Based onradical-basis function network theory the prediction of long-term surface settlement above the tunnel axes caused by shield construction is programmed with Matlab software. In actual operation
training (fitness) and simulating (prediction) are combined to make the prediction results more precise. 6 case studies show that
the ground long-term settlement can be predicted accurately by the radical-basis function network.