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Erschienen in: Annals of Telecommunications 9-10/2017

04.05.2017

Horizon: a QoS management framework for SDN-based data center networks

verfasst von: Junjie Pang, Gaochao Xu, Xiaodong Fu, Kuo Zhao

Erschienen in: Annals of Telecommunications | Ausgabe 9-10/2017

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Abstract

Data center networks (DCNs), which serve as the infrastructural backbone of big data, have been receiving increasing attention recently. To improve the service quality of data centers, researchers have been working on congestion control, network monitoring, and performance optimization. However, most such works focus on user-centric service quality, which means that the quality of network service itself is not factored into the quality of service (QoS) problem. In this study, we illustrate the problem of data center operations and management as a new type of QoS that is the foundation of user-centric QoS implementation. Inspired by traditional works on network performance optimization, we define the quality of network service in a software-defined networking (SDN)-based DCN and develop a framework called Horizon as the architecture of our QoS solution. This framework comprises a Markov-process-based method to predict link popularity, and we use SDN technology to monitor network status. We implement the proposed method, and the experimental results indicate that Horizon can relieve congestion in DCNs to meet QoS requirements. The experimental results show that our approach has a similar performance to the optimal solution. When compared with the ECMP approach, our approach has a much lower latency. The results also show that the proposed approach is effective in terms of network congestion control.

