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Low-SWaP EO sensor-based Robust Aircraft Detection For DAA Technology in UAS Integration

机译:基于低交换EO传感器的鲁棒飞机检测DAA技术在UAS集成中

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Detect-and-Avoid (DAA) technology is the key technique for UAS integration in the National Airspace System (NAS). To substitute radar for DAA purpose, Electro-Optical (EO) sensor-based aircraft detection method is proposed in this paper. The typical Low-Size, Weight, and Power (Low-SWaP) sensor, EO sensor, has many limitations but the proposed detection method helps robust detection of other aircraft. The main problem of EO sensor-based aircraft is short detection range and weather dependencies. However, the key problem of EO sensor has overcome to find moving obstacles not only for other aircraft because aircraft in the distance do not have aircraft shape and it looks small dot. Therefore, the main strategy of robust aircraft detection is detecting moving something using an optical-flow method as region-of-interest (ROI) for other aircraft. The suggested ROI is a big hint having high probabilities of aircraft detection. Deep learning-based aircraft detection could be implemented, at this step, to identify whether aircraft or not in the magnified ROI image. In this research, light-sport categorized aircraft, CTLS and Cessna, are used to get image data and flight information. Installation of onboard EO sensors obey the rule to cover ±110 degrees following Detect-and-Avoid MOPS. In the conclusion, a robust aircraft detection method using EO sensors is proposed for safe UAS operation and tested in real flight test using CTLS and Cessna.
机译:检测和避免(DAA)技术是国家空域系统(NAS)中的UA集成的关键技术。替代DAA目的的雷达,本文提出了电光(EO)传感器的飞机检测方法。典型的低尺寸,重量和功率(低交换)传感器,EO传感器具有许多限制,但提出的检测方法有助于鲁棒检测其他飞机。基于EO传感器的飞机的主要问题是短检测范围和天气依赖性。然而,EO传感器的关键问题已经克服了不仅可以针对其他飞机寻找移动障碍,因为距离中的飞机没有飞机形状,看起来很小。因此,强大的飞机检测的主要策略是使用光学流法作为感兴趣区域(ROI)的移动某些东西来检测其他飞机的移动。建议的投资回报率是具有高概率的飞机检测概率。在该步骤中可以实现基于深度学习的飞机检测,以识别飞机是否在放大的ROI图像中。在本研究中,光 - 体育分类的飞机,CTL和CESSNA,用于获得图像数据和飞行信息。在检测和避免拖把后,安装板载EO传感器的安装遵守±110度。结论是,建议使用EO传感器的强大飞机检测方法,以便使用CTL和CESSNA在真正的飞行测试中进行测试。

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