JOURNAL ARTICLE

Research on online visual recognition of coal gangue based on BLOB analysis and support vector machine

Zuming LiHuadong Zou

Year: 2024 Journal:   Journal of Computational Methods in Sciences and Engineering Vol: 24 (4-5)Pages: 2123-2134   Publisher: IOS Press

Abstract

In order to solve the problem of real-time and accurate recognition of coal gangue in the intelligent separation system of coal gangue, an online visual recognition algorithm of coal gangue based on BLOB analysis and machine learning is proposed. It filters the easily recognized gangue or coal by triple filter model with small calculation, which only discriminating the suspected gangue image extremely difficult to recognize. The remaining small amount of suspected coal gangue image is distinguished by calculating the local characteristic parameters and inputting them into the SVM classification model. The algorithm has been applied to the intelligent sorting system of coal gangue and verified by experiments. The test results show that it improves the recognition rate of coal gangue and ensures the real-time detection.

Keywords:
Gangue Sorting Computer science Artificial intelligence Coal mining Coal Support vector machine Pattern recognition (psychology) Computer vision Filter (signal processing) Mining engineering Engineering Algorithm Materials science Metallurgy Waste management

Metrics

1
Cited By
0.41
FWCI (Field Weighted Citation Impact)
19
Refs
0.49
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Mineral Processing and Grinding
Physical Sciences →  Engineering →  Mechanical Engineering
Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image and Object Detection Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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