ML4WX

Local & station forecasting

An Ensemble Deep Learning Model for Short-Term Road Surface Temperature Prediction

Bingyou Dai, Wenchen Yang, Xiaofeng Ji, Feng Zhu, Rui Fang, Linyi Zhou

Journal of Transportation Engineering Part B Pavements ·

Paper

In one sentence. Ensemble GRU-LSTM model predicts road surface temperature 1 to 6 hours ahead from station data, lowering MAE versus CNN-LSTM and SVR baselines.

Labels

Topic
Local & station forecasting, Applications & impacts
Type
New model or method
Method
RNN / LSTM / ConvLSTM
Time scale
0–6 h
Domain
Local / station
Data
Station / in-situ
Status
Research
Identifiers
DOI:10.1061/jpeodx.pveng-1192 OpenAlex:W4309336610
Added
2026-10-22

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