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Assessing Disaster Impact in Real Time: Data-Driven System Integrating Humans, Hazards, and the Built Environment

机译:实时评估灾难影响:数据驱动系统集成人,危险和建筑环境

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摘要

Current disaster impact assessments are conducted within days after an event and usually with limited workforce and resources. Although many recognize the valuable information attainable in this way, the evidence is likely to be disturbed, and collecting information rapidly is critical for timely disaster response. Many proposed approaches use either physical- or social-sensing data, and are not implemented in real time, and therefore cannot assess disaster impacts holistically and timely. It also is challenging to integrate multisource data with disparate data modalities and resolutions, and to accommodate large-volume, high-rate input data for real-time computations. Therefore, we propose an assessing disaster impact in real-time (ADIR) system which harnesses cutting-edge computation and geovisualization platforms. ADIR processes heterogeneous data for humans, hazards, and built environments, and outputs multiscale disaster impacts. The usefulness and effectiveness of ADIR were demonstrated in the city of Houston, which was affected by Hurricane Harvey. ADIR provides a platform for multiagent coordination during community response and recovery, which contributes to more-resilient communities by potentially reducing life and property losses.
机译:目前的灾难影响评估是在活动后几天进行的,通常具有有限的劳动力和资源。虽然许多人以这种方式认识到有价值的信息,但证据可能会受到干扰,并且迅速收集信息对于及时灾害反应至关重要。许多提出的方法使用了物理或社会传感数据,并且不会实时实施,因此无法评估灾难会对整体和及时的影响。将多源数据与不同的数据模型和分辨率集成,并适应用于实时计算的大容量,高速输入数据,这也具有挑战性。因此,我们提出了评估在利用尖端计算和地理化平台的实时(ADIR)系统中的评估灾难影响。 ADIR处理人类,危险和建筑环境的异构数据,并输出多尺度灾难影响。休斯顿市的休斯顿市展示了阿迪尔的有效性和有效性,受哈维飓风影响。 Adir为社区反应和恢复期间提供了一个多读协调的平台,通过潜在降低生命和财产损失,为更具弹性的社区做出了更多的弹性社区。

著录项

  • 来源
    《Journal of Computing in Civil Engineering》 |2021年第5期|04021010.1-04021010.17|共17页
  • 作者

    Hao Haiyan; Wang Yan;

  • 作者单位

    Univ Florida Coll Design Construct & Planning Dept Urban & Reg Planning 1480 Inner Rd Gainesville FL 32601 USA|Univ Florida Coll Design Construct & Planning Florida Inst Built Environm Resilience 1480 Inner Rd Gainesville FL 32601 USA;

    Univ Florida Dept Urban & Reg Planning POB 115706 Gainesville FL 32611 USA|Univ Florida Florida Inst Built Environm Resilience POB 115706 Gainesville FL 32611 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

    Crisis informatics; Disaster impact assessment; Resilience; Real-time data analytics; Geovisualization;

    机译:危机信息学;灾难影响评估;恢复力;实时数据分析;地理化;

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