Research Article

A Novel Hybrid CNN-LSTM Scheme for Nitrogen Oxide Emission Prediction in FCC Unit

Table 1

The setting of input and labels.

Data typesKey production factor typesParametersUnit

Input dataRaw materialsNitrogen content%
Process control parameters of reactorFCC reaction temperature°C
Catalyst/oil ratio%
Residence timeSecond (s)
Regeneration process control parametersRegeneration way
Dense bed temperature°C
Oxygen content in furnace%
Carbon monoxide concentration% mg/m3
Catalyst speciesPlatinum CO combustion catalyst
Nonplatinum CO combustion catalyst

LabelsNOx emission datamg/m3