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Evaluation of the benefits of using a backward chaining decision support expert system for local flood forecasting and warning

机译:使用向后链接决策支持专家系统进行本地洪水预报和预警的效益评估

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摘要

Nationwide flood forecasting and warning are available through mass media. However, running the complex numerical models requires enormous computational resources. In addition, the comparatively low accuracy of prediction for a certain region such as a small town, a community, or a single house, causes false alarms and improper responses and thus the unnecessary loss of property and/or life. One potential solution to advance forecast accuracy without occupying substantial computational resources is to develop a stand-alone local flood forecasting and warning expert system incorporating sufficient data on local hydraulic and hydrological factors and local historical experience. To date, there has been a limited amount of work developing expert systems in this area. In this paper, we discuss the development and implementation of an expert system for local flood forecasting and warning. With its extensible knowledge base combined with the information provided by users, this expert system provides reasoning routines and forecasting on the flood warning stages, possible consequences, and recommendations for community managers, landowners, or the public in general.
机译:可以通过大众媒体获得全国范围的洪水预报和预警。但是,运行复杂的数值模型需要大量的计算资源。另外,对于诸如小镇,社区或单个房屋之类的特定区域的相对较低的预测准确性导致错误警报和不适当的响应,从而导致不必要的财产和/或生命损失。一种在不占用大量计算资源的情况下提高预报准确性的潜在解决方案是开发一个独立的本地洪水预报和预警专家系统,该系统融合了有关当地水文和水文因素以及当地历史经验的足够数据。迄今为止,在该领域开发专家系统的工作量有限。在本文中,我们讨论了本地洪水预报和预警专家系统的开发和实施。凭借其可扩展的知识库以及用户提供的信息,该专家系统为洪水预警阶段,可能的后果以及社区管理人员,土地所有者或一般公众提供了推理例程和预报。

著录项

  • 来源
    《Expert Systems》 |2018年第4期|e12261.1-e12261.14|共14页
  • 作者单位

    Univ Alabama, Dept Civil Construct & Environm Engn, Tuscaloosa, AL 35497 USA;

    Univ Alabama, Dept Civil Construct & Environm Engn, Tuscaloosa, AL 35497 USA;

    Univ Texas Rio Grande Valley Brownsville, Dept Civil Engn, Brownsville, TX USA;

    US Army Engineer Res & Dev Ctr Vicksburg, Hydrol Syst Branch, Coastal & Hydraul Lab, Vicksburg, MS USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    backward chaining; expert system; flood forecasting; python;

    机译:向后链接;专家系统;洪水预报;python;

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