Computational intelligent strategies to predict energy conservation benefits in excess air controlled gas-fired systems

•Intelligent models are applied to predict combustion efficiency of natural gas in gas-fired systems.•The developed models were examined using experimental data, and a reasonable match was attained.•The models have been tested and validated using around 100 data points.•Hybrid algorithm is used to determine parameters of membership function in ANFIS approach.