Multivariate algorithms for initiating event detection and identification in nuclear power plants

•Multivariate algorithms for NPP initiating event detection and identification.•Recordings from multiple sensors are simultaneously considered for detection.•Both spatial and temporal information is used for event identification.•Untrained event isolation avoids falsely relating an untrained event.•Efficacy of the algorithms is verified with data from the Maanshan NPP simulator.