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Probabilistic vehicle speed prediction and reliability-based design optimization of mountainous freeway renovation using Transformer and active learning surrogates

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Accurate characterization of vehicle speed distributions is essential for evaluating driving safety and supporting reliability-based geometric design of mountainous freeways. Conventional deterministic approaches based on design speed fail to capture the varia... ...