“…Electric vehicle (EV) industry not only provides strong drivers to the economic growth of various countries but also helps reduce greenhouse gas emissions to cope with climate change and improve the global ecological environment. 1,2 Furthermore, the industry has been entering a new stage of accelerated development. It is estimated Abbreviations: AC, air conditioning; AR, access road; CC, central controller; CS, charging station; CSS, charging-storage station; ESB, energy storage battery; ESS, energy storage station; EV, electric vehicle; EW, expressway; ILDRM, improved Lagrange dual relaxation method; LC, local controller; LDRM, Lagrange dual relaxation method; MDP, Markov decision process; PVD, peak-valley difference; SD, standard deviation; SOC, state of charge; STR, secondary trunk road; TR, trunk road.…”