Research Article
Exploring the Influence of Truck Proportion on Freeway Traffic Safety Using Adaptive Network-Based Fuzzy Inference System
Table 6
The estimated input membership parameters and the estimated consequent parameters of sugeno linear function.
| Type of conflict | Input | Type of membership function | Membership | Estimated parameters [ ] |
| General conflict | Traffic volume () | Guassmf | Low | (169.9 2200) | Slightly low | (169.9 2600) | Medium | (169.9 3000) | Slightly high | (169.9 3400) | High | (169.9 3800) | Truck proportion () | Low | (0.2141 0.07092) | Middle | (0.1942 0.5095) | High | (0.2349 0.903) | Serious conflict | Traffic volume () | Low | (169.9 2200) | Slightly low | (169.9 2600) | Medium | (169.9 3000) | Slightly high | (169.9 3400) | High | (169.9 3800) | Truck proportion () | Low | (0.14 0.1887) | Middle | (0.1669 0.3561) | High | (0.1379 0.7708) | Traffic volume Truck proportion |
| Type of conflict | (Output) | | | (Constant) |
| General conflict | u1 | 0.0003174 | −11.85 | 1.385e-07 | u2 | 0.0009358 | 12.29 | 5.308e-07 | u3 | 0.01711 | −43.66 | 7.958e-06 | u4 | −0.0007657 | 87.62 | −1.918e-7 | u5 | −0.03563 | 215 | −1.309e-05 | u6 | −0.0527 | 131.6 | −1.96e-05 | u7 | −0.03184 | 1604 | −1.06e-05 | u8 | −0.1856 | 1076 | −6.207e-05 | u9 | −0.1834 | 553.2 | −6.134e-05 | u10 | 0.004113 | −237.3 | 1.132e-06 | u11 | 0.03614 | −201.1 | 1.024e-05 | u12 | 0.0132 | −33.25 | 3.551e-06 | u13 | −0.0004658 | 107.8 | −1.101e-07 | u14 | −0.02468 | 244.8 | −6.408e-06 | u15 | −0.05842 | 226.9 | −1.532e-05 | Serious conflict | u1 | 0.001342 | 17.4 | 4.692e-07 | u2 | −0.001864 | 33.97 | −1.111e-07 | u3 | −0.005815 | 31.57 | −2.654e-06 | u4 | 0.03195 | 576 | 1.226e-05 | u5 | −0.1677 | 846 | −6.429e-05 | u6 | 0.0007217 | −0.7736 | 2.536e-07 | u7 | 0.007582 | 332 | 2.606e-06 | u8 | −0.0504 | 300.4 | −1.724e-05 | u9 | −0.001501 | 5.846 | −4.463e-07 | u10 | 0.007593 | 173.4 | 2.226e-06 | u11 | −0.03741 | 254.7 | −1.1e-05 | u12 | −0.01781 | 76.92 | −5.225e-06 | u13 | 0.01283 | 173.4 | 3.387e-06 | u14 | −0.04989 | 397 | −1.32e-05 | u15 | −0.005832 | 23.13 | −1.556e-06 |
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