Identifying invisible ice formation and dangerous water depths before vehicle spinouts occur.
Infrared optical road sensors calculate water film thickness to 0.1 mm, predicting hydroplaning risk thresholds based on vehicle tire tread depth.
V2I controllers trigger localized bridge de-icing spray nozzles minutes before surface temperatures hit freeze-point thresholds.