“…Methods discussed above only study those factors which influence natural gas consumption and cannot evaluate the internal structural effects and energy substitution effects. In this study, energy substitution effects are not ignored by using the Logarithmic Mean Division Index (LMDI) method, this technique has been used for finding the factors that internally affect the energy consumption (Qi et al, 2016;Winyuchakrit and Limmeechokchai, 2016;Hu et al, 2021). The increasing energy consumption due to urbanization in Pakistan (Mraihi and Abid, 2013), for energy consumption in China (Wu and Xu, 2014), for energy consumption in the manufacturing industry of China (Zhang et al, 2011) and the sectorial energy consumption can also be examined by this method (Shahbaz et al, 2017).…”