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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Eko Wahyu Utomo

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Review Open access Aug 2026

Component-Level Characterization of A Low-Cost Ultrasonic–Inertial–Gnss Road Roughness Measurement System

Reliable road-roughness monitoring typically requires dedicated profilers, whose cost and operational complexity can limit repeated surveys. This study characterized the sensing chain of a vehicle-mounted Ultrasonic Surface Roughness Meter (USR) developed as a lower-cost alternative for International Roughness Index (I...

Eko Wahyu Utomo · 0 citations

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