Nature

Prediction of coal and gas outbursts based on physics informed neural networks and traditional machine learning models

As shallow coal reserves in China become increasingly depleted, coal mining operations have shifted to deeper depths, deteriorating mining conditions. High geological stress, elevated gas content, and ...
Nature

Predicting mine water inflow volumes using a decomposition-optimization algorithm-machine learning approach

Disasters caused by mine water inflows significantly threaten the safety of coal mining operations. Deep mining complicates the acquisition of hydrogeological parameters, the mechanics of water inrush ...