An attribute-based model to retrieve storm surge disaster cases

Ke Wang, Genserik Reniers, Yongsheng Yang, Jian Li, Quanyi Huang

Research output: Chapter in Book/Conference proceedings/Edited volumeConference contributionScientificpeer-review

1 Citation (Scopus)
31 Downloads (Pure)

Abstract

In China, storm surge disasters cause severe damages in coastal regions. One of the most critical tasks is to predict affected regions and their relative damage levels to support decision-making. This study develops a two-stage retrieval model to search the most similar past disaster case to complete prediction. Based on spatial attributes of cases, the top-ranking past cases with a similar location to the target case are selected. Among these past cases, the most similar past case is selected by disaster attribute similarities. Three typical storm surge case studies have been used and implemented into this proposed model, and the results show that all the most affected regions can be predicted. The proposed model simplifies the prediction process and updates results quickly. This study provides valuable information for the government to make real-time response plans.
Original languageEnglish
Title of host publicationISCRAM 2021 - Proceedings
Subtitle of host publication18th International Conference on Information Systems for Crisis Response and Management
EditorsAnouck Adrot, Rob Grace, Kathleen Moore, Christopher W. Zobel
PublisherInformation Systems for Crisis Response and Management, ISCRAM
Pages567-580
Number of pages14
ISBN (Electronic)9781949373615
Publication statusPublished - 2021
Event18th International Conference on Information Systems for Crisis Response and Management, ISCRAM 2021 - Blacksburg, United States
Duration: 23 May 202126 May 2021

Publication series

NameProceedings of the International ISCRAM Conference
Volume2021-May
ISSN (Electronic)2411-3387

Conference

Conference18th International Conference on Information Systems for Crisis Response and Management, ISCRAM 2021
Country/TerritoryUnited States
CityBlacksburg
Period23/05/2126/05/21

Keywords

  • Affected region prediction
  • Multiple attributes
  • Retrieval model
  • Storm surge disaster

Fingerprint

Dive into the research topics of 'An attribute-based model to retrieve storm surge disaster cases'. Together they form a unique fingerprint.

Cite this