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首页> 外文期刊>Expert Systems with Application >An intelligent slope disaster prediction and monitoring system based on WSN and ANP
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An intelligent slope disaster prediction and monitoring system based on WSN and ANP

机译:基于WSN和ANP的智能边坡灾害预测监测系统。

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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.
机译:台湾在台风季节普遍发生大规模滑坡和暴雨。随着无线传感器网络(WSN)和移动通信技术的飞速发展,采用了最新技术来建立模型,以可靠地预测和监视灾难,并累积与环境变化相关的信息。通过将无线传感器网络和分析网络过程(ANP)集成在一起,本研究通过采用成对比较在山坡上的一致性指标来评估灾害因子的权重。基于K-means模型对灾害因子进行权重估计和分类,建立了山坡预测模型。基于肖像的灾难警报系统(PDAS)是使用提出的灾难预测模型设计和实现的。 PDAS采用Web-GIS可视化环境信息。该系统的评估结果表明,所提出的预测模型比常规方法能够更准确地确定灾难。

著录项

  • 来源
    《Expert Systems with Application》 |2014年第10期|4554-4562|共9页
  • 作者单位

    Computer Center, National Pingtung University of Science and Technology, Pingtung 912, Taiwan, ROC;

    Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung 912, Taiwan, ROC;

    Institute of Information Management, National Chiao Tung University, Hsinchu 300, Taiwan, ROC ,Telecommunication Laboratories, Chunghwa Telecom Co., Ltd, Taoyuan 326, Taiwan, ROC;

    Department of Management Information Systems, National Pingtung University of Science and Technology, Pingtung 912, Taiwan, ROC;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Wireless Sensor Networks; Analytic Network Process; Disaster prediction model; Portrait-based Disaster Alerting System;

    机译:无线传感器网络;分析网络过程;灾害预测模型;基于肖像的灾难警报系统;

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