An intelligent slope disaster prediction and monitoring system based on WSN and ANP

被引:53
作者
Wu, Che-I [1 ]
Kung, Hsu-Yang [2 ]
Chen, Chi-Hua [3 ,4 ]
Kuo, Li-Chia [2 ]
机构
[1] Natl Pingtung Univ Sci & Technol, Ctr Comp, Pingtung 912, Taiwan
[2] Natl Pingtung Univ Sci & Technol, Dept Management Informat Syst, Pingtung 912, Taiwan
[3] Natl Chiao Tung Univ, Inst Informat Management, Hsinchu 300, Taiwan
[4] Chunghwa Telecom Co Ltd, Telecommun Labs, Taoyuan 326, Taiwan
关键词
Wireless Sensor Networks; Analytic Network Process; Disaster prediction model; Portrait-based Disaster Alerting System;
D O I
10.1016/j.eswa.2013.12.049
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Taiwan generally has large-scale landslides and torrential rainfall during the typhoon season. As Wireless Sensor Networks (WSN) and mobile communication technologies advance rapidly, state-of-the-art technologies are adopted to build a model to reliably predict and monitor disasters, as well as accumulate environmental variation-related information. By integrating WSN and Analytic Network Process (ANP), this study evaluates the weight of disaster factors that adopt the consistency index of pair comparisons on hillslopes. The weight estimation and classification of disaster factors are based on the K-means model to build the hillslope prediction model. The Portrait-based Disaster Alerting System (PDAS) is designed and implemented using the proposed disaster prediction model. The PDAS adopts Web-GIS to visualize the environmental information. Evaluation results of the system indicate that the proposed prediction model achieves more accurate disaster determination than the conventional method. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4554 / 4562
页数:9
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