Abstract How to distinguish exact working conditions is an open topic for a real world solar power station operated under unclear conditions and environmental variations. It is obvious that abnormal working conditions are rarely known beforehand. We hypothesize that currents and voltages of the solar power system could yield some statistical clusters that have certain physical implications. Without any prior knowledge on operation conditions, time series data of currents and voltages are divided...