Abstract: A method for predicting fuel consumption for a vehicle may include (1) receiving a starting location and a desired destination; (2) determining a route between the starting location and desired destination; (3) generating a drive cycle for the route, the drive cycle comprising; (a) receiving historical acceleration data for the vehicle, the historical acceleration data comprising one histogram for each of a given type of road; (b) dividing the route into a plurality of discrete segments; (c) determining a predicted average velocity for each discrete segment; (d) simulating a drive cycle step with the historical acceleration data and predicted average velocity for each discrete segment; and (e) creating a velocity and an acceleration profile from the simulated drive cycle for each discrete segment from the route; and (4) predicting a fuel consumption amount based on the velocity and acceleration profiles from the generated drive cycle.