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一种面向SDN控制平面的拓扑路由优化算法

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针对大型数据中心网络多控制器场景下不同的部署方式和控制路径对网络能耗的影响,解决分布式集群带来的负载不均衡问题.提出节能路由和控制器之间负载均衡的双目标优化,研究一种面向SDN控制器平面的拓扑路由优化算法,可以优化网络流选择数据路径,并为激活的交换机选择控制器和控制路径,实现节能和优化控制平面负载均衡性能.利用DQN搜索学习能力和强化学习的决策能力,仅训练部分状态即可得到最优路径,得出需要休眠的交换机和端口,从而确定节能网络拓扑,有效地降低网络能耗,同时实现控制平面负载均衡的效果.应用DQN算法来求解节能数据路径和控制路径,最后通过实验验证了所提算法的性能.
A Topology Routing Optimization Algorithm for SDN Control Plane
The impact of different deployment methods and control paths on network energy consumption in multi con-troller scenarios for large data center networks,the problem of load imbalance caused by distributed cluster is solved.A dual objective optimization of energy-saving routing and load balancing between controllers is proposed in this paper.A Topology Routing Optimization Algorithm for SDN controller plane is studied,which can optimize the network flow,select the data path,and select the controller and control path for the activated switch,utilizing DQN to search for learning abilities and enhance decision-making abilities in reinforcement learning,the optimal path can be obtained by training only some states,and the switches and ports that need to sleep can be obtained,so as to determine the energy-saving network topology,effectively reduce the network energy consumption,and realize the effect of control plane load balancing at the same time.In this paper,dqn algorithm is used to solve the energy-saving data path and control path.Finally,the perfor-mance of the proposed algorithm is verified by experiments.

software defined networkinghigh energy consumption routingtopology routingDQN

李行健

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江苏自动化研究所 江苏连云港 222061

软件定义网络 高能耗路由 拓扑路由 DQN

2024

工业控制计算机
中国计算机学会工业控制计算机专业委员会 江苏省计算技术研究所有限责任公司

工业控制计算机

影响因子:0.258
ISSN:1001-182X
年,卷(期):2024.37(1)
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