NFV最短路径优化算法及业务功能分配

A. Kalyan
{"title":"NFV最短路径优化算法及业务功能分配","authors":"A. Kalyan","doi":"10.1109/PDCAT46702.2019.00081","DOIUrl":null,"url":null,"abstract":"Our paper focuses on the concept of Network Function Virtualization (NFV): the implementation of requests consisting of various service functions on servers located in data centers. This paper attempts to minimize both the cost of routing and service function assignment of requests from source to destination node on a network. This problem falls under the class of Integer Linear Programming (ILP) which is NP Hard and cannot be solved in polynomial time. Towards developing a solution, we propose to split the problem into two separate optimization subproblems: shortest path routing and service function assignment. We utilize Dijkstra's Shortest Path algorithm and a Greedy method for service function assignment to propose a new heuristic algorithm that minimizes the total cost of routing and service functions assignment. We also analyze the run-time complexity of our proposed heuristic algorithm. Our experimental results suggest that our proposed algorithm matches the optimal ILP solution within acceptable limits.","PeriodicalId":166126,"journal":{"name":"2019 20th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"NFV Optimization Algorithm for Shortest Path and Service Function Assignment\",\"authors\":\"A. Kalyan\",\"doi\":\"10.1109/PDCAT46702.2019.00081\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Our paper focuses on the concept of Network Function Virtualization (NFV): the implementation of requests consisting of various service functions on servers located in data centers. This paper attempts to minimize both the cost of routing and service function assignment of requests from source to destination node on a network. This problem falls under the class of Integer Linear Programming (ILP) which is NP Hard and cannot be solved in polynomial time. Towards developing a solution, we propose to split the problem into two separate optimization subproblems: shortest path routing and service function assignment. We utilize Dijkstra's Shortest Path algorithm and a Greedy method for service function assignment to propose a new heuristic algorithm that minimizes the total cost of routing and service functions assignment. We also analyze the run-time complexity of our proposed heuristic algorithm. Our experimental results suggest that our proposed algorithm matches the optimal ILP solution within acceptable limits.\",\"PeriodicalId\":166126,\"journal\":{\"name\":\"2019 20th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT)\",\"volume\":\"19 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 20th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/PDCAT46702.2019.00081\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 20th International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PDCAT46702.2019.00081","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

我们的论文重点介绍了网络功能虚拟化(NFV)的概念:在位于数据中心的服务器上实现由各种服务功能组成的请求。本文试图最小化网络中请求从源节点到目的节点的路由成本和服务功能分配成本。该问题属于整数线性规划(ILP)的范畴,属于NP困难,不能在多项式时间内求解。为了开发解决方案,我们建议将问题分解为两个独立的优化子问题:最短路径路由和服务功能分配。我们利用Dijkstra最短路径算法和服务功能分配的贪心方法,提出了一种新的启发式算法,使路由和服务功能分配的总成本最小化。我们还分析了我们提出的启发式算法的运行时复杂度。我们的实验结果表明,我们提出的算法在可接受的范围内匹配最优的ILP解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
NFV Optimization Algorithm for Shortest Path and Service Function Assignment
Our paper focuses on the concept of Network Function Virtualization (NFV): the implementation of requests consisting of various service functions on servers located in data centers. This paper attempts to minimize both the cost of routing and service function assignment of requests from source to destination node on a network. This problem falls under the class of Integer Linear Programming (ILP) which is NP Hard and cannot be solved in polynomial time. Towards developing a solution, we propose to split the problem into two separate optimization subproblems: shortest path routing and service function assignment. We utilize Dijkstra's Shortest Path algorithm and a Greedy method for service function assignment to propose a new heuristic algorithm that minimizes the total cost of routing and service functions assignment. We also analyze the run-time complexity of our proposed heuristic algorithm. Our experimental results suggest that our proposed algorithm matches the optimal ILP solution within acceptable limits.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信