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  • 标题:A Big-Data-Based Urban Flood Defense Decision Support System
  • 本地全文:下载
  • 作者:Taimeng Yang ; Guanlin Chen ; Xinxin Sun
  • 期刊名称:International Journal of Smart Home
  • 印刷版ISSN:1975-4094
  • 出版年度:2015
  • 卷号:9
  • 期号:12
  • 页码:81-90
  • DOI:10.14257/ijsh.2015.9.12.09
  • 出版社:SERSC
  • 摘要:As cities in developing countries are expanding rapidly in recent years, flood has an increasing impact on urban management. In this paper, we present the design and implementation of an urban flood defense decision support system based on big data. The system connects real-time sensor to collect streaming data, and uses a data-driven method that considers temporal and spatial factors to forecast water level in the next 6 hours. Thus, it can provide enough time for the authorities to take pertinent flood protection measures such as evacuation. Our predictive model is a hybrid of linear regression and artificial neural network, and can give early warning of potential flood using the forecast results. The system is implemented on Java EE platform, and integrated with Baidu Maps API to provide a user-friendly interface.
  • 关键词:Flood Defense; Neural Network; Digital Urban Management; Java EE
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