Principal component analysis of time delay in large IP network
Network time delay is one of the key indexes to evaluate network performance.Principal component analysis (PCA) is a kind of multivariable analysis and declination algorithm commonly used in the field of data mining.Based on PCA analysis of time delay in large IP networks, aiming to find out the dee...
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | zho |
| Published: |
Beijing Xintong Media Co., Ltd
2021-04-01
|
| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2021059/ |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1841529074140315648 |
|---|---|
| author | Xuan WEI Xiaoying HUANG |
| author_facet | Xuan WEI Xiaoying HUANG |
| author_sort | Xuan WEI |
| collection | DOAJ |
| description | Network time delay is one of the key indexes to evaluate network performance.Principal component analysis (PCA) is a kind of multivariable analysis and declination algorithm commonly used in the field of data mining.Based on PCA analysis of time delay in large IP networks, aiming to find out the deep reason of time delay and the interdependencies among nodes of the network, a scientific and reasonable network time delay evaluation system was built, and effective suggestions for IP network construction and optimization were finally got.The off-line analysis of the historical network delay is only a preliminary application of the PCA.In the future, PCA can be applied to the real-time on-line monitoring and analysis of the network performance, such as network traffic, network delay, network packet loss, etc., in combination with the network topology, current network traffic direction, routing, distance and other related factors, thus the efficiency and quality of network operations can be further improved. |
| format | Article |
| id | doaj-art-1fd65a5fbcf34a138f0425f33d4196b1 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2021-04-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-1fd65a5fbcf34a138f0425f33d4196b12025-01-15T03:26:06ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012021-04-0137627259807610Principal component analysis of time delay in large IP networkXuan WEIXiaoying HUANGNetwork time delay is one of the key indexes to evaluate network performance.Principal component analysis (PCA) is a kind of multivariable analysis and declination algorithm commonly used in the field of data mining.Based on PCA analysis of time delay in large IP networks, aiming to find out the deep reason of time delay and the interdependencies among nodes of the network, a scientific and reasonable network time delay evaluation system was built, and effective suggestions for IP network construction and optimization were finally got.The off-line analysis of the historical network delay is only a preliminary application of the PCA.In the future, PCA can be applied to the real-time on-line monitoring and analysis of the network performance, such as network traffic, network delay, network packet loss, etc., in combination with the network topology, current network traffic direction, routing, distance and other related factors, thus the efficiency and quality of network operations can be further improved.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2021059/network time delayprincipal component analysiscoefficient matrixproportion of variance |
| spellingShingle | Xuan WEI Xiaoying HUANG Principal component analysis of time delay in large IP network Dianxin kexue network time delay principal component analysis coefficient matrix proportion of variance |
| title | Principal component analysis of time delay in large IP network |
| title_full | Principal component analysis of time delay in large IP network |
| title_fullStr | Principal component analysis of time delay in large IP network |
| title_full_unstemmed | Principal component analysis of time delay in large IP network |
| title_short | Principal component analysis of time delay in large IP network |
| title_sort | principal component analysis of time delay in large ip network |
| topic | network time delay principal component analysis coefficient matrix proportion of variance |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2021059/ |
| work_keys_str_mv | AT xuanwei principalcomponentanalysisoftimedelayinlargeipnetwork AT xiaoyinghuang principalcomponentanalysisoftimedelayinlargeipnetwork |