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Top-coal caving technology is a productive and efficient method in modern mechanized coal mining, the study of coal-rock recognition is key to realizing automation in comprehensive mechanized coal mining. In this paper we propose a new discriminant analysis framework for coal-rock recognition. In the framework, a data acquisition model with vibration and acoustic signals is designed and the ...

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Granular ball computing classifier (GBC) is proposed as a framework by introducing granular balls into existing classifiers to make them efficient, scalable and robust. • Granular ball support vector machine (GBSVM) and granular ball k-nearest neighbors' algorithms (GBkNN) are derived. The GBC almost have a time complexity of nearly O(n). •

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