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首页> 外文期刊>Journal of hydro-environment research >Remote sensing of coastal hydro-environment with portable unmanned aerial vehicles (pUAVs) a state-of-the-art review
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Remote sensing of coastal hydro-environment with portable unmanned aerial vehicles (pUAVs) a state-of-the-art review

机译:沿海水力环境与便携式无人机(PUAV)遥感的遥感

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Urbanization together with climate change is imposing growing stresses on the sustainable development of major coastal cities around the world, particularly in developing countries. Thus, the need for regular monitoring of coastal water quality is becoming increasingly vital, and remote sensing is deemed to be a viable approach particularly due to its cost-effectiveness. Over the past two decades, remote sensing using satellite imaging has already been adopted in various tasks related to the monitoring of coastal hydro-enviro nment, including the detection of oil spills, identification of turbid plumes, mapping of marine ecosystems, etc. Despite their usefulness, space-borne sensors are subjected to constraints such as low spatial resolution, clouds and atmospheric interference, sparse frequency, and inflexible scheduling. Recently, remote sensing with portable Unmanned Aerial Vehicles (pUAVs) is emerging as a promising alternative for high spatial-resolution monitoring of coastal hydro-environment, with the key advantages that they can minimize the effects of atmospheric disruptions and be implemented with a frequent schedule to perform on-demand monitoring. In addition, with the technological advances in the sensor's design, UAVs are now capable of capturing data with fine spectral resolutions, ranging from several (multispectral) to hundreds (hyperspectral) of spectral bands. Data analytic is also improving rapidly with the advancement in artificial intelligence (AI) and deep learning algorithms. In this paper, we present a systematic review of the recent developments in the utilization of UAV-based remote sensing for the sustainable development of the coastal hydro-environment, particularly with pUAVs. The key technical issues, including the design of UAV systems and the processing of data, are examined for specific applications. Future prospects for implementation are also discussed.
机译:城市化与气候变化一起对世界各地沿海城市的可持续发展造成了越来越大的压力,特别是在发展中国家。因此,定期监测沿海水质的需要越来越重要,遥感被认为是一种可行的方法,特别是由于其成本效益。在过去的二十年中,使用卫星成像的遥感已经采用了与监测沿海水利环境的监测相关的各种任务,包括检测漏油,鉴定混浊羽毛,海洋生态系统的映射等有用性,空间传感器受到限制,如低空间分辨率,云和大气干扰,稀疏频率和不灵活的调度。最近,与便携式无人机(PUAV)遥感是沿海水力环境的高空间分辨率监测的有前途的替代方案,其主要优势可以最大限度地减少大气中断的影响,并以频繁的时间表实施进行按需监控。此外,随着传感器设计的技术进步,无人机现在能够捕获具有精细频谱分辨率的数据,从多个(多光谱)到数百(超光谱)的光谱带。数据分析也随着人工智能(AI)和深度学习算法的进步而迅速改善。在本文中,我们对利用无人机遥感的最新发展的系统审查,以实现沿海水电环境的可持续发展,特别是在普瓦斯。针对特定应用程序检查关键技术问题,包括UAV系统的设计和数据处理,用于特定应用。还讨论了未来的实施前景。

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