Cesium Tiles for High-realism Simulation and Comparing SLAM Results in Corresponding Virtual and Real-world Environments

被引:0
|
作者
Beam, Chris [1 ]
Zhang, Jincheng [1 ]
Kakavitsas, Nicholas [2 ]
Hague, Collin [2 ]
Wolek, Artur [2 ]
Willis, Andrew [1 ]
机构
[1] Univ North Carolina Charlotte, Dept Elect & Comp Engn, Charlotte, NC 28223 USA
[2] Univ North Carolina Charlotte, Dept Mech Engn & Engn Sci, Charlotte, NC 28223 USA
来源
关键词
D O I
10.1109/SOUTHEASTCON52093.2024.10500076
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article discusses the use of a simulated environment to predict algorithm results in the real world. Simulators are crucial in allowing researchers to test algorithms, sensor integration, and navigation systems without deploying expensive hardware. This article examines how the AirSim simulator, Unreal Engine, and Cesium plugin can be used to generate simulated digital twin models of real-world locations. Several technical challenges in completing the analysis are discussed and the technical solutions are detailed in this article. Work investigates how to assess mapping results for a real-life experiment using Cesium Tiles provided by digital twins of the experimental location. This is accompanied by a description of a process for duplicating real-world flights in simulation. The performance of these methods is evaluated by analyzing real-life and experimental image telemetry with the Direct Sparse Odometry (DSO) mapping algorithm. Results indicate that Cesium Tiles environments can provide highly accurate models of ground truth geometry after careful alignment. Further, results from real-life and simulated telemetry analysis indicate that the virtual simulation results accurately predict real-life results. The algorithm results in real life and in the simulated duplicate were highly similar, indicating that Cesium Tiles environments can be used as a virtual digital twin for accurate experimentation. The impact of this can be significant, potentially allowing expansive virtual testing of robotic systems at specific deployment locations to develop solutions that are tailored to the environment and potentially outperforming solutions meant to work in completely generic environments.
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页码:95 / 100
页数:6
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