A Perceptron Algorithm for Forest Fire Prediction Based on Wireless Sensor Networks

Haoran Zhu, Demin Gao, Shuo Zhang
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引用次数: 16

Abstract

Forest fire prediction constitutes a significant component of forest management. Timely and accurate forest fire prediction will greatly reduce property and natural losses. A quick method to estimate forest fire hazard levels through known climatic conditions could make an effective improvement in forest fire prediction. This paper presents a description and analysis of a forest fire prediction methods based on machine learning, which adopts WSN (Wireless Sensor Networks) technology and perceptron algorithms to provide a reliable and rapid detection of potential forest fire. Weather data are gathered by sensors, and then forwarded to the server, where a fire hazard index can be calculated.
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基于无线传感器网络的森林火灾预测感知器算法
森林火灾预测是森林管理的重要组成部分。及时准确的森林火灾预测将大大减少财产和自然损失。利用已知的气候条件快速估算森林火险等级的方法可以有效地提高森林火灾的预测水平。本文描述和分析了一种基于机器学习的森林火灾预测方法,该方法采用无线传感器网络(WSN)技术和感知器算法对潜在的森林火灾进行可靠、快速的检测。天气数据由传感器收集,然后转发到服务器,在那里可以计算火灾危险指数。
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