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Article

An Experiment on Multi-Angle Sun Glitter Remote Sensing of Water Surface Using Multi-UAV

by
Chen Wang
1,2,
Huaguo Zhang
2,*,
Guanghong Liao
1,
Wenting Cao
2,
Juan Wang
2,
Dongling Li
2 and
Xiulin Lou
2
1
College of Oceanography, Hohai University, Nanjing 210098, China
2
State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Ministry of Natural Resources, Hangzhou 310012, China
*
Author to whom correspondence should be addressed.
Drones 2025, 9(6), 400; https://doi.org/10.3390/drones9060400
Submission received: 5 May 2025 / Revised: 27 May 2025 / Accepted: 27 May 2025 / Published: 28 May 2025

Abstract

Unmanned aerial vehicle (UAV) remote sensing has become an important tool for modern remote sensing technology with its low cost and high flexibility. Sun glitter (SG) remote sensing based on satellite platforms shows great potential in the fields of marine dynamic environment and marine oil spill, but the analysis and application of SG images based on UAV need to be further studied. In this study, we conduct a multi-angle water surface SG remote sensing experiment using multi-UAV and collect images under different observation parameters. Then, we analyze and discuss the SG signal in the multi-angle images, especially the distribution and intensity of SG. In addition, a model for extracting SG signals from images based on region-based dark pixel retrieval is proposed in this study. Since the current Cox-Munk model is only applicable to statistical SG, the extracted SG images are reduced in resolution by mean filtering. Based on the multi-angle SG remote sensing model, the water surface roughness and equivalent refractive index are estimated. The estimated results are compared with measured and literature data. Additionally, the influence of different observation angle combinations on the inversion results is also discussed. The results of the study show that multi-angle SG remote sensing of water surface based on UAVs provides a new idea for the analysis and application of image signals, which has an important role to play.
Keywords: UAV; multi-angle sun glitter; Cox-Munk model; water surface roughness; equivalent refractive index UAV; multi-angle sun glitter; Cox-Munk model; water surface roughness; equivalent refractive index

Share and Cite

MDPI and ACS Style

Wang, C.; Zhang, H.; Liao, G.; Cao, W.; Wang, J.; Li, D.; Lou, X. An Experiment on Multi-Angle Sun Glitter Remote Sensing of Water Surface Using Multi-UAV. Drones 2025, 9, 400. https://doi.org/10.3390/drones9060400

AMA Style

Wang C, Zhang H, Liao G, Cao W, Wang J, Li D, Lou X. An Experiment on Multi-Angle Sun Glitter Remote Sensing of Water Surface Using Multi-UAV. Drones. 2025; 9(6):400. https://doi.org/10.3390/drones9060400

Chicago/Turabian Style

Wang, Chen, Huaguo Zhang, Guanghong Liao, Wenting Cao, Juan Wang, Dongling Li, and Xiulin Lou. 2025. "An Experiment on Multi-Angle Sun Glitter Remote Sensing of Water Surface Using Multi-UAV" Drones 9, no. 6: 400. https://doi.org/10.3390/drones9060400

APA Style

Wang, C., Zhang, H., Liao, G., Cao, W., Wang, J., Li, D., & Lou, X. (2025). An Experiment on Multi-Angle Sun Glitter Remote Sensing of Water Surface Using Multi-UAV. Drones, 9(6), 400. https://doi.org/10.3390/drones9060400

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