
Apply the recommended optimization scheme to the SUMO simulation and re-simulate the system's performance under different EV penetration rates. Compare the results with the existing layout scenario to evaluate the improvement effect. For example, compare the changes in average waiting time, queuing probability, and equipment utilization rate before and after optimization to verify the effectiveness of the model optimization. In addition, conduct a sensitivity analysis to examine the model's response to changes in key parameters, such as whether the charging pile configuration strategy needs to be adjusted when the EV penetration rate further increases or the reservation rate changes. Sensitivity analysis helps to test the robustness of the scheme and provides recommendations for elastic margin for practical applications.
The input image is first denoised by a denoising module, and...