利用GMDH算法建立尼日利亚卡杜纳镇无线电传播路径损耗模型

Z. Abdullahi, O. U. Okereke, A. I. Isa, A. Ozovehe
{"title":"利用GMDH算法建立尼日利亚卡杜纳镇无线电传播路径损耗模型","authors":"Z. Abdullahi, O. U. Okereke, A. I. Isa, A. Ozovehe","doi":"10.24018/ejers.2020.5.10.2042","DOIUrl":null,"url":null,"abstract":"Radio propagation measurement were acquired at the 900 MHz and 1800 MHz frequency bands from six (6) live base stations (BS1 to BS6) in Kaduna town, Nigeria using an Asus Zenfone enhanced with a network monitoring software (Network Cell Info Lite). The receive signal strength (RSS) measurements were taken from the BSs at a distances of 200 m apart (in dB) until the signal faded out and the measurements were taken for twelve (12) calendar months which covered all seasons of the year, the corresponding path loss were calculated which were subsequently used to develop a propagation path loss prediction model with the Group Method of Data Handling (GMDH) algorithm. However, the results obtained shows very small variations between the model fit (which was the best fit curve from the measured data) and the predictions (which is the forecast). Hence, since the variations between the model fit and the predictions are not wide, with sometime the values of prediction being better than that model fit, the GMDH model is showing good prediction for Kaduna metropolis.","PeriodicalId":12029,"journal":{"name":"European Journal of Engineering Research and Science","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2020-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Development of Radio Propagation Path Loss Model for Kaduna Town, Nigeria Using GMDH Algorithm\",\"authors\":\"Z. Abdullahi, O. U. Okereke, A. I. Isa, A. Ozovehe\",\"doi\":\"10.24018/ejers.2020.5.10.2042\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Radio propagation measurement were acquired at the 900 MHz and 1800 MHz frequency bands from six (6) live base stations (BS1 to BS6) in Kaduna town, Nigeria using an Asus Zenfone enhanced with a network monitoring software (Network Cell Info Lite). The receive signal strength (RSS) measurements were taken from the BSs at a distances of 200 m apart (in dB) until the signal faded out and the measurements were taken for twelve (12) calendar months which covered all seasons of the year, the corresponding path loss were calculated which were subsequently used to develop a propagation path loss prediction model with the Group Method of Data Handling (GMDH) algorithm. However, the results obtained shows very small variations between the model fit (which was the best fit curve from the measured data) and the predictions (which is the forecast). Hence, since the variations between the model fit and the predictions are not wide, with sometime the values of prediction being better than that model fit, the GMDH model is showing good prediction for Kaduna metropolis.\",\"PeriodicalId\":12029,\"journal\":{\"name\":\"European Journal of Engineering Research and Science\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-10-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"European Journal of Engineering Research and Science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.24018/ejers.2020.5.10.2042\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Journal of Engineering Research and Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.24018/ejers.2020.5.10.2042","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

无线电传播测量是在尼日利亚卡杜纳镇的六(6)个实时基站(BS1至BS6)的900 MHz和1800 MHz频段上使用带有网络监控软件(network Cell Info Lite)的华硕Zenfone进行的。接收信号强度(RSS)测量距离为200米(以dB为单位),直到信号消失,测量时间为12个日历月,覆盖全年所有季节,计算相应的路径损耗,随后使用数据处理分组方法(GMDH)算法建立传播路径损耗预测模型。然而,获得的结果显示,模型拟合(从测量数据得到的最佳拟合曲线)与预测(即预测)之间的差异非常小。因此,由于模型拟合与预测值之间的差异不大,有时预测值优于模型拟合值,因此GMDH模型对卡杜纳大都市具有较好的预测效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Development of Radio Propagation Path Loss Model for Kaduna Town, Nigeria Using GMDH Algorithm
Radio propagation measurement were acquired at the 900 MHz and 1800 MHz frequency bands from six (6) live base stations (BS1 to BS6) in Kaduna town, Nigeria using an Asus Zenfone enhanced with a network monitoring software (Network Cell Info Lite). The receive signal strength (RSS) measurements were taken from the BSs at a distances of 200 m apart (in dB) until the signal faded out and the measurements were taken for twelve (12) calendar months which covered all seasons of the year, the corresponding path loss were calculated which were subsequently used to develop a propagation path loss prediction model with the Group Method of Data Handling (GMDH) algorithm. However, the results obtained shows very small variations between the model fit (which was the best fit curve from the measured data) and the predictions (which is the forecast). Hence, since the variations between the model fit and the predictions are not wide, with sometime the values of prediction being better than that model fit, the GMDH model is showing good prediction for Kaduna metropolis.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Introducing Secondary Education Students to Programming through Sound Alerts Optimal Sizing of a PV System in Golpayegan, Iran Using Thermal Modeling-based Load Demand Experimental Study of Twin Connected Pipe Jets Development and Assessment of Cracking and Sorting Processes of Palm Kernel Nut Machine Chemical Characterization of Nine Locally Made Cement Products for Quality Assurance in Nigeria Cement Industry
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1