Enhancing Performance and Scalability of a Hybrid Circuit-Based Dcn Architecture Through Switching Scheduling and Traffic Prediction

Authors

  • T.V.V. Pavan Kumar, B. Asha Latha, Abhilasha Pawar, Ashok Reddy Thontla, J.A. Bhaskar, Nellore Manoj Kumar

Keywords:

Data center networks, Datacenter traffic modeling, Hybrid OCS/OPS, Packet Switching,Hybrid OPS/OCS modeling

Abstract

Switches at the data centre need to provide guaranteed scalability, throughput, and resiliency for the large-scale network. In high-capacity Datacenter Network (DCNs) incorporates multistage packet switches for routers. However, conventional switching architecture exhibits limited variation in the space for the switching architecture. The existing available switches are complex and not cost-effective. With profound data center (DC) demand for traffic and optical switching are computed. This paper presented a high scalable packet switching for a DCN environment with the exploitation of Network-on-chip (NoC) with the paradigm of single-hop crossbars with multi-hop switching.A router-based packet switching network connecting SoC components makes up the network on chip. NoC technology offers significant advantages over traditional bus and crossbar communication designs by applying the theory and practises of computer networking to on-chip communication.  The developed switches use three-stage switches for OQ-UDN(Output -Queued Unidirectional)NoCswitha central stage network. Developed model uses a hybrid optical network for the DCN (Data Center Network) with integrated OCS (Optical Circuit Switching) and OPS (Optical Packet switching) scheme. The integrated switching uses ToR (Top-of-the-Rack) switches for flexible function over various traffic patterns in DCN. Simulation results expressed that the under different DC traffic loads OPS/OCS DCN exhibits improved network performance.

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References

Qi, H., Shiraz, M., Liu, J. Y., Gani, A., Rahman, Z. A., &Altameem, T. A. (2014). Data center network architecture in cloud computing: review, taxonomy, and open research issues. Journal of Zhejiang University SCIENCE C, 15(9), 776-793.

Sato, K. I. (2018). Realization and application of large-scale fast optical circuit switch for data center networking. Journal of Lightwave Technology, 36(7), 1411-1419.

Mellette, W. M., McGuinness, R., Roy, A., Forencich, A., Papen, G., Snoeren, A. C., & Porter, G. (2017, August). Rotornet: A scalable, low-complexity, optical datacenter network. In Proceedings of the Conference of the ACM Special Interest Group on Data Communication (pp. 267-280).

Yan, F., Xue, X., &Calabretta, N. (2018). HiFOST: a scalable and low-latency hybrid data center network architecture based on flow-controlled fast optical switches. Journal of Optical Communications and Networking, 10(7), B1-B14.

Golter, D. A., & Lai, C. W. (2017). Optical switching of defect charge states in 4 H-SiC. Scientific reports, 7(1), 1-5.

Salman, S., Streiffer, C., Chen, H., Benson, T., &Kadav, A. (2018, August). DeepConf: Automating data center network topologies management with machine learning. In Proceedings of the 2018 Workshop on Network Meets AI & ML (pp. 8-14).

Avilés-Félix, L., Olivier, A., Li, G., Davies, C. S., Álvaro-Gómez, L., Rubio-Roy, M., ... &Prejbeanu, I. L. (2020). Single-shot all-optical switching of magnetization in Tb/Co multilayer-based electrodes. Scientific reports, 10(1), 1-8.

Xue, X., Pan, B., Chen, S., Prifti, K., Guo, X., Yan, F., ... &Calabretta, N. (2021, June). Experimental Assessments of Fast Optical Switch and Control System for Data Center Networks. In 2021 Optical Fiber Communications Conference and Exhibition (OFC) (pp. 1-3). IEEE.

Guo, X., Xue, X., Pan, B., Wang, Y., Zhang, S., Exarchakos, G., &Calabretta, N. (2021, June). Experimental Demonstration of a Nanoseconds Optical Switch based Disaggregated Data Center Network. In 2021 Optical Fiber Communications Conference and Exhibition (OFC) (pp. 1-3). IEEE.

Wang, Z., Feng, J., Xu, J., Chen, X., Zhang, J., Chen, S., & Liu, Y. (2021). HERO: Pbit High-Radix Optical Switch based on Integrated Silicon Photonics for Data Center. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Bhattacharya, P., Tiwari, A. K., Ladha, A., &Tanwar, S. (2020). A proposed buffer based load balanced optical switch with AO-NACK scheme in modern optical datacenters. In Proceedings of ICETIT 2019 (pp. 95-106). Springer, Cham.

