[논문]Gaussian Process Regression-Based Traffic Load Balancing for Multimedia Multipath Systems

Kim, Jeongseop; Park, Jinsoo; Hwang, Ganguk

doi:10.1109/tnsm.2019.2961627

[해외논문] Gaussian Process Regression-Based Traffic Load Balancing for Multimedia Multipath Systems

IEEE transactions on network and service management, v.17 no.2, 2020년, pp.1211 - 1223

Kim, Jeongseop (Department of Mathematical Sciences, Korea Advanced Institute of Science and Technology, Daejeon, South Korea) , Park, Jinsoo (Department of Computer Software Engineering, Soonchunhyang University, Asan, South Korea) , Hwang, Ganguk (Department of Mathematical Sciences, Korea Advanced Institute of Science and Technology, Daejeon, South Korea)

Abstract ▼ AI-Helper

A Multimedia multipath (MMMP) system aims at offering higher reliability and stability utilizing a variety of communication media and paths. To satisfy quality of service (QoS) requirements, an associated router should estimate the path status and allocate traffic load to each path properly. In this paper, we propose an adaptive load balancing algorithm which does not require any information about the system and the necessary information is estimated through online learning with Gaussian Process Regression (GPR). To this end, we introduce a probing period to collect training data on delay for GPR and estimate the timeout probability of each path using the predictive distributions from GPR. We then analyze and minimize the cost function, the weighted sum of the timeout probabilities of the paths. In the analysis, we propose two approximation methods of the timeout probability without direct calculations, which allows the proposed algorithm to operate in online manner. Through extensive simulations under various scenarios with real-world traffic traces, we demonstrate that the proposed algorithm balances the traffic load properly according to dynamic system conditions. Furthermore, we analyze the impact of probing packets on the network and design the proposed algorithm to reduce the communication overhead due to probing packets.

참고문헌 (26)

Chebrolu, K., Rao, R.R.. Bandwidth aggregation for real-time applications in heterogeneous wireless networks. IEEE transactions on mobile computing, vol.5, no.4, 388-403.

상세보기
Jiyan Wu, Chau Yuen, Bo Cheng, Yanlei Shang, Junliang Chen. Goodput-Aware Load Distribution for Real-Time Traffic over Multipath Networks. IEEE transactions on parallel and distributed systems : a publication of the IEEE Computer Society, vol.26, no.8, 2286-2299.

상세보기
Prabhavat, S., Nishiyama, H., Ansari, N., Kato, N.. Effective Delay-Controlled Load Distribution over Multipath Networks. IEEE transactions on parallel and distributed systems : a publication of the IEEE Computer Society, vol.22, no.10, 1730-1741.

상세보기
IEEE/ACM Trans Netw Load balancing for parallel forwarding shi 2005 10.1109/TNET.2005.852881 13 790

상세보기
Kandula, Srikanth, Katabi, Dina, Sinha, Shantanu, Berger, Arthur. Dynamic load balancing without packet reordering. Computer communication review, vol.37, no.2, 51-62.

상세보기
Rezaei, B.A., Sarshar, N., Roychowdhury, V.P.. Distributed Resource Sharing in Low-Latency Wireless Ad Hoc Networks. IEEE/ACM transactions on networking : a joint publication of the IEEE Communications Society, the IEEE Computer Society, and the ACM with its Special Interest Group on Data Communication, vol.18, no.1, 190-201.

상세보기
10.1109/INFOCOM.2008.293
Delgado, Oscar, Labeau, Fabrice. Uplink Energy-Efficient Load Balancing Over Multipath Wireless Networks. IEEE wireless communications letters, vol.5, no.4, 424-427.

상세보기
Gaussian Processes for Machine Learning rasmussen 2006
Leland, W.E., Taqqu, M.S., Willinger, W., Wilson, D.V.. On the self-similar nature of Ethernet traffic (extended version). IEEE/ACM transactions on networking : a joint publication of the IEEE Communications Society, the IEEE Computer Society, and the ACM with its Special Interest Group on Data Communication, vol.2, no.1, 1-15.

상세보기
Xiaoxia Huang, Yuguang Fang. Performance Study of Node-Disjoint Multipath Routing in Vehicular Ad Hoc Networks. IEEE transactions on vehicular technology, vol.58, no.4, 1942-1950.

상세보기
Challal, Y., Ouadjaout, A., Lasla, N., Bagaa, M., Hadjidj, A.. Secure and efficient disjoint multipath construction for fault tolerant routing in wireless sensor networks. Journal of network and computer applications, vol.34, no.4, 1380-1397.

상세보기
Shafiee, Mehrnoosh, Ghaderi, Javad. A Simple Congestion-Aware Algorithm for Load Balancing in Datacenter Networks. IEEE/ACM transactions on networking : a joint publication of the IEEE Communications Society, the IEEE Computer Society, and the ACM with its Special Interest Group on Data Communication, vol.25, no.6, 3670-3682.

상세보기
Taha, Aqeel, Alsaqour, Raed, Uddin, Mueen, Abdelhaq, Maha, Saba, Tanzila. Energy Efficient Multipath Routing Protocol for Mobile Ad-Hoc Network Using the Fitness Function. IEEE access : practical research, open solutions, vol.5, 10369-10381.

상세보기
Lee, Y., Choi, Y.. An Adaptive Flow-Level Load Control Scheme for Multipath Forwarding. Lecture notes in computer science, vol.2093, 771-779.

상세보기
IEEE Commun Surveys Tuts On load distribution over multipath networks prabhavat 2012 14 662
Proc 20th Int Conf Adv Commun Technol (ICACT) The architecture of multi media multi path system lee 2018 595
Tuncer, Daphne, Charalambides, Marinos, Clayman, Stuart, Pavlou, George. Flexible Traffic Splitting in OpenFlow Networks. IEEE transactions on network and service management, vol.13, no.3, 407-420.

상세보기
Qadir, Junaid, Ali, Anwaar, Yau, Kok-Lim Alvin, Sathiaseelan, Arjuna, Crowcroft, Jon. Exploiting the Power of Multiplicity: A Holistic Survey of Network-Layer Multipath. IEEE Communications surveys and tutorials, vol.17, no.4, 2176-2213.

상세보기
10.1002/9780470515099
10.1109/ICCCN.2004.1401628
Norros, Ilkka. A storage model with self-similar input. Queueing systems, vol.16, no.3, 387-396.

상세보기
Proc Int Conf Mach Learn Kernel interpolation for scalable structured Gaussian processes (KISS-GP) wilson 2015 1775
10.1109/INFCOM.2010.5462042
10.1007/978-1-4471-0459-9
The CAIDA UCSD Anonymized Internet Traces - 2018 2018

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DOI : 10.1109/TNSM.2019.2961627
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