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Literatur
1.
Zurück zum Zitat Stergiou C, Psannis KE, Kim B-G, Gupta B 2016 Secure integration of IoT and cloud computing. Futur Gener Comput Syst Stergiou C, Psannis KE, Kim B-G, Gupta B 2016 Secure integration of IoT and cloud computing. Futur Gener Comput Syst
2.
Zurück zum Zitat Alsmirat MA, Jararweh Y, Obaidat I, Gupta BB 2016 Internet of surveillance: a cloud supported large-scale wireless surveillance system. J Supercomput 1–20 Alsmirat MA, Jararweh Y, Obaidat I, Gupta BB 2016 Internet of surveillance: a cloud supported large-scale wireless surveillance system. J Supercomput 1–20
3.
Zurück zum Zitat Dayarathna M, Wen Y, Fan R (2015) Data center energy consumption modeling: a survey. IEEE Commun Surv Tutorials 18(1):732–794CrossRef Dayarathna M, Wen Y, Fan R (2015) Data center energy consumption modeling: a survey. IEEE Commun Surv Tutorials 18(1):732–794CrossRef
4.
Zurück zum Zitat Wei X-L, Chen M, Fan J-H, Zhang G-M, Lu Z-Y (2013) Architecture of the DCN. J Softw 24(2):295–316CrossRef Wei X-L, Chen M, Fan J-H, Zhang G-M, Lu Z-Y (2013) Architecture of the DCN. J Softw 24(2):295–316CrossRef
5.
Zurück zum Zitat Guo C, Wu H, Tan K, Shi L, Zhang Y, Lu S (2008) DCell: a scalable and fault-tolerant network structure for data centers. Proc. ACM SIGCOMM 2008 Conf. Data Commun.–SIGCOMM ‘08, p. 75 Guo C, Wu H, Tan K, Shi L, Zhang Y, Lu S (2008) DCell: a scalable and fault-tolerant network structure for data centers. Proc. ACM SIGCOMM 2008 Conf. Data Commun.–SIGCOMM ‘08, p. 75
6.
Zurück zum Zitat Beloglazov A, Abawajy J, Buyya R (2012) Energy-aware resource allocation heuristics for efficient management of data centers for cloud computing. Futur Gener Comput Syst 28(5):755–768CrossRef Beloglazov A, Abawajy J, Buyya R (2012) Energy-aware resource allocation heuristics for efficient management of data centers for cloud computing. Futur Gener Comput Syst 28(5):755–768CrossRef
7.
Zurück zum Zitat Chen K, Hu C, Zhang X, Zheng K, Chen Y, Vasilakos AV (2011) Survey on routing in data centers: insights and future directions. IEEE Netw 25(4):6–10CrossRef Chen K, Hu C, Zhang X, Zheng K, Chen Y, Vasilakos AV (2011) Survey on routing in data centers: insights and future directions. IEEE Netw 25(4):6–10CrossRef
8.
Zurück zum Zitat Badve O, Gupta BB, Gupta S 2016 Reviewing the security features in contemporary security policies and models for multiple platforms. Handb Res Mod Cryptogr Solut Comput Cyber Secur 479–504 Badve O, Gupta BB, Gupta S 2016 Reviewing the security features in contemporary security policies and models for multiple platforms. Handb Res Mod Cryptogr Solut Comput Cyber Secur 479–504
9.
Zurück zum Zitat Greenberg A, Lahiri P, Maltz DA, Patel P, Sengupta S 2008 Towards a next generation data center architecture: scalability and commoditization. ACM Work. Program. routers extensible Serv tomorrow 57–62 Greenberg A, Lahiri P, Maltz DA, Patel P, Sengupta S 2008 Towards a next generation data center architecture: scalability and commoditization. ACM Work. Program. routers extensible Serv tomorrow 57–62
10.
Zurück zum Zitat Benson T, Anand A, Akella A, Zhang M (2010) Understanding data center traffic characteristics. SIGCOMM Comput Commun Rev 40(1):92–99CrossRef Benson T, Anand A, Akella A, Zhang M (2010) Understanding data center traffic characteristics. SIGCOMM Comput Commun Rev 40(1):92–99CrossRef
11.
Zurück zum Zitat Greenberg A, Hamilton JR, Jain N, Kandula S, Kim C, Lahiri P, Maltz DA, Patel P, and Sengupta S 2009 VL2: A Scalable and Flexible DCN. ACM SIGCOMM Conf Data Commun 51–62 Greenberg A, Hamilton JR, Jain N, Kandula S, Kim C, Lahiri P, Maltz DA, Patel P, and Sengupta S 2009 VL2: A Scalable and Flexible DCN. ACM SIGCOMM Conf Data Commun 51–62
12.
Zurück zum Zitat Al-Fares M, Loukissas A, Vahdat A (2008) A scalable, commodity DCN architecture. Sigcomm 38:63–74CrossRef Al-Fares M, Loukissas A, Vahdat A (2008) A scalable, commodity DCN architecture. Sigcomm 38:63–74CrossRef
13.
Zurück zum Zitat Kim J, Dally WJ, Abts D (2007) Flattened butterfly: a cost-efficient topology for high-radix networks. ISCA 35(2):126–137CrossRef Kim J, Dally WJ, Abts D (2007) Flattened butterfly: a cost-efficient topology for high-radix networks. ISCA 35(2):126–137CrossRef
14.
Zurück zum Zitat Nguyen K, Yamada S (2016) An experimental feasibility study on applying SDN technology to disaster-resilient wide area networks. Ann. des Telecommun. Telecommun. 71(11–12):639–647CrossRef Nguyen K, Yamada S (2016) An experimental feasibility study on applying SDN technology to disaster-resilient wide area networks. Ann. des Telecommun. Telecommun. 71(11–12):639–647CrossRef
15.
Zurück zum Zitat Lu Y (2016) SED: an SDN-based explicit-deadline-aware TCP for cloud data center networks. Tsinghua Sci Technol 21(5):491–499CrossRef Lu Y (2016) SED: an SDN-based explicit-deadline-aware TCP for cloud data center networks. Tsinghua Sci Technol 21(5):491–499CrossRef
