Shen, Z. et al. 2026. Multimodal Intelligence Improves Maritime Congestion Forecasting and Port Optimization. Academic Journal of Management Science and Engineering. 1, 2 (May 2026), 44–54. DOI:https://doi.org/10.62051/ajmse.v1n2.07.