Table 6 Cross-dataset generalization verification.

From: Collaborative optimization strategy for urban highways and roads based on electronic toll collection lane regulation

Model

NYC-traffic Dataset

Original dataset mean

/

processing time (s)

Resource utilization (%)

Regression loss

Processing time (s)

Resource utilization (%)

Regression loss

LTCOP-LSTM

27.12

76.3

0.0251

25.84

79.6

0.0213

ARIMA

34.56

68.2

0.0487

32.28

68.9

0.0474

RF

36.15

65.7

0.0412

33.39

65.2

0.0401

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