16.
Zurück zum Zitat McKeown N, Anderson T, Balakrishnan H, Parulkar G, Peterson L, Rexford J, Shenker S, Turner J (2008) OpenFlow: enabling innovation in campus networks. ACM SIGCOMM Comput Commun Rev 38(2):69CrossRef McKeown N, Anderson T, Balakrishnan H, Parulkar G, Peterson L, Rexford J, Shenker S, Turner J (2008) OpenFlow: enabling innovation in campus networks. ACM SIGCOMM Comput Commun Rev 38(2):69CrossRef
17.
Zurück zum Zitat Wallner R, Cannistra R (2013) An SDN approach: quality of service using big Switch’s Floodlight open-source controller. Proc Asia-Pacific Adv Netw 35:14CrossRef Wallner R, Cannistra R (2013) An SDN approach: quality of service using big Switch’s Floodlight open-source controller. Proc Asia-Pacific Adv Netw 35:14CrossRef
18.
Zurück zum Zitat Egilmez HE, Dane ST 2012 OpenQoS: An OpenFlow controller design for multimedia delivery with end-to-end quality of service over software-defined networks. Signal Inf. Process. Assoc. Annu. Summit Conf. (APSIPA ASC), pp. 1–8 Egilmez HE, Dane ST 2012 OpenQoS: An OpenFlow controller design for multimedia delivery with end-to-end quality of service over software-defined networks. Signal Inf. Process. Assoc. Annu. Summit Conf. (APSIPA ASC), pp. 1–8
19.
Zurück zum Zitat Xu G, Pang J, Fu X (2013) A load balancing model based on cloud partitioning for the public cloud. Tsinghua Sci Technol 18(1):34–39CrossRefMATH Xu G, Pang J, Fu X (2013) A load balancing model based on cloud partitioning for the public cloud. Tsinghua Sci Technol 18(1):34–39CrossRefMATH
20.
Zurück zum Zitat Jo E, Pan D, Liu J, Butler L (2015) A simulation and emulation study of SDN-based multipath routing for fat-tree DCNs. Proc - Winter Simul Conf 2015:3072–3083 Jo E, Pan D, Liu J, Butler L (2015) A simulation and emulation study of SDN-based multipath routing for fat-tree DCNs. Proc - Winter Simul Conf 2015:3072–3083
21.
Zurück zum Zitat Al-Fares M, Radhakrishnan S, and Raghavan B 2010 Hedera: Dynamic Flow Scheduling for DCNs. Nsdi 19 Al-Fares M, Radhakrishnan S, and Raghavan B 2010 Hedera: Dynamic Flow Scheduling for DCNs. Nsdi 19
22.
Zurück zum Zitat Li J, Chang X, Ren Y, Zhang Z, Wang G 2015 An effective path load balancing mechanism based on SDNl. Proc. - 2014 I.E. 13th Int. Conf. Trust. Secur. Priv. Comput. Commun. Trust. 2014, pp 527–533 Li J, Chang X, Ren Y, Zhang Z, Wang G 2015 An effective path load balancing mechanism based on SDNl. Proc. - 2014 I.E. 13th Int. Conf. Trust. Secur. Priv. Comput. Commun. Trust. 2014, pp 527–533
23.
Zurück zum Zitat Wu H, Feng Z, Guo C, Zhang Y (2013) ICTCP: Incast congestion control for TCP in data-center networks. IEEE/ACM Trans Netw 21(2):345–358CrossRef Wu H, Feng Z, Guo C, Zhang Y (2013) ICTCP: Incast congestion control for TCP in data-center networks. IEEE/ACM Trans Netw 21(2):345–358CrossRef
24.
Zurück zum Zitat Mallik A, Hegde S (2014) A novel proposal to effectively combine multipath data forwarding for data center networks with congestion control and load balancing using software-defined networking approach. 2014 Int Conf Recent Trends Inf Technol ICRTIT 201 Mallik A, Hegde S (2014) A novel proposal to effectively combine multipath data forwarding for data center networks with congestion control and load balancing using software-defined networking approach. 2014 Int Conf Recent Trends Inf Technol ICRTIT 201
26.
Zurück zum Zitat Alizadeh M, Atikoglu B, Kabbani A, Lakshmikantha A, Pan R, Prabhakar B, Seaman M 2008 Data center transport mechanisms: congestion control theory and IEEE standardization. 46th Annu Allert Conf Commun Control Comput pp 1270–1277 Alizadeh M, Atikoglu B, Kabbani A, Lakshmikantha A, Pan R, Prabhakar B, Seaman M 2008 Data center transport mechanisms: congestion control theory and IEEE standardization. 46th Annu Allert Conf Commun Control Comput pp 1270–1277
27.
Zurück zum Zitat Jun BAI, Jingbo XIA, Weihu Z, Jixiang WU2014 Weights evaluation of network links based on Markov chain model. J Chongqing Univ Posts Telecommun 26 Jun BAI, Jingbo XIA, Weihu Z, Jixiang WU2014 Weights evaluation of network links based on Markov chain model. J Chongqing Univ Posts Telecommun 26
28.
Zurück zum Zitat Wang Y, Bi J, Lin P, Lin Y, Zhang K (2016) SDI: a multi-domain SDN mechanism for fine-grained inter-domain routing. Ann des Telecommun Telecommun 71(11–12):625–637CrossRef Wang Y, Bi J, Lin P, Lin Y, Zhang K (2016) SDI: a multi-domain SDN mechanism for fine-grained inter-domain routing. Ann des Telecommun Telecommun 71(11–12):625–637CrossRef
Metadaten
Titel
Horizon: a QoS management framework for SDN-based data center networks
verfasst von
Junjie Pang
Gaochao Xu
Xiaodong Fu
Kuo Zhao
Publikationsdatum
04.05.2017
Verlag
Springer Paris
Erschienen in
Annals of Telecommunications / Ausgabe 9-10/2017
Print ISSN: 0003-4347
Elektronische ISSN: 1958-9395
DOI
https://doi.org/10.1007/s12243-017-0579-2

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