Characterization for three-dimensional stress of roadway roof through physics-informed neural network on monitoring data

•Integration the physical mechanism into big data technology to solve engineering problems.•Automatic sensing the mechanical status of the overall target region.•Solving the problems of inadequate monitoring for target region and stress dimension.