamic failure time ( DT ), elastic energy index ( WET ), impact energy index ( KE) and uniaxial compressive strength ( RC) were selected as the classification indexes.
Eshaq et al. [2] extracted appropriate texture features from infrared images to develop an accurate classification system using a support vector machine (SVM). Li et al. [3] proposed an LSSVM based on grayscale and texture as a machine learning model for coal classification. The results showed that the accuracy of gangue and coal ...
Introduction to Mining MNC:200 (Underground Coal Mining) Classification of UG Coal Mining Methods: 1. ... Coal Cutting Machine : 8. Universal Drilling Machine. SIDE DUMP LOADER Capacity Production 120 Tonnes/day For seams of 1 in 5 gradient and flatter Thickness of m to m 10.
Surface miners can be classified in three categories This contribution seeks to present a rational basis for based on the principle of rock cutting, namely, (1) cutting evaluating the applicability of surface miners using a drum positioned in front of the machine, (2) cutting drum rockmass classification system. positioned below the machine and ...
The ratio between combustible organic matter and inorganic impurities of coal is also one of the variables in coal classification. Coal gangue is a significant residue of coal mining ... rotary coal breaker—a machine that combines size reduction, screening, and separation—has been developed and specifically designed for selective coal ...
Introduction History of coal mining Procedure for exploration of coal Classification of coal mining methods Latest techniques of coal mining Factors ... ia. Coal cutting machine were invented in the 1880s. Before the invention, coal was mined from underground with a pick and shovel. In 1900 about 95% of the world's commercial energy was ...
The extraction of coal results from the interaction between the cutting tool and the coal Many studies have been conducted to understand the mechanism of For maximum productivity and ecocoal for a better tool design (1,2,3,4,5). which it has to operate. nomy the coal extraction machine must be designed to suit the conditions under This leads to ...
The largest coal producing countries like China, USA and Australia are producing coal from underground mining with respect to their total production at 95%, 33% and 20% respectively (World Coal Association, 2014).
Talcher coalfield is the largest depository of powergrade coal in India which lies in the southeastern region of the Mahanadi Valley belt of the Gondwana Basin between longitudes 84°21′85°25′E and latitudes 20°50′21°15′ N (Singh, 2016).The coalfield has an areal extent of ~1860 km 2 with a potential coalseam area of ~1000 km outline of the coalfield is close to the north ...
Coal seam thickness prediction is crucial in coal mine design and coal mining. In order to improve the prediction accuracy, an improved Kriging interpolation method on the basis of efficient data and Radial Basis Function (RBFKriging) is firstly proposed to interpolate the cutting data that is obtained in premining, especially at the edge of the geological surface of coal seam by taking into ...
The first working face in the southwest wing of the first panel area of the Jinjitan Coal Mine is 122up108. The coal seam's thickness ranges from to m, with an average of m. The coal seam's burial depth ranges from 200 to 305 m, and its average mining depth is 246 m.
In order to improve the utilization of coal resources, the shearer drum is controlled to move close to the interface of the coal seam and rock as much as possible [].Since the 1960s, cutting pattern recognition, defined as whether the shearer drum is cutting coal bed, rock bed, or the coal bed mixed with gangue, has been widely researched in many coal producing countries.
Abstract. Deep learning is an effective way to improve the classification accuracy of coal images for the machine visionbased coal sorting. However, the related research on deep learningbased ...
A coal cutting machine (CCM) is to make a groove or cut 2 meter to meter in depth 125cm to 175cm height at a coal face. The cut is across the whole width ... Classification of Coal Cutting Machine (CCM): 1) Depending upon the Position of Cut a) Under cutting coal cutting machine (CCM): It gives cut at floor level
11. CoalCutting Machine (CoalCutter): In this chapter a brief discussion will be made on use of electrical engineering in coalcutting operation. There are three types of coal cutting: (1) Shortwall, (2) Longwall and (3) Arcwall. (1) The Shortwall type coal cutter is a two section machine with driving motor and switch housed in the front ...
1. Column and knee type milling machines. Column and knee type mill is a common type of milling machine for general purpose. Column, spindle, cutter, table, knee, base are the basic parts of the vertical and horizontal type mills. On column and knee type milling machines, a vertical column is attached to the bed that contains all gear drives ...
In longwall mining, a machine called a shearer moves back and forth along the coal seam, cutting the coal and dropping it onto a conveyor belt. The roof is supported by hydraulic supports as the machine advances. After the coal is extracted, it may be processed to remove impurities and prepared for use.
Download scientific diagram | a Cutting action of continuous miner machine; b gradual wear of conical picks; c 14 CM series continuous miner machine (courtesy: joyglobal) from publication ...
The shearer is an important piece of equipment at the fully mechanized coal mining face ().The pick is the core component of the cutting unit as the key device of the shearer [1,2].During automatic and intelligent cutting at the coal mining face, the complex geological conditions, such as the fold structure, fault structure and magmatic intrusion, induce distinct occurrence conditions of coal ...
1890s the first coal cutting machine was introduced at Greta whereas electricity was introduced in 1893 (Elford and Mckeowan, 1947). According to Lama, uptill 1925, 20% of the coal was being mined with machines and in 1935 loading of the coal through machines was also introduced. By then, coal excavation methods had become reasonably advanced and
A. K. Ghose Rock Mechanics and Rock Engineering 44, 601611 ( 2011) Cite this article 954 Accesses 8 Citations Metrics Abstract
Highlights Online monitoring of particle size changes of coal material on process streams. Textonbased representation is used to characterize texture of coal particle images. Classification models of images with different coal particle sizes are developed. Texton features more discriminative than secondorder and other baseline features. Use of support vector machines significantly improved ...
Fully mechanized LTCC mining method is a good recovery for ultrathick coal seams especially seams above 7 m. Developing technologies increases the recovery rate for LTCC more than working in slice panels (Wang et al. 2015).Different drawing alternatives effect the recovery rate of the top coal as also outlined by Wang et al. (), and it proposed that one cutting and one drawing working ...
Surface miner, a coal cutting machine, has broad application in Indian opencast coal mines. The relationship between the coal production and the input provided for the same defines the productivity of the surface miner. ... Dey K, Ghose AK (2011) Review of cuttability indices and a new rockmass classification approach for selection of surface ...
coal classification, any of various ways in which coal is grouped. Most classifications are based on the results of chemical analyses and physical tests, but some are more empirical in nature. Coal classifications are important because they provide valuable information to commercial users (, for power generation and coke manufacturing) and to researchers studying the origin of coal.
worked by a coalcutting machine. Sekula et al. (1991) and Krupa et al. (1993a,b, 1994) ... In this paper the development of a new rippability classification system for coal measure rock based on ...
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