Impact of UAV-Derived RTK/PPK Products on Geometric Correction of VHR Satellite Imagery

Satellite imagery is a widely used source of spatial information in many applications, such as land use/land cover, object detection, agricultural monitoring, and urban area monitoring. Numerous factors, including projection, tilt angle, scanner, atmospheric conditions, terrain curvature, and fluctuations, can cause satellite images to become distorted. Eliminating systematic errors caused by the sensor and platform is a crucial step to obtaining reliable information from satellite images. To utilize satellite images directly in applications requiring high accuracy, the errors in the images should be removed by geometric correction. In this study, geometric correction was applied to the Pléiades 1A (PHR) image using non-parametric methods, and the effects of different transformation models and digital elevation models (DEMs) were investigated. Ground control points (GCPs) were obtained from orthophotos created by the photogrammetric method using precise positioning. The effect of photogrammetric DEMs with various spatial resolutions on geometric correction was investigated. Additionally, the effect of DEMs obtained using the photogrammetric method was compared with those from open-source DEMs, including SRTM, ASTER GDEM, COP30, AW3D30, and NASADEM. Two-dimensional polynomial transformation, the thin plate spline (TPS), and the rational function model (RFM) were applied as transformation methods. Our results showed that a higher-accuracy geometric correction process could be achieved with orthophotos and DEMs created using precise positioning techniques such as RTK and PPK. According to the results obtained, an RMSE of 0.633 m was achieved with RFM using RTK-DEM, while an RMSE of 0.615 m was achieved with RFM using PPK-DEM.

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Publication Details

Journal
Drones
Published
2025-04-09
DOI
https://doi.org/10.3390/drones9040291
Citations
4
Primary Topic
3D Surveying and Cultural Heritage
Type
article
Field-Weighted Citation Impact
9.39
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article

Impact of UAV-Derived RTK/PPK Products on Geometric Correction of VHR Satellite Imagery

Muhammed Enes Atik, Şaziye Özge Atik, Mehmet Arkalı
4 citations
Drones
3D Surveying and Cultural Heritage
9.39
article

Impact of UAV-Derived RTK/PPK Products on Geometric Correction of VHR Satellite Imagery

Muhammed Enes Atik, Şaziye Özge Atik, Mehmet Arkalı
article en
4 citations

Abstract

Satellite imagery is a widely used source of spatial information in many applications, such as land use/land cover, object detection, agricultural monitoring, and urban area monitoring. Numerous factors, including projection, tilt angle, scanner, atmospheric conditions, terrain curvature, and fluctuations, can cause satellite images to become distorted. Eliminating systematic errors caused by the sensor and platform is a crucial step to obtaining reliable information from satellite images. To utilize satellite images directly in applications requiring high accuracy, the errors in the images should be removed by geometric correction. In this study, geometric correction was applied to the Pléiades 1A (PHR) image using non-parametric methods, and the effects of different transformation models and digital elevation models (DEMs) were investigated. Ground control points (GCPs) were obtained from orthophotos created by the photogrammetric method using precise positioning. The effect of photogrammetric DEMs with various spatial resolutions on geometric correction was investigated. Additionally, the effect of DEMs obtained using the photogrammetric method was compared with those from open-source DEMs, including SRTM, ASTER GDEM, COP30, AW3D30, and NASADEM. Two-dimensional polynomial transformation, the thin plate spline (TPS), and the rational function model (RFM) were applied as transformation methods. Our results showed that a higher-accuracy geometric correction process could be achieved with orthophotos and DEMs created using precise positioning techniques such as RTK and PPK. According to the results obtained, an RMSE of 0.633 m was achieved with RFM using RTK-DEM, while an RMSE of 0.615 m was achieved with RFM using PPK-DEM.

DronesVol. 9(4)
Istanbul Technical University (TR)
Openalex Percentile: Top 3%
3D Surveying and Cultural Heritage
9.39
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Impact of UAV-Derived RTK/PPK Products on Geometric Correction of VHR Satellite Imagery — Muhammed Enes Atik, Şaziye Özge Atik, et al. · Drones (2025) | TGRS Research Map | TGRS