基于探路者算法的VNF放置与调度联合优化OACSTPCD
Joint Optimization of VNF Placement and Scheduling Based on Pathfinder Algorithm
虚拟网络功能放置和虚拟网络功能调度是近年来研究的热点,二者紧密关联缺一不可.将两个环节统一考虑、全局寻优既是技术发展趋势,也是网络功能虚拟化落地面临的艰巨挑战之一.然而,现有研究多将二者分立考虑,仅着眼单一问题的研究缺乏整体观.论文提出了一种动态的放置调度联合优化模型,在满足相关约束下,最小化服务功能链的完成时间.提出了一种改进的探路者算法解决该问题,引入了群体划分的机制增强全局搜索能力避免陷入局部最优.进一步设计了个体交叉和变异机制,减小对个体解的破坏,增强了局部搜索能力以及种群的多样性.此外,精英保留策略加快了算法的收敛.实验数据表明,论文提出的算法相较于各种主流进化算法在服务功能链完成时间评价指标上均有显著优势.
Virtual Network Function Placement and Virtual Network Function Scheduling are hot topic in recent years.They are closely connected and indispensable.Unified consideration of the two links and global optimization is not only the trend of tech-nology development,but also one of the difficult challenges facing the implementation of Network Function Virtualization.Research focusing only on a single problem lacks a holistic view.In this paper,a dynamic joint optimization model of VNF placement and scheduling is proposed,which minimizes the completion time of service function chain while satisfying relevant constraints.An im-proved pathfinder algorithm is proposed to solve this problem,and the mechanism ofgroup division is introduced to enhance the glob-al search ability and avoid falling into local optimum.Furthermore,the mechanism of individual crossover and mutation is designed to reduce the destruction of individual solutions and enhance the diversity of the population.In addition,elite reservation mecha-nism is introduced to accelerate the convergence of the algorithm.Experimental results demonstrate that,compared with typical evo-lutionary algorithms,the algorithm proposed in this paper has significant advantages inthe evaluation index of service function chain completion time.
田耕;李娜
零八一电子集团有限公司 成都 611700北京机电工程研究所 北京 100074
计算机与自动化
网络功能虚拟化VNF放置与调度动态模型探路者算法
network function virtualizationVNF Placement and Schedulingdynamic modelpathfinder algorithm
《舰船电子工程》 2024 (001)
124-128,195 / 6
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