Traffic prediction and load balancing based on in-band network telemetry data
To address the challenges of massive telemetry data analysis in network operation and management, a network control automation system was designed. The overall architecture followed the “monitor-analyze-control” principle. The SRv6-INTO algorithm was used in the monitoring module for telemetry data...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2025-01-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2025142/ |
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| _version_ | 1849227180395986944 |
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| author | ZHANG Xu ZHAO Chenxi FENG Chuan WEN Ting LIU Wei GUO Lei |
| author_facet | ZHANG Xu ZHAO Chenxi FENG Chuan WEN Ting LIU Wei GUO Lei |
| author_sort | ZHANG Xu |
| collection | DOAJ |
| description | To address the challenges of massive telemetry data analysis in network operation and management, a network control automation system was designed. The overall architecture followed the “monitor-analyze-control” principle. The SRv6-INTO algorithm was used in the monitoring module for telemetry data collection and orchestration. To alleviate the load on the control plane, a data processor was developed in the data plane to perform preliminary processing of the telemetry data. The analysis module employed a combination of long short-term memory networks and attention mechanisms for traffic forecasting based on the telemetry data. The control module dynamically adjusted service flow paths using SRv6 technology, based on the prediction results from the analysis module. Simulation results show that the proposed model outperforms other methods in prediction accuracy and successfully achieves congestion avoidance. |
| format | Article |
| id | doaj-art-ca8c3a3d3a7a48a3becdd72407c722ec |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2025-01-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-ca8c3a3d3a7a48a3becdd72407c722ec2025-08-23T19:00:07ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2025-01-01112123247972Traffic prediction and load balancing based on in-band network telemetry dataZHANG XuZHAO ChenxiFENG ChuanWEN TingLIU WeiGUO LeiTo address the challenges of massive telemetry data analysis in network operation and management, a network control automation system was designed. The overall architecture followed the “monitor-analyze-control” principle. The SRv6-INTO algorithm was used in the monitoring module for telemetry data collection and orchestration. To alleviate the load on the control plane, a data processor was developed in the data plane to perform preliminary processing of the telemetry data. The analysis module employed a combination of long short-term memory networks and attention mechanisms for traffic forecasting based on the telemetry data. The control module dynamically adjusted service flow paths using SRv6 technology, based on the prediction results from the analysis module. Simulation results show that the proposed model outperforms other methods in prediction accuracy and successfully achieves congestion avoidance.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2025142/in-band network telemetrynetwork control automationtraffic predictionload balancing |
| spellingShingle | ZHANG Xu ZHAO Chenxi FENG Chuan WEN Ting LIU Wei GUO Lei Traffic prediction and load balancing based on in-band network telemetry data Tongxin xuebao in-band network telemetry network control automation traffic prediction load balancing |
| title | Traffic prediction and load balancing based on in-band network telemetry data |
| title_full | Traffic prediction and load balancing based on in-band network telemetry data |
| title_fullStr | Traffic prediction and load balancing based on in-band network telemetry data |
| title_full_unstemmed | Traffic prediction and load balancing based on in-band network telemetry data |
| title_short | Traffic prediction and load balancing based on in-band network telemetry data |
| title_sort | traffic prediction and load balancing based on in band network telemetry data |
| topic | in-band network telemetry network control automation traffic prediction load balancing |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2025142/ |
| work_keys_str_mv | AT zhangxu trafficpredictionandloadbalancingbasedoninbandnetworktelemetrydata AT zhaochenxi trafficpredictionandloadbalancingbasedoninbandnetworktelemetrydata AT fengchuan trafficpredictionandloadbalancingbasedoninbandnetworktelemetrydata AT wenting trafficpredictionandloadbalancingbasedoninbandnetworktelemetrydata AT liuwei trafficpredictionandloadbalancingbasedoninbandnetworktelemetrydata AT guolei trafficpredictionandloadbalancingbasedoninbandnetworktelemetrydata |