Combined evidence model to enhance pavement condition prediction from highly uncertain sensor data

•Evidence theory incorporates the epistemic uncertainty in sensor data.•Uncertain data from satellite imagery enhances pavement condition prediction.•The estimation error is reduced by 44% when compared to traditional methods.•Evidence theory parameters need to be calibrated in real life applications.