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I. Introduction In port operations, mobile machinery tires directly impact costs, efficiency, and safety. Traditional experience-based management often leads to abnormal wear and short tire life. With big data, every factor — pressure, load, temperature, road conditions, and driver behavior — can be monitored and optimized. This article presents 15

