• Full bogie fairing (FBF) yields a more uniform pressure distribution in the bogie region compared to baseline fairing.
• Wheelset rotation reduces drag by 6.38% with baseline fairing but increases drag by 3.5% with full fairing.
• In FBF configuration, aerodynamic drag originates primarily from wheelsets; rotating rear wheelset increases drag by 18.8%.
• The study underscores the necessity of accounting for wheelset rotation in aerodynamic optimization of high-speed train bogies.
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