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A Study of Multispectral Technology and Two-Dimension Autoencoder for Coal and Gangue Recognition

open access: yesIEEE Access, 2020
Coal is one of the main sources of human energy. In the process of coal mining, separating gangue from coal has great significance for environmental protection and energy conservation.
Wenhao Lai   +4 more
doaj   +3 more sources

Automatic separation method of coal and gangue based on wavelet transform

open access: yesGong-kuang zidonghua, 2018
In view of the problems of low recognition accuracy, multiple extraction parameters and low real-time processing efficiency of existing coal gangue recognition and separation methods based on image processing, an automatic separation method of coal ...
CHEN Li   +4 more
doaj   +2 more sources

An Image Recognition Method for Coal Gangue Based on ASGS-CWOA and BP Neural Network

open access: yesSymmetry, 2022
To improve the recognition accuracy of coal gangue images with the back propagation (BP) neural network, a coal gangue image recognition method based on BP neural network and ASGS-CWOA (ASGS-CWOA-BP) was proposed, which makes two key contributions. Firstly, a new feature extraction method for the unique features of coal and gangue images is proposed ...
Dongxing Wang, Jingxiu Ni, Tingyu Du
openaire   +2 more sources

Research on Coal and Gangue Recognition Model Based on CAM-Hardswish with EfficientNetV2

open access: yesApplied Sciences, 2023
In response to the multiscale shape of coal and gangue in actual production conditions, existing coal separation methods are inefficient in recognizing coal and gangue, causing environmental pollution and other problems.
Na Li   +4 more
doaj   +2 more sources

PCViT: A Pre-Convolutional ViT Coal Gangue Identification Method

open access: yesEnergies, 2022
For the study of coal and gangue identification using near-infrared reflection spectroscopy, samples of anthracite coal and gangue with similar appearances were collected, and different dust concentrations (200 ug/m3, 500 ug/m3 and 800 ug/m3), detection ...
Jianjian Yang   +4 more
doaj   +2 more sources

Extraction of Coal and Gangue Geometric Features with Multifractal Detrending Fluctuation Analysis

open access: yesApplied Sciences, 2018
The separation of coal and gangue is an important process of the coal preparation technology. The conventional way of manual selection and separation of gangue from the raw coal can be replaced by computer vision technology.
Kai Liu, Xi Zhang, YangQuan Chen
doaj   +2 more sources

On the academic ideology of “Sorting the gangue is sorting the images” [PDF]

open access: yesMeitan kexue jishu
Coal gangue sorting is the most basic, effective, and important technical measure to improve coal quality. Improving the accuracy and efficiency of coal gangue sorting is a serious challenge faced by coal gangue sorting.
Hongwei MA   +7 more
doaj   +2 more sources

Design of separation system of coal and gangue based on X-ray and machine visio

open access: yesGong-kuang zidonghua, 2017
In view of problems of low efficiency, environmental pollution and high cost existed in traditional coal and gangue separation method, a separation system of coal and gangue based on X-ray and machine vision was designed.
YANG Huigang, QIAO Zhimin
doaj   +2 more sources

Improved ORB-FLANN efficient matching method for coal gangue image

open access: yesMeitan kexue jishu
In order to solve the problem of grasping failure or missing grasping due to the change of target gangue position and posture caused by belt slip, deviation and belt speed fluctuation of belt conveyor when the gangue sorting robot sorts gangue, an ...
Hongwei MA   +6 more
doaj   +2 more sources

Coal Gangue Target Detection Based on Improved YOLOv5s

open access: yesApplied Sciences, 2023
Coal gangue sorting is a necessary process in coal mine production, and removing gangue is the basis for the coal production of clean energy; it is also an important approach to reduce the cost of washing, improve the grade of finished coal and increase ...
Shuxia Wang   +4 more
doaj   +2 more sources

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