Ensuring cybersecurity of smart grid against data integrity attacks under concept drift

•Differences between a physical grid change and data manipulation change is investigated.•Shows how line outage contingencies can affect attack detection methods.•Behavior of a learning technique in detecting attacks under concept drift is analyzed.•The proposed method makes the existing FDI detectors robust to physical changes.•Computed critical line set is compared with those constructed by power system indices.