Long-span bridges are engineering marvels—but they also face constant challenges from wind, traffic, and thermal expansion. Monitoring these dynamic responses has long relied on displacement data alone, often missing subtle changes in orientation that precede more visible damage. Emerging technologies such as Global Navigation Satellite System (GNSS) have enhanced position tracking, but integrating attitude determination—particularly in real time—remains difficult. Existing methods either separate displacement and attitude estimation or lack the precision needed for early warnings. Due to these challenges, there is a critical need to develop integrated systems that can monitor both displacement and attitude for a fuller understanding of structural behavior.
A research team led by Southeast University has developed a cutting-edge GNSS-based method to monitor both displacement and attitude of long-span bridges with remarkable accuracy. Published (DOI: 10.1186/s43020-025-00174-9) in Satellite Navigation in July 2025, the study evaluates the system on the Forth Road Bridge in Scotland. The approach combines data from multiple GNSS antennas and employs the Unscented Kalman Filter (UKF) to track real-time structural changes under varying environmental conditions, including strong winds and temperature shifts.
This new method, termed Integrated Displacement and Attitude Determination (IDAD), uses GNSS data from multiple antennas placed along the bridge to capture both movement and orientation. Unlike traditional two-step methods, IDAD uses a unified model powered by UKF, allowing it to resolve GNSS ambiguities and fuse displacement and attitude data in real time. The system achieved sub-centimeter displacement accuracy (0.004–0.006 m horizontally, 0.008–0.010 m vertically) and micro-degree attitude precision (pitch 0.0013°, heading 0.0004°) using baselines as long as 2 km. Field testing during winter storms showed the system's ability to detect heading and pitch variations in response to lateral wind forces and temperature changes. These small yet meaningful shifts provide early signs of structural strain that might otherwise go unnoticed. Importantly, the IDAD approach preserves the cross-correlation between displacement and attitude, offering a new lens to interpret bridge health dynamics holistically.
“By integrating displacement and attitude into one estimation framework, we're capturing a dimension of structural behavior that has been largely overlooked,” says Professor Xiaolin Meng, senior author of the study. “This level of insight allows us to better understand how bridges breathe and bend—vital knowledge for proactive maintenance and public safety.”
This integrated GNSS approach signals a new era in structural health monitoring. Beyond bridges, it could be adapted for skyscrapers, dams, and offshore platforms—anywhere subtle shifts can accumulate into serious risks. Its ability to deliver accurate, real-time data without relying on inertial sensors also simplifies deployment and lowers cost. Most critically, the method lays the foundation for future systems combining GNSS with IMUs in tightly coupled configurations for structural health monitoring, potentially enabling high-frequency monitoring in challenging environments. With infrastructure aging globally, the adoption of such multidimensional monitoring systems may be key to building safer, smarter cities.
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References
DOI
10.1186/s43020-025-00174-9
Original Source URL
https://doi.org/10.1186/s43020-025-00174-9
Funding information
This research is funded by the project “BeiDou/GNSS Multi-Sourced Data Fusion Theory and Digital Twinning Method for Real-Time and Condition Diagnosis of Large-Span Bridges” from the National Natural Science Foundation of China (No. 42430711), and supported by “the Fundamental Research Funds for the Central Universities” (No. 2242025K20010).
About Satellite Navigation
Satellite Navigation (E-ISSN: 2662-1363; ISSN: 2662-9291) is the official journal of Aerospace Information Research Institute, Chinese Academy of Sciences. The journal aims to report innovative ideas, new results or progress on the theoretical techniques and applications of satellite navigation. The journal welcomes original articles, reviews and commentaries.