Open AccessIntelligent Identification of Coal Structure for the Control of Heat-Induced Gas Outburst and Energy-Efficient Mining
Author(s) -
Tao Li,
Banghua Yao,
Zhihui Wen,
Dengke Wang,
Hongtu Zhang
Publication year - 2020
Publication title -
heat and technology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.283
H-Index - 29
ISSN - 0392-8764
DOI - 10.18280/ijht.380409
Subject(s) - coal , identification (biology) , coal mining , energy (signal processing) , realization (probability) , petroleum engineering , characteristic energy , computer science , mining engineering , environmental science , process engineering , engineering , mathematics , waste management , statistics , physics , botany , quantum mechanics , biology
Coal structure could be roughly divided into four types. Among them, the two kinds of tectonic coal face a high risk of heat-induced gas outburst, which arises from the unfavorable temperature conditions in the coal structure. However, there is not yet an efficient way to identify the type of coal structure. The adjacent types of coal structures are often misjudged. The lack of an efficient identification method hinders the prevention of heat-induced gas outburst, making it difficult to realize energy-efficient and safe mining. To solve the problem, this paper first theoretically analyzes the ultrasonic properties of different types of coals, and applies backpropagation neural network (BPNN) to build up an intelligent identification model for the type of coal structure. Specifically, the characteristic parameters of ultrasonic signal were taken as the basis for judging the type of coal structure, the identification algorithm of BPNN was adopted to accurately identify the structure type of coal, and then the heat-induced gas outburst risk of the coal was evaluated preliminarily. Experimental results show that the proposed model could accurately identify the type of coal structure, and even differentiate between adjacent types of coals. The research results provide a reference for effective prevention of heat-induced gas outburst, and realization of energy-efficient and safe mining.