Abstract
Benefiting from the 60 GHz technology, physical machines in advanced cloud centers are connected by not only the conventional wired links but also the wireless communications. The 60 GHz millimeter-wave (mmWave) introduces valuable advantages into cloud centers including flexibility, scalability and high rate. Nevertheless, mmWave is constrained by directional communications, i.e., a wireless link is connected if and only if two directional antennas face to each other. This constraint introduces a new problem in cloud service: the virtual machine (VM) placement should consider the real-time connectivity if communications are required between VMs. Otherwise, rotating the antenna costs additional delay, resulting in performance degradation. To address this problem, we propose a novel connectivity-aware VM placement (CAVMP) specialized for 60 GHz wireless cloud center. The core of CAVMP is to dynamically place VMs in order to improve the utilization and avoid overloads while taking the connectivity state into account. We build a 2-rack cloud to measure the connectivity feature of mmWave communications. In addition, we conduct extensive simulations to evaluate CAVMP. Performance results demonstrate that CAVMP significantly outperforms existing VM placement schemes in wireless cloud center.
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References
Bobroff, N., Kochut, A., Beaty, K.: Dynamic placement of virtual machines for managing SLA violations. In: IFIP/IEEE IM (2007)
Bollerslev, T.: Generalized autoregressive conditional heteroskedasticity. J. Econom. 31(3), 307–327 (1986)
Box, G.E., Jenkins, G.M., Reinsel, G.C., Ljung, G.M.: Time Series Analysis: Forecasting and Control. Wiley, Hoboken (2015)
Chen, M., Jin, H., Wen, Y., Leung, V.: Enabling technologies for future data center networking: a primer. IEEE Netw. 27(4), 8–15 (2013)
Clark, C., Fraser, K., Hand, S., Hansen, J.G., Jul, E., Limpach, C., Warfield, A.: Live migration of virtual machines. In: USENIX NSDI (2005)
Halperin, D., Kandula, S., Padhye, J., Bahl, P., Wetherall, D.: Augmenting data center networks with multi-gigabit wireless links. In: ACM SIGCOMM Computer Communication Review, vol. 41, no. 4, pp. 38–49 (2011)
Jiang, J.W., Lan, T., Ha, S., Chen, M., Chiang, M: Joint VM placement and routing for data center traffic engineering. In: IEEE INFOCOM (2012)
Meng, X., Isci, C., Kephart, J., Zhang, L., Bouillet, E., Pendarakis, D.: Efficient resource provisioning in compute clouds via VM multiplexing. In: ACM ICAC (2010)
Nelson, M., Lim, B.H., Hutchins, G.: Fast transparent migration for virtual machines. In: USENIX Annual (2005)
Niu, D., Li, B., Zhao, S.: Understanding demand volatility in large VoD systems. In: ACM NOSSDAV (2011)
Niu, D., Xu, H., Li, B., Zhao, S.: Quality-assured cloud bandwidth auto-scaling for video-on-demand applications. In: IEEE INFOCOM (2012)
Popa, L., Kumar, G., Chowdhury, M., Krishnamurthy, A., Ratnasamy, S., Stoica, I.: FairCloud: sharing the network in cloud computing. In: ACM SIGCOMM (2012)
Popa, L., Yalagandula, P., Banerjee, S., Mogul, J.C., Turner, Y., Santos, J.R.: ElasticSwitch: practical work-conserving bandwidth guarantees for cloud computing. ACM SIGCOMM Comput. Commun. Rev. 43(4), 351–362 (2013)
Wei, W., Wei, X., Chen, T., Gao, X., Chen, G.: Dynamic correlative VM placement for quality-assured cloud service. In: IEEE ICC (2013)
Zhang, M., Wu, C., Yang, Q., Jiang, M.: Robust dynamic bandwidth allocation method for virtual networks. In: IEEE ICC (2012)
Zhou, X., Zhang, Z., Zhu, Y., Li, Y., Kumar, S., Vahdat, A., Zheng, H.: Mirror mirror on the ceiling: flexible wireless links for data centers. ACM SIGCOMM Comput. Commun. Rev. 42(4), 443–454 (2012)
Acknowledgment
This research was supported by China 973 Project 2014CB340303, NSFC Grant Nos. 61672349, 61303202, 61672353, and 61472252.
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© 2018 ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
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Kong, L. et al. (2018). Connectivity-Aware Virtual Machine Placement in 60 GHz Wireless Cloud Centers. In: Wan, J., et al. Cloud Computing, Security, Privacy in New Computing Environments. CloudComp SPNCE 2016 2016. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 197. Springer, Cham. https://doi.org/10.1007/978-3-319-69605-8_4
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DOI: https://doi.org/10.1007/978-3-319-69605-8_4
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