Table 2 Variable Definitions and Summary Statistics of Crashes from Our Dataset22.
From: Crash and disengagement data of autonomous vehicles on public roads in California
Variable | Type | Definition | Summary statistics |
---|---|---|---|
Intersection | Dummy | =1 (if crash location was intersection); =0 (otherwise) | F (1) = 63% |
Signal (signalised/ non-signalised intersection given that crash happened at an intersection) | Binary | =1 (with signals); =0 (without) | F (1) = 49% |
Parking provision (Presence of parking at crash location) | Binary | =1 (with parking provision); =0 (without the provision of on-street parking) | F (1) = 56% |
Mode (AV’s driving mode) | Binary | =1 (autonomous); =0 (conventional) | F (1) = 54% |
Fault (Party responsible for the crash) | Binary | =1 (AV at fault); =0 (not at fault) The fault determination protocol is similar to the fault determination in the case of manual driven vehicles. | F (1) = 12% |
AV status (Kinematics of AV) | Binary | =1 (moving); =0 (stopped) | F (1) = 57% |
Other party’s vehicle status (Kinematics of non-AV) | Binary | =1 (moving); =0 (stopped) | F (1) = 95% |
Road type | Dummy | =1 (street); =0 (otherwise) | F (1) = 69% |
Vehicle type (Indicator of non-AV vehicle’s size) | Categorical | =1 (two-wheelers, i.e. bicycle, scooter); =2 (sub-compact/compact cars); these are identified as having an inside volume between 2.4m3 and 3.1m3 by combining cargo and passenger volume. =3 (mid-size cars) these are identified as having an interior volume between 3.1m3 and 3.4m3. =4 (trucks/buses). | F (1) = 12% F (2) = 41% F (3) = 36% F (4) = 12% |
Collision type (Typology of collision) | Categorical | =1 (sideswipe); =2 (rear-end); =3 (others) | F (1) = 21.80% F (2) = 61.20% F (3) = 17% |
Intersection Type (Type of intersection given that crash happened at an intersection) | Categorical | =0 (straight); =1 (Y-intersection); =2 (T-intersection); =3 (Cross-intersection); =4 (Complex intersection) | F(0) = 9% F(1) = 11% F(2) = 15% F(3) = 59% F(4) = 5% |
Relative Velocity | Continuous | Relative velocity of the vehicles involved in the crash at the time of impact. | Reported only by a few manufacturers (176 out of 259 crashes reported relative speed) |