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Digital twin framework enhances UAV pavement monitoring in traffic

Researchers have developed a digital twin framework using Unity Technologies to improve pavement monitoring by unmanned aerial vehicles (UAVs) in real-world traffic conditions. This framework integrates a YOLOv8n perception module for detecting road defects, pedestrians, and vehicles, alongside dynamic traffic agents and autonomous UAV navigation. The system achieved high performance on synthetic data and was used to evaluate different recovery strategies, demonstrating that flight altitude and recovery methods significantly impact inspection coverage, mission duration, and energy consumption. AI

IMPACT This framework could improve the efficiency and safety of infrastructure inspection by enabling better planning and simulation of UAV operations in complex environments.

RANK_REASON Academic paper detailing a new framework and its evaluation. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Digital twin framework enhances UAV pavement monitoring in traffic

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Academic paper detailing a new framework and its evaluation. [lever_c_demoted from research: ic=1 ai=1.0]
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paper, product, infra
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High
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126 days old
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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Yamil Uchani, Grace Luna, Edwin Salcedo, Mauricio Figueroa ·

    A Digital Twin Framework for Traffic-Aware UAV Pavement Monitoring in Open-Traffic Conditions

    arXiv:2606.20742v2 Announce Type: replace-cross Abstract: UAV-based pavement inspection can reduce the cost and risk of road-surface monitoring, but real-world deployment remains difficult when traffic, pedestrians, and temporary occlusions affect defect visibility. This paper pr…