A kriging approach to predicting coverage in wireless networks

Abdullah Konak

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A kriging approach to predicting coverage in wireless networks

机译：预测无线网络覆盖范围的克里金法

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摘要

This paper introduces kriging as a new tool to predict network coverage in wireless networks. The proposed approach aims to reduce the cost of active site surveys by estimating network coverage at points where no site survey data is available. The proposed approach was compared with a radial basis function artificial neural network using several problems.

机译：本文介绍克里金法作为预测无线网络中网络覆盖率的新工具。所提出的方法旨在通过估计没有站点调查数据的点的网络覆盖范围来降低活动站点调查的成本。提出的方法与径向基函数人工神经网络使用了几个问题进行了比较。

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来源
《International journal of mobile network design and innovation》 |2010年第2期|65-71|共7页
作者
Abdullah Konak;
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作者单位

Information Sciences and Technology, Penn State Berks, P.O. Box 7009, Tulpehocken Road, Reading, PA 19610-6009, USA;

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原文格式 PDF
正文语种 eng
中图分类
关键词
kriging; signal estimation; coverage plan; neural networks;

机译：克里格信号估计;覆盖计划;神经网络;

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1. Predicting coverage in wireless local area networks with obstacles using kriging and neural networks [J] . Abdullah Konak International journal of mobile network design and innovation . 2011,第4期

机译：使用Kriging和神经网络预测有障碍的无线局域网中的覆盖范围
2. A Gaussian process regression approach to predict the k-barrier coverage probability for intrusion detection in wireless sensor networks [J] . Singh Abhilash, Nagar Jaiprakash, Sharma Sandeep, Expert systems with applications . 2021,第Juna期

机译：高斯过程回归方法，以预测无线传感器网络中入侵检测的k屏障覆盖概率
3. Prediction of wireless network connectivity using a Taylor Kriging approach [J] . Heping Liu, Soroor K. Al-Khafaji, Alice E. Smith International journal of advanced intelligence paradigms . 2011,第2期

机译：使用泰勒克里格方法预测无线网络连接
4. A Machine Learning Approach to Predicting Coverage in Random Wireless Networks [C] . Hajar El Hammouti, Mounir Ghogho, Syed Ali Raza Zaidi IEEE Globecom Workshops . 2019

机译：一种机器学习方法，以预测随机无线网络覆盖率
5. An Optimized Hidden Node Handling Approach for Improving the Coverage and Network Efficiency in Wireless Multimedia Sensor Networks. [D] . Alanazi, Adwan. 2017

机译：一种优化的隐藏节点处理方法，可提高无线多媒体传感器网络的覆盖范围和网络效率。
6. A Geometric Modelling Approach to Determining the Best Sensing Coverage for 3-Dimensional Acoustic Target Tracking in Wireless Sensor Networks [O] . Saeid Pashazadeh, Mohsen Sharifi 2009

机译：确定无线传感器网络中3维声目标跟踪的最佳感应覆盖范围的几何建模方法
7. An Optimized Hidden Node Handling Approach For Improving The Coverage And Network Efficiency In Wireless Multimedia Sensor Networks [O] . Alanazi Adwan 2017

机译：一种优化的隐藏节点处理方法，用于提高无线多媒体传感器网络的覆盖范围和网络效率

A kriging approach to predicting coverage in wireless networks

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