“…From a vertical perspective scholars believe that technological innovation can reduce the reliance of resource-based industries on resources [ [27] , [28] , [29] ]. From a horizontal perspective, scholars believe that the optimization of the use structure of factors can enhance the efficiency of production and promote the transformation of resource-based cities [ [30] , [31] , [32] ].…”