Prediction of Automatic Scram during Abnormal Conditions of Nuclear Power Plants Based on Long Short-Term Memory (LSTM) and Dropout

Table 1

The monitoring parameters used in the training and testing of the proposed prediction model.

No.	Parameters	Unit
V01	Coolant flow rate of loop 1	kg/s
V02	Coolant flow rate of loop 2	kg/s
V03	Hot leg coolant temperature of loop 1	°C
V04	Hot leg coolant temperature of loop 2	°C
V05	Cold leg coolant temperature of loop 1	°C
V06	Cold leg coolant temperature of loop 2	°C
V07	Steam generator pressure of loop 1	MPa
V08	Steam generator pressure of loop 2	MPa
V09	Steam generator narrow range water level of loop 1	m
V10	Steam generator narrow range water level of loop 2	m
V11	Steam generator feed water flow rate of loop 1	kg/s
V12	Steam generator feed water flow rate of loop 2	kg/s
V13	Main feed water temperature of the steam generator 1	°C
V14	Main feed water temperature of the steam generator 2	°C
V15	Steam generator outlet steam flow rate of loop 1	kg/s
V16	Steam generator outlet steam flow rate of loop 2	kg/s
V17	Steam generator outlet steam temperature of loop 1	°C
V18	Steam generator outlet steam temperature of loop 2	°C
V19	Pressurizer pressure	MPa
V20	Pressurizer water level	m
V21	Pressurizer steam temperature	°C
V22	Pressurizer water temperature	°C