Vehicle Information Influence Degree Screening Method Based on GEP Optimized RBF Neural Network
Table 6
The operating driving range influence factors forecasting results of statistics for pure electric bus (relative error values).
Influence factor
Prediction object
Sample size
Number of sample error less than 5%
Proportion of the sample error less than 5%
Number of sample error less than 10%
Proportion of the sample error less than 10%
Number of sample error less than 20%
Proportion of the sample error less than 20%
Number of sample error more than 20%
Proportion of the sample error more than 20%
Minimum temperature
Workdays
79990
14344
17.93%
38920
48.66%
65876
82.36%
14114
17.64%
Weekends
22686
2988
13.17%
10098
44.51%
18004
79.36%
4682
20.64%
Holidays
23294
2780
11.93%
9871
42.38%
18232
78.27%
5062
21.73%
Energy feedback mileage proportion
Workdays
79990
15021
18.78%
40987
51.24%
67213
84.03%
12777
15.97%
Weekends
22686
1742
7.68%
10844
47.80%
15980
70.44%
6706
29.56%
Holidays
23294
1892
8.12%
8109
34.81%
16231
69.68%
7063
30.32%
Traffic congestion index
Workdays
79990
18002
22.51%
41,984
52.49%
70024
87.54%
9966
12.46%
Weekends
22686
3674
16.20%
14091
62.11%
20125
88.71%
2561
11.29%
Holidays
23294
4402
18.90%
12990
55.77%
17034
73.13%
6260
26.87%
Sliding time proportion
Workdays
79990
12208
15.26%
39995
50.00%
64029
80.05%
15,961
19.95%
Weekends
22686
3011
13.27%
15091
66.52%
19221
84.73%
3465
15.27%
Holidays
23294
2677
11.49%
13044
56.00%
17302
74.28%
5992
25.72%
Energy feedback proportion
Workdays
79990
17201
21.50%
42201
52.76%
62981
78.74%
17,009
21.26%
Weekends
22686
2312
10.19%
9981
44.00%
15472
68.20%
7214
31.80%
Holidays
23294
2508
10.77%
14647
62.88%
14006
60.13%
9288
39.87%
Braking mileage proportion
Workdays
79990
9748
12.19%
37784
47.24%
59027
73.79%
20963
26.21%
Weekends
22686
1670
7.36%
12231
53.91%
13098
57.74%
9588
42.26%
Holidays
23294
1732
7.44%
14352
61.61%
15007
64.42%
8287
35.58%
Uniform mileage proportion
Workdays
79990
18009
22.51%
44998
56.25%
68039
85.06%
11951
14.94%
Weekends
22686
4098
18.06%
12022
52.99%
15780
69.56%
6906
30.44%
Holidays
23294
3119
13.39%
13005
55.83%
16424
70.51%
6870
29.49%
Note: the “number of sample error less than 10%” containing the “number of sample error less than 5%” and “number less than 5% error value is less than or equal to 10%” can be calculated like “number of sample error less than 10%” minus “number of sample error less than 5%.” Other similar.