Network traffic prediction based on wavelet transformation and FARIIMA
An advanced network traffic prediction method based on wavelet transformation and FARIMA model was put forward.In the method,the original data was decomposed and reconstructed with Mallat algorithm,then FARIMA model was applied on each branch to predict and integrate the traffic.Simulation is carrie...
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| Main Authors: | , |
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| Format: | Article |
| Language: | zho |
| Published: |
Editorial Department of Journal on Communications
2011-01-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/74419580/ |
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| _version_ | 1841537130141057024 |
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| author | CHEN Xiao-tian LIU Jing-xian |
| author_facet | CHEN Xiao-tian LIU Jing-xian |
| author_sort | CHEN Xiao-tian |
| collection | DOAJ |
| description | An advanced network traffic prediction method based on wavelet transformation and FARIMA model was put forward.In the method,the original data was decomposed and reconstructed with Mallat algorithm,then FARIMA model was applied on each branch to predict and integrate the traffic.Simulation is carried out to verify the accuracy of pro-posed algorithm with real network traffic.Compared with the traditional method,the proposed method reduces the pre-diction error. |
| format | Article |
| id | doaj-art-e6fdd7dba4cb47369da6af99d2432e10 |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2011-01-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-e6fdd7dba4cb47369da6af99d2432e102025-01-14T08:45:42ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2011-01-013215315774419580Network traffic prediction based on wavelet transformation and FARIIMACHEN Xiao-tianLIU Jing-xianAn advanced network traffic prediction method based on wavelet transformation and FARIMA model was put forward.In the method,the original data was decomposed and reconstructed with Mallat algorithm,then FARIMA model was applied on each branch to predict and integrate the traffic.Simulation is carried out to verify the accuracy of pro-posed algorithm with real network traffic.Compared with the traditional method,the proposed method reduces the pre-diction error.http://www.joconline.com.cn/zh/article/74419580/wavelet transformationFARIMAtraffic prediction |
| spellingShingle | CHEN Xiao-tian LIU Jing-xian Network traffic prediction based on wavelet transformation and FARIIMA Tongxin xuebao wavelet transformation FARIMA traffic prediction |
| title | Network traffic prediction based on wavelet transformation and FARIIMA |
| title_full | Network traffic prediction based on wavelet transformation and FARIIMA |
| title_fullStr | Network traffic prediction based on wavelet transformation and FARIIMA |
| title_full_unstemmed | Network traffic prediction based on wavelet transformation and FARIIMA |
| title_short | Network traffic prediction based on wavelet transformation and FARIIMA |
| title_sort | network traffic prediction based on wavelet transformation and fariima |
| topic | wavelet transformation FARIMA traffic prediction |
| url | http://www.joconline.com.cn/zh/article/74419580/ |
| work_keys_str_mv | AT chenxiaotian networktrafficpredictionbasedonwavelettransformationandfariima AT liujingxian networktrafficpredictionbasedonwavelettransformationandfariima |