Filling missing values of multi-station GNSS coordinate time series based on matrix completion

•Realizing the interpolation of multi-station time series in a simultaneous way.•The method is non-parametric and keep the user intervention at minimum.•The patterns in both time and space domains are explored.•Different noise type is considered in the simulation experiment.•Numerical simulation is used to verify the performance of the proposed method.