• First systematic comparison of train dynamic response across suspension, cable-stayed, and cable-stayed-suspension collaborative system bridges under wind-train-bridge coupling.
• Safety and smoothness indicators rank consistently: cable-stayed-suspension collaborative system bridge > cable-stayed bridge > suspension bridge, regardless of wind barrier presence.
• A 3.0 m wind barrier has negligible effect on speed thresholds at low wind speeds (≤15 m/s) but increases thresholds at high wind speeds (≥20 m/s).
• Provides critical wind speed thresholds and performance ratings essential for the design and operation of ultra-long-span dual-purpose highway-railway bridges.
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