pems-bay

Here are 5 public repositories matching this topic...

TrafficGCN / ST-GCN

Repository for advanced traffic forecasting models integrating GCN, LSTM/Bi-LSTM, and attention mechanisms for improved accuracy, including weather data processing.

python weather data-science neural-network traffic traffic-analysis lstm gru neural-networks attention-mechanism gcn traffic-prediction graph-neural-networks graph-neural-network traffic-forecasting metr-la pems-bay

Updated Oct 17, 2026
Python

RiccardoSpolaor / Verbal-Explanations-of-Spatio-Temporal-Graph-Neural-Networks-for-Traffic-Forecasting

Star

An eXplainable AI system to elucidate short-term speed forecasts in traffic networks obtained by Spatio-Temporal Graph Neural Networks.

Updated Feb 23, 2024
Jupyter Notebook

TrafficGCN / haversine_mapping_for_spatial_integration_in_graph_convolutional_networks

Star

Calculating the nearest weather sensor for each traffic sensor and then merging the weather sensors' temporal data with the traffic sensors'.

python weather data-science data neural-network graph traffic traffic-analysis neural-networks haversine temporal haversine-formula graph-convolutional-networks gcn graph-convolutional-network traffic-congestion metr-la t-gcn pems-bay

Updated Oct 17, 2026
Python

ZachariahAlzubi / traffic-forecasting-stgnn

Star

Robust spatiotemporal traffic forecasting on METR-LA & PEMS-BAY with GRU + graph-temporal models, strict time splits, robustness tests, and conformal uncertainty.

machine-learning pytorch time-series-forecasting conformal-prediction graph-neural-network spatiotemporal-forecasting traffic-forecasting metr-la pems-bay robustness-testing

Updated Feb 27, 2026
Jupyter Notebook

almo-intellect / visu-predict

Star

Traffic forecasting for road sensor networks: a node-level spatio-temporal Transformer (V19) with a reproducible METR-LA / PEMS-BAY benchmark, CLI and Colab notebook.

benchmark machine-learning deep-learning time-series pytorch transformer attention spatio-temporal traffic-prediction traffic-forecasting metr-la pems-bay

Updated Oct 16, 2026
Python

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