Machine Learning-Based NOx Prediction and Combustion Optimization for a Coal-Fired Boiler: The Role of Feature Engineering
The choice between traditional machine learning and deep learning for industrial time series prediction remains unsettled, particularly when feature engineering is accounted for. Using 10,000 operational samples from a 660 MW coal-fired boiler, we systematically compare support vector machine (SVM), LSTM, XGBoost, Ra...