Improved PCA model for multiple fault detection, isolation and reconstruction of sensors in nuclear power plant

•Improved PCA reconstruction algorithm for data reconstruction of multi-fault sensor.•The residual space is used to optimize the reconstruction algorithm to improve the accuracy.•The cyclic PCA model is proposed to detect different types of multiple sensor faults.