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Challenges of Operational River Forecasting

机译:业务河流预测的挑战

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摘要

Skillful and timely streamflow forecasts are critically important to water managers and emergency protection services. To provide these forecasts, hydrologists must predict the behavior of complex coupled human-natural systems using incomplete and uncertain information and imperfect models. Moreover, operational predictions often integrate anecdotal information and unmodeled factors. Forecasting agencies face four key challenges: 1)making themost of available data, 2)making accurate predictions usingmodels, 3) turning hydrometeorological forecasts into effective warnings, and 4) administering an operational service. Each challenge presents a variety of research opportunities, including the development of automated quality-control algorithms for the myriad of data used in operational streamflow forecasts, data assimilation, and ensemble forecasting techniques that allow for forecaster input, methods for using humangenerated weather forecasts quantitatively, and quantification of human interference in the hydrologic cycle. Furthermore, much can be done to improve the communication of probabilistic forecasts and to design a forecasting paradigm that effectively combines increasingly sophisticated forecasting technology with subjective forecaster expertise. These areas are described in detail to share a real-world perspective and focus for ongoing research endeavors.
机译:熟练和及时的流量预测对水管理者和紧急保护服务至关重要。为了提供这些预测,水文学家必须使用不完整和不确定的信息以及不完善的模型来预测复杂的人为耦合系统的行为。此外,运营预测通常会整合轶事信息和未建模的因素。预报机构面临四个主要挑战:1)充分利用可用数据,2)使用模型进行准确的预测,3)将水文气象预报转变为有效的警告,以及4)管理运营服务。每个挑战都带来了各种各样的研究机会,包括开发自动化质量控制算法,以用于可操作的流量预报,数据同化以及可用于预报员输入的集成预报技术,用于定量地使用人为生成的天气预报的方法,和量化水文循环中的人为干扰。此外,可以做很多事情来改善概率预测的交流,并设计一种预测范例,以有效地将日益复杂的预测技术与主观预测专家相结合。对这些领域进行了详细说明,以分享现实世界的观点并关注正在进行的研究工作。

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