Research Article

Application of Model-Based Deep Learning Algorithm in Fault Diagnosis of Coal Mills

Table 1

Nomenclature.

SymbolMeaning

Maximum flow of cold air (kg/s)
Maximum flow of hot air (kg/s)
Valve position of cold air
Valve position of hot air
Temperature of cold air (°C)
Temperature of hot air (°C)
Differential pressure of primary air (mbar)
Specific heat capacity of mixed primary air (kJ/(kg·°C))
Specific heat capacity of cold air (kJ/(kg·°C))
Specific heat capacity of hot air (kJ/(kg·°C))
Inlet primary air temperature of coal mill (°C)
Inlet primary air flow of coal mill (kg/s)
Outlet pulverized coal flow of coal mill (kg/s)
The mass of pulverized coal in coal mill (kg)
Inlet coal flow of coal mill (kg/s)
The mass of raw coal in coal mill (kg)
Outlet temperature of coal mill (°C)
Evaporation of coal moisture (kg/s)
Pulverized coal (%)
Coal moisture (%)
Current of coal mill (A)
Delay time of the value position to primary air flow (s)
Delay time of value position to primary air temperature (s)
Identified model parameters