This cluster of papers focuses on the quantitative analysis and future development of China's coal industry, including topics such as oxidative desulphurisation, coke production, neural network applications, coking conditions, coal quality parameters, and sulfur content. It also discusses the influence of mineral components of coal on coke quality and the prediction of coke yield based on coal characteristics.