Evaluation of Encoder-Only Transformer for Multi-Step Traffic Flow Prediction

Evaluation of Encoder-Only Transformer for Multi-Step Traffic Flow Prediction

Traffic flow prediction is critical for Intelligent Transportation Systems to alleviate congestion and optimize traffic management. The existing basic Encoder-Decoder Transformer model for multi-step prediction requires high computational complexity, making them less efficient for real-time applicat...

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Bibliographic Details
Main Authors: Mas Omar, Fitri Yakub, Andika Aji Wijaya, Ahmad Faiz Mohammad, Mohd Nazmin Maslan, Inge Dhamanti, Shi Zhongchao
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Traffic flow prediction
multi-step prediction
encoder-only transformer
encoder-decoder transformer
long short-term memory
Online Access:https://ieeexplore.ieee.org/document/11037770/
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