Forecasting GHG emissions for environmental protection with energy consumption reduction from renewable sources: A sustainable environmental system

•To propose novel techniques to predict greenhouse gas emissions and minimize energy consumption in renewable sources based on a sustainable environment.•The deep neural network has improved energy efficiency to predict greenhouse gas emissions using a statistic regression neural network.•This research proposed a novel technique in predicting greenhouse gas emission and minimization of energy consumption in renewable sources based on a sustainable environment.•Here, the greenhouse gas emission has been predicted using statistic regression neural network.