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cs.AI2026
Simulation-Driven Vehicular Traffic Data Augmentation: Extending Sensor Coverage Through Virtual Sensing
Davide Andrea Guastella, Eladio Montero Porras, Evangelos Pournaras +1
Urban traffic management relies on sensor networks whose spatial coverage is limited by deployment costs and privacy regulations. Machine learning models trained on such sparse dat…
cs.AI2025
Calibration of Vehicular Traffic Simulation Models by Local Optimization
Davide Andrea Guastella, Alejandro Morales-Hernàndez, Bruno Cornelis +1
Simulation is a valuable tool for traffic management experts to assist them in refining and improving transportation systems and anticipating the impact of possible changes in the…