A missing sensor measurement data reconstruction framework powered by multi-task Gaussian process regression for dam structural health monitoring systems

•The proposed framework solves missing data problems in various items.•mGPR can fully utilize the correlation among various sensors.•Two actual sensor missing data scenarios are used to validate the effectiveness.•mGPR shows strong capability in the missing data scenario at the beginning or end.