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Citizen observations contributing to flood modelling: opportunities and challenges

机译:公民观察促进洪水建模:机遇和挑战

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摘要

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,可以收集数据,并获得更完整的决策过程。具体而言,数据匮乏一直是洪水建模中的一个问题,在过去几十年中,遥感已经解决了这一问题,并且已经在公民科学背景下进行了讨论。有鉴于此,本文旨在回顾相关文献,分析未来的机遇和挑战。根据公民参与的洪水相关变量,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,将相关出版物映射到洪水建模周期中,考虑公民数据属性(空间和时间覆盖率、不确定性和体积)如何与其集成到建模中。很明显,该领域的研究数量正在上升。在收集和分析方法方面,例如在速度和土地覆盖方面,以及在建模方面,例如通过使用社交媒体挖掘,报告了一些积极的经验。然而,将建模周期的每个部分所需的数据属性与公民生成的数据相匹配仍然是一个挑战。然而,公民贡献可用于模拟和预测的概念得到了证实,进一步的工作不仅在于继续开发和改进收集和分析的方法,当然也在于将其集成到模型中。最后,鉴于最近的自动化传感器和卫星技术,正是通过本文分析的研究,证明了公民贡献的价值,补充了这些技术。

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