Intelligent modeling for considering the effect of bio-source type and appearance shape on the biomass heat capacity

•This is the first study to model the bio-source effect on the biomass heat capacity.•This is the first attempt to model the shape effect on the biomass heat capacity.•The modeling stage was accomplished using different machine learning techniques.•Ranking analysis shows that the CFF neural network is the best model for given task.