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Intelligent Segment Routing: Toward Load Balancing with Limited Control Overheads

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摘要 Segment routing has been a novel architecture for traffic engineering in recent years.However,segment routing brings control overheads,i.e.,additional packets headers should be inserted.The overheads can greatly reduce the forwarding efficiency for a large network,when segment headers become too long.To achieve the best of two targets,we propose the intelligent routing scheme for traffic engineering(IRTE),which can achieve load balancing with limited control overheads.To achieve optimal performance,we first formulate the problem as a mapping problem that maps different flows to key diversion points.Second,we prove the problem is nondeterministic polynomial(NP)-hard by reducing it to a k-dense subgraph problem.To solve this problem,we develop an ant colony optimization algorithm as improved ant colony optimization(IACO),which is widely used in network optimization problems.We also design the load balancing algorithm with diversion routing(LBA-DR),and analyze its theoretical performance.Finally,we evaluate the IRTE in different real-world topologies,and the results show that the IRTE outperforms traditional algorithms,e.g.,the maximum bandwidth is 24.6% lower than that of traditional algorithms when evaluating on BellCanada topology.
出处 《Big Data Mining and Analytics》 EI CSCD 2023年第1期55-71,共17页 大数据挖掘与分析(英文)
基金 supported in part by the National Natural Science Foundation of China(Nos.61772345 and 61902258) the Major Fundamental Research Project in the Science and Technology Plan of Shenzhen(Nos.JCYJ20190808142207420,GJHZ20190822095416463,and RCYX20200714114645048) the Natural Science Foundation of Guangdong Basic and Applied Basic Research(No.2021A1515011857) the Pearl River Young Scholars Funding of Shenzhen University.
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