2026. Towards Smart Cities: Practical Swarm Optimization and Long Short-Term Memory for Short-Term Traffic Prediction and Management in Oman. Sohar University Journal of Engineering and Information Technology Innovations. 2, 1 (Jan. 2026). DOI:https://doi.org/10.69983/sujeiti2133.