DB-MLP: A Lightweight Dual-Branch MLP for Road Roughness Classification Using Vehicle Sprung Mass Acceleration.

Architecture Analysis: The results highlight a clear trend: MLP-based architectures (TimeMixer, LightTS, DB-MLP) generally outperform RNN, CNN, and Transformer-based models in this task.

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