We propose a hybrid collision warning system integrating loop detector data and smart phone data.
The proposed system is tested by simulating a real vehicle trip based on the NGSIM data.
The computation load is distributed to each individual smartphone.
Proposed system can produce highly accurate collision warnings with relatively low cost.