Orthotropic steel bridge decks (OSDs) are fundamental to long-span bridge designs, prized for their high load-carrying efficiency and lightweight characteristics. However, their intricate structure makes them vulnerable to fatigue cracking, particularly at key connection points, posing serious safety risks.