The article proposes a predictive control strategy for Plug-in Hybrid Electric Vehicles (PHEVs) that utilizes route information from digital map providers to enable electric driving within zero-emission zones. The study develops a supervisory control with Dynamic Programming in the cloud to calculate an optimal State of Charge (SOC) trajectory, which is then used to guide the rule-based controller in the vehicle.