Aiming at the low efficiencies in low speed drilling using high speed hydraulic drive spindles for in-situ friction stitch welding processes,a characteristic modeling and off-line optimization method of the underwater hydraulic drilling spindles in-situ machining systems were put forward.The drilling parameters and data were obtained by several tests.The optimal cutting parameters were obtained by the fitting based on BP neural network and genetic algorithm based optimization.The optimal parameters were use...