Intelligent agent for hurricane emergency identification and text information extraction from streaming social media big data

被引:0
|
作者
Huang, Jingwei [1 ]
Khallouli, Wael [1 ]
Rabadi, Ghaith [1 ]
Seck, Mamadou [1 ]
机构
[1] Old Dominion Univ, Dept Engn Management & Syst Engn, 2101 Engn Syst Bldg, Norfolk, VA 23529 USA
基金
美国国家科学基金会;
关键词
big data; social media; Twitter; tweets; information extraction; emergency response; natural disaster; hurricane; Hurricane Harvey; flooding; intelligent agent; AI;
D O I
10.1504/IJCIS.2023.130455
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents our research on leveraging social media big data and AI to support hurricane disaster emergency response. The current practice of hurricane emergency response for rescue highly relies on emergency call centres. The more recent Hurricane Harvey event reveals the limitations of the current systems. We use Hurricane Harvey and the associated Houston flooding as the motivating scenario to conduct research and develop a prototype as a proof-of-concept of using an intelligent agent as a complementary role to support emergency centres in hurricane emergency response. This intelligent agent is used to collect real-time streaming tweets during a natural disaster, to identify tweets requesting rescue, to extract key information such as address and associated geocode, and to visualise the extracted information in an interactive map in decision supports. Our experiment shows promising outcomes and the potential application of the research in support of hurricane emergency response.
引用
收藏
页码:124 / 139
页数:17
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