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Streamlining the Evaluation of Potential Marine Debris Targets for Disaster Response

机译:简化潜在海洋碎片目标灾害响应的评估

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Hurricanes generate massive amounts of marine debris in coastal waterways, causing environmental problems and hazards to safe navigation. Before debris can be removed, they must be located and identified, a tedious and time-consuming process. Automatic target recognition algorithms speed up this process by searching vast swaths of survey data to locate anomalies that could be debris. However, these targets must still be manually evaluated by analysts. We present a tool that increases analysts' efficiency by automating most of the interaction steps involved in marine debris evaluation. It automatically generates and displays multiple optimal views, which can remove the need for analysts to manually reposition their viewpoint. We also applied these optimal views to a web-based crowdsourcing application, which tested whether the general public could assist in marine debris evaluation. Our results showed that, even though the participants were untrained, their collective decisions were generally in agreement and reliable enough to greatly reduce the number of marine debris targets that must be evaluated by the limited pool of trained analysts. This has the potential to increase analytical capacity in time-critical disaster response situations.
机译:飓风在沿海水道中产生大量的海洋碎片,导致环境问题和安全导航的危害。在拆除碎片之前,必须定位并识别它们,令人疑问和耗时的过程。自动目标识别算法通过搜索庞大的调查数据来加速这一过程,以定位可能是碎片的异常。但是,这些目标仍必须通过分析师手动评估。我们提出了一种通过自动化海洋碎片评估所涉及的大多数互动步骤来提高分析师效率的工具。它会自动生成并显示多个最佳视图,可以删除分析师的需要手动重新定位其视点。我们还将这些最佳视图应用于基于网络的众群申请,该应用程序测试了公众是否可以帮助海洋碎片评估。我们的研究结果表明,即使参与者未经训练,他们的集体决策通常在一致中,足以大大减少必须通过有限培训的分析师的有限级数评估的海洋碎片目标的数量。这有可能增加时间关键灾害响应情况的分析能力。

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