State-Dependent Asphalt Pavement Deterioration Modeling via Noise-Filtered Reaction Signatures: A Data-Driven Framework Using Korea Highway Pavement Management System (K-HPMS) Data

Conventional PMSs often rely on static age-based assumptions, which can fail to capture nonlinear, state-dependent deterioration and improvement-like responses observed in long-term monitoring data. This study addresses these limitations by proposing a reaction-oriented analytical framework using ei...

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Autors principals:	Sungjin Hong, Jeongyeon Cho, Kyungyoung Yu, Duecksu Sohn, Intai Kim
Format:	Artigo
Idioma:	Inglês
Publicat:	MDPI AG 2026-01-01
Col·lecció:	Infrastructures
Matèries:	asphalt pavement pavement deterioration pavement management system (PMS) state-dependent deterioration Δ–State Vector UMAP
Accés en línia:	https://www.mdpi.com/2412-3811/11/1/15
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