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A PBIL for delay constrained virtual network function placement with load balancing

Published: 17 May 2019 Publication History

Abstract

This paper investigates the virtual network function placement (VNF-P) problem in network function virtualization (NFV), with load balancing and delay issues considered. In this problem, utilization of server and link resources is jointly minimized for load balancing purpose while end-to-end delay is constrained for better user experience. An integer-encoding population based incremental learning algorithm (IEPBIL) is presented to tackle the problem above, where an elitism preservation scheme and a mutation operation are devised. Simulation results show that IEPBIL outperforms a number of evolutionary and heuristic algorithms in terms of the success rate for placing virtual network functions.

References

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Jiuyue Cao, Zhang Yan, An Wei, Chen Xin, Yanni Han, Jiyan Sun, Jiuyue Cao, Zhang Yan, An Wei, and Chen Xin. 2016. VNF Placement in Hybrid NFV Environment: Modeling and Genetic Algorithms. In 2016 IEEE 22nd International Conference on Parallel and Distributed Systems (ICPADS). 769--777.
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Francisco Carpio, Samia Dhahri, and Admela Jukan. 2017. VNF Placement with Replication for Load Balancing in NFV Networks. (2017), 1--6.
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Milad Ghaznavi, Aimal Khan, Nashid Shahriar, Khalid Al-subhi, Reaz Ahmed, and Raouf Boutaba. 2015. Elastic virtual network function placement. In 2015 IEEE 4th International Conference on Cloud Networking (CloudNet). 255--260.
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Xinjie Guan, Xili Wan, Baek Young Choi, and Sejun Song. 2015. Ant colony optimization based energy efficient virtual network embedding. In 2015 IEEE 4th International Conference on Cloud Networking (CloudNet). 273--278.
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Selma Khebbache, Makhlouf Hadji, and Djamal Zeghlache. 2017. Scalable and Cost-Efficient Algorithms for VNF Chaining and Placement Problem. In 2017 20th Conference on Innovations in Clouds, Internet and Networks (ICIN). 92--99.
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Helong Li, Sam Kwong, and Hong Yi. 2011. The convergence analysis and specification of the Population-Based Incremental Learning algorithm. Neurocomputing 74, 11 (2011), 1868--1873.
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Mari Otokura, Kenji Leibnitz, Yuki Koizumi, Daichi Kominami, Tetsuya Shimokawa, and Masayuki Murata. 2016. Application of Evolutionary Mechanism to Dynamic Virtual Network Function Placement. In 2016 IEEE 24th International Conference on Network Protocols (ICNP). 1--6.
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Windhya Rankothge, Frank Le, Alessandra Russo, and Jorge Lobo. 2017. Optimizing Resources Allocation for Virtualized Network Functions in a Cloud Center using Genetic Algorithms. IEEE Transactions on Network and Service Management 14, 2 (2017), 343--356.
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Huang Xin, S. Ganapathy, and T. Wolf. 2009. Evaluating Algorithms for Composable Service Placement in Computer Networks. In 2009 IEEE International Conference on Communications. 1--6.
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Bowu Zhang, Jinho Hwang, and Timothy Wood. 2016. Toward online virtual network function placement in Software Defined Networks. In 2016 IEEE/ACM 24th International Symposium on Quality of Service (IWQoS). 1--6.

Cited By

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  • (2022)Dynamic Multicast-oriented Virtual Network Function Placement with SFC Request Prediction2022 14th International Conference on Communication Software and Networks (ICCSN)10.1109/ICCSN55126.2022.9817590(81-88)Online publication date: 10-Jun-2022
  1. A PBIL for delay constrained virtual network function placement with load balancing

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    ACM TURC '19: Proceedings of the ACM Turing Celebration Conference - China
    May 2019
    963 pages
    ISBN:9781450371582
    DOI:10.1145/3321408
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Published: 17 May 2019

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    • (2022)Dynamic Multicast-oriented Virtual Network Function Placement with SFC Request Prediction2022 14th International Conference on Communication Software and Networks (ICCSN)10.1109/ICCSN55126.2022.9817590(81-88)Online publication date: 10-Jun-2022

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