“…The inputs and outputs are PN, EC, PC, EI, EP, and PG in D1 and MVN, EPE, PM 2.5 , and PM 10 in D2; AQI is the bad link in D1 and D2, GDP is a good carry-over in D1, and UEG is a bad carry-over in D2. These inputs and outputs had been justified as key variables that affect energy and environmental performance in previous research [11][12][13][14][15][16][17][19][20][21][22], but these are not separated into independent and influential division concepts to explore energy and environmental efficiency, we comprehensive use dynamic and network to explore the effects of the overall energy efficiency, division efficiency and periods efficiency cross energy/environment and periods in this study. Though these input and output variables are difficult to accurately define an independent source of energy, economics or environment, it is a complex issue in rapid economic growth countries, DN-DEA approach can solve independent and influential problem in this study, energy investment and consumption create energy needs and economic growth in D1, we hope to bring good economic growth to the next year, therefore GDP is as good carry-over.…”