Living on the highway? Addressing highway infrastructure potential through object detection

Grafe, Albert and Range, Julius and Gloria, Benedikt (2025) Living on the highway? Addressing highway infrastructure potential through object detection. TRANSPORT POLICY, 174: 103814. ISSN 0967-070X, 1879-310X

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Abstract

The rapid increasing demand for freight transport has precipitated a critical need for expanded highway infrastructure, including Heavy Goods Vehicle (HGV) parking spaces. Utilizing state-of-the-art object detection techniques in satellite imagery, we conduct a comprehensive analysis to assess the current availability of HGV parking facilities along German highways. We relate our results to HGV traffic volume data. Our findings reveal local disparities in infrastructure supply and demand. In a next step, we conduct location analysis to determine regions impacted the most by identified undersupply. Our results deliver valuable insights to both, specialized real estate developers and policymakers likewise.

Item Type: Article
Uncontrolled Keywords: NEW-YORK-CITY; TRUCK PARKING; DELIVERY; POLICIES; MODEL; Satellite imagery; Machine learning; Transport infrastructure; Real estate development
Subjects: 300 Social sciences > 330 Economics
Divisions: Business, Economics and Information Systems > Institut für Immobilienenwirtschaft / IRE|BS
Depositing User: Dr. Gernot Deinzer
Date Deposited: 12 Aug 2026 06:03
Last Modified: 12 Aug 2026 06:03
URI: https://pred.uni-regensburg.de/id/eprint/66337

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