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Citizen observations contributing to flood modelling: opportunities and challenges

机译:公民观察有助于洪水建模:机遇与挑战

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Citizen contributions to science have been successfully implemented in many fields, and water resources is one of them. Through citizens, it is possible to collect data and obtain a?more integrated decision-making process. Specifically, data scarcity has always been an issue in flood modelling, which has been addressed in the last decades by remote sensing and is already being discussed in the citizen science context. With this in mind, this article aims to review the literature on the topic and analyse the opportunities and challenges that lie ahead. The literature on monitoring, mapping and modelling, was evaluated according to the flood-related variable citizens contributed to. Pros and cons of the collection/analysis methods were summarised. Then, pertinent publications were mapped into the flood modelling cycle, considering how citizen data properties (spatial and temporal coverage, uncertainty and volume) are related to its integration into modelling. It was clear that the number of studies in the area is rising. There are positive experiences reported in collection and analysis methods, for instance with velocity and land cover, and also when modelling is concerned, for example by using social media mining. However, matching the data properties necessary for each part of the modelling cycle with citizen-generated data is still challenging. Nevertheless, the concept that citizen contributions can be used for simulation and forecasting is proved and further work lies in continuing to develop and improve not only methods for collection and analysis, but certainly for integration into models as well. Finally, in view of recent automated sensors and satellite technologies, it is through studies as the ones analysed in this article that the value of citizen contributions, complementing such technologies, is demonstrated.
机译:公民对科学的贡献已在许多领域得到成功实施,水资源就是其中之一。通过公民,有可能收集数据并获得更综合的决策过程。具体而言,数据短缺一直是洪水建模中的一个问题,在过去的几十年中,遥感已经解决了这一问题,并且已经在公民科学领域中进行了讨论。考虑到这一点,本文旨在回顾有关该主题的文献并分析未来的机遇和挑战。根据与洪水有关的可变因素,对有关监测,制图和建模的文献进行了评估。总结了收集/分析方法的优缺点。然后,考虑到公民数据属性(空间和时间覆盖范围,不确定性和数量)如何与其集成到建模中相关联,将相关出版物映射到洪水建模​​周期中。显然,该地区的研究数量正在增加。在收集和分析方法中报告了积极的经验,例如速度和土地覆盖率,以及在涉及建模时(例如通过使用社交媒体挖掘)。但是,将建模周期每个部分所需的数据属性与市民生成的数据进行匹配仍然是一项挑战。但是,人们可以证明公民捐款可以用于模拟和预测的概念,进一步的工作在于不仅要继续开发和改进收集和分析的方法,而且还必须继续整合模型。最后,鉴于最近的自动传感器和卫星技术,通过本文中所分析的研究,证明了补充此类技术的公民贡献的价值。

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