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Author

Damayanthi Herath

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Conference Aug 2026

Traffic Volume Prediction Using Temporal and Weather Features with Explainable Machine Learning

Accurate traffic volume prediction is essential for effective traffic management and transport planning, particularly on major freeway corridors. This study examines hourly traffic volume prediction using the Metro Interstate Traffic Volume Dataset by applying classical machine learning models together with systematic...

S. Nissanka, Damayanthi Herath, Panduka Neluwala et al. · 0 citations
Conference Aug 2026

Bus Travel Time Prediction under Heterogeneous Traffic Conditions Using a Transformer Encoder-Based Model: A Comparative Study

Accurate bus travel time prediction is essential for improving service reliability, passenger information systems, and operational efficiency in public transportation. However, predictions remain challenging under heterogeneous traffic conditions commonly observed in developing countries due to mixed traffic flow, weak...

Hasanka Wijesundara, Damayanthi Herath, Sara Moridpour et al. · 0 citations

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