• Noise barriers increase sound source intensity by 2.1–2.8 dB(A) for 400 km/h trains, with height-dependent effects varying along the train.
• Thicker boundary layers near rear-middle and tail cars amplify crash wall influence, causing asymmetry and higher sound source intensity.
• Higher barriers exacerbate flow asymmetry and sound source intensity due to deceleration/acceleration regions near the crash wall and barrier contraction.
• DDES and FW-H coupling effectively captures barrier-induced aerodynamic noise mechanisms, aiding noise control design for high-speed rail.
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