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Research Article | Open Access | Just Accepted

The Swarm Intelligence Freeway-Urban Trajectories (SWIFTraj) Dataset - Part I: Dataset Description and Applications

Yu Han1Xinkai Ji2Chen Qian2Le Zhang3( )Ying Yang4,5Pan Liu2

1 Thrust of Intelligent Transportation, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511455, China.

2 School of Transportation, Southeast University, Nanjing 210089, China. 3 School of Economics and Management, Nanjing University of Science and Technology, Nanjing 210094, China.

4 School of Management, Shanghai University, Shanghai 200444, China.

5 Department of Architecture and Civil Engineering, Chalmers University of Technology, Gothenburg 41296, Sweden.

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Abstract

This paper presents a detailed description and characterization of a new open-source vehicle trajectory dataset, namely SWIFTraj, constructed from videos recorded by a swarm of 16 drones equipped with 5.4K-resolution cameras. The dataset is distinguished from existing open-source trajectory datasets in several aspects. First, it provides long-distance continuous trajectories of up to 4.5 km on a freeway, enabling in-depth investigation of traffic phenomena and their spatial and temporal evolution. Second, the data collection site covers an integrated network consisting of a long freeway corridor and parts of its connected urban network, facilitating traffic analysis and modeling from a network perspective. The potential applications of the dataset for transportation research, including traffic flow analysis, modeling, and control at multiple scales, as well as topics related to autonomous driving, are thoroughly discussed. Finally, SWIFTraj is released as a freely accessible open-source dataset to support and accelerate future research in the transportation community. The dataset is publicly available at the SWIFTraj website (https://www.swiftraj.com).

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Communications in Transportation Research

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Cite this article:
Han Y, Ji X, Qian C, et al. The Swarm Intelligence Freeway-Urban Trajectories (SWIFTraj) Dataset - Part I: Dataset Description and Applications. Communications in Transportation Research, 2026, https://doi.org/10.26599/COMMTR.2026.9640035

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Received: 24 February 2026
Revised: 26 April 2026
Accepted: 10 June 2026
Available online: 11 June 2026

©The Author(s) 2026.

This is an open access article under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0, http://creativecommons.org/licenses/by/4.0/).