This project investigates into distributed real-time sensing and data fusion in the context of transportation infrastructure performance monitoring. It aims to equip a fleet of vehicles with heterogeneous sensors, were the vehicles roam in regular traffic performing periodic inspections of roadways and bridge decks to gain a continuous network-wide coverage. Our system avoids the hazard and congestion-prone manual inspection.