A cyberGIS-enabled multi-criteria spatial decision support system: A case study on flood emergency management

被引:35
|
作者
Zhang, Zhe [1 ,2 ]
Hu, Hao [2 ]
Yin, Dandong [1 ,2 ]
Kashem, Shakil [3 ]
Li, Ruopu [4 ]
Cai, Heng [5 ]
Perkins, Dylan [6 ]
Wang, Shaowen [1 ,2 ]
机构
[1] Univ Illinois, Dept Geog & Geog Informat Sci, CyberInfrastruct & Geospatial Informat Lab, Urbana, IL 61801 USA
[2] Univ Illinois, CyberGIS Ctr Adv Digital & Spatial Studies, Urbana, IL 61801 USA
[3] Univ Illinois, Dept Geog & Geog Informat Sci, Urbana, IL 61801 USA
[4] Southern Illinois Univ, Dept Geog & Environm Resources, Carbondale, IL USA
[5] Louisiana State Univ, Dept Environm Sci, Baton Rouge, LA 70803 USA
[6] Univ Wyoming, Adv Res Comp Ctr, Laramie, WY 82071 USA
基金
美国国家科学基金会;
关键词
Multi-criteria spatial decision support systems; social media data (Twitter); disaster management; big data; and cyberGIS; SOCIAL VULNERABILITY; RISK; INFORMATION; HAZARD;
D O I
10.1080/17538947.2018.1543363
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
With the increased frequency of natural hazards and disasters and consequent losses, it is imperative to develop efficient and timely strategies for emergency response and relief operations. In this paper, we propose a cyberGIS-enabled multi-criteria spatial decision support system for supporting rapid decision making during emergency management. It combines a high-performance computing environment (cyberGIS-Jupyter) and multi-criteria decision analysis models (Weighted Sum Model (WSM) and Technique for Order Preference by Similarity to Ideal Solution Model (TOPSIS)) with various types of social vulnerability indicators to solve decision problems that contain conflicting evaluation criteria in a flood emergency situation. Social media data (e.g. Twitter data) was used as an additional tool to support the decision-making process. Our case study involves two decision goals generated based on a past flood event in the city of Austin, Texas, U.S.A. As our result shows, WSM produces more diverse values and higher output category estimations than the TOPSIS model. Finally, the model was validated using an innovative questionnaire. This cyberGIS- enabled spatial decision support system allows collaborative problem solving and efficient knowledge transformation between decision makers, where different emergency responders can formulate their decision objectives, select relevant evaluation criteria, and perform interactive weighting and sensitivity analyses.
引用
收藏
页码:1364 / 1381
页数:18
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