Sato, K. I. (2020, July). Design and performance of large port count optical switches for intra data centre application. In 2020 22nd International Conference on Transparent Optical Networks (ICTON) (pp. 1-4). IEEE.

Sherwin, J., &Sreenan, C. J. (2019, October). LogSnap: creating snapshots of OpenFlow data centre networks for offline querying. In 2019 10th International Conference on Networks of the Future (NoF) (pp. 66-73). IEEE.

Andreades, P. (2020). Control plane hardware design for optical packet switched data centre networks (Doctoral dissertation, UCL (University College London)).

Ahearne, S., O'Mahony, N., Boujnah, N., Ghafoor, S., Davy, A., Guerrero, L. G., & Renaud, C. (2019, November). Integrating THz wireless communication links in a data centre network. In 2019 IEEE 2nd 5G World Forum (5GWF) (pp. 393-398). IEEE.

Alhazmi, A. S., Alsulami, O. Z., El-Gorashi, T. E., Alresheedi, M. T., &Elmirghani, J. M. (2020, July). Data center top of rack switch to multiple spine switches optical wireless uplinks. In 2020 22nd International Conference on Transparent Optical Networks (ICTON) (pp. 1-4). IEEE.

Gonzalez Sans, X. (2019). SDN-based control and orchestration of optical data centre networks (Master's thesis, UniversitatPolitècnica de Catalunya).

Sohini, B. (2017). Evaluation of data centre networks and future directions (Doctoral dissertation, Dublin City University).

Prabadevi, B., &Jeyanthi, N. (2017). Security solution for ARP cache poisoning attacks in large data centre networks. Cybernetics and Information Technologies, 17(4), 69-86.

Ballani, H., Costa, P., Behrendt, R., Cletheroe, D., Haller, I., Jozwik, K., ... & Williams, H. (2020, July). Sirius: A flat datacenter network with nanosecond optical switching. In Proceedings of the Annual conference of the ACM Special Interest Group on Data Communication on the applications, technologies, architectures, and protocols for computer communication (pp. 782-797).

Benjamin, J. L., Gerard, T., Lavery, D., Bayvel, P., &Zervas, G. (2020). PULSE: optical circuit switched data center architecture operating at nanosecond timescales. Journal of Lightwave Technology, 38(18), 4906-4921.

Papaphilippou, P., Meng, J., &Luk, W. (2020, February). High-performance FPGA network switch architecture. In Proceedings of the 2020 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (pp. 76-85).

Xue, X., Yan, F., Prifti, K., Wang, F., Pan, B., Guo, X., ... &Calabretta, N. (2020). ROTOS: a reconfigurable and cost-effective architecture for high-performance optical data center networks. Journal of Lightwave Technology, 38(13), 3485-3494.

Mukherjee, D., Chakraborty, S., Sarkar, I., Ghosh, A., & Roy, S. (2020). A detailed study on data centre energy efficiency and efficient cooling techniques. International Journal, 9(5).

Luo, L., Foerster, K. T., Schmid, S., & Yu, H. (2020, July). Splitcast: Optimizing multicast flows in reconfigurable datacenter networks. In IEEE INFOCOM 2020-IEEE Conference on Computer Communications (pp. 2559-2568). IEEE.

Lange, S., Raja, A. S., Shi, K., Karpov, M., Behrendt, R., Cletheroe, D., ... &Ballani, H. (2020, March). Sub-nanosecond optical switching using chip-based soliton microcombs. In Optical Fiber Communication Conference (pp. W2A-4). Optical Society of America.

Lin, J., Patel, K., Stephens, B. E., Sivaraman, A., &Akella, A. (2020). {PANIC}: A High-Performance Programmable {NIC} for Multi-tenant Networks. In 14th {USENIX} Symposium on Operating Systems Design and Implementation ({OSDI} 20) (pp. 243-259).

Ragab, M., Ashary, E.B., Aljedaibi, W.H., Alzahrani, I.R., Kumar, A., Gupta, D. and Mansour, R.F., 2022. A novel metaheuristics with adaptive neuro-fuzzy inference system for decision making on autonomous unmanned aerial vehicle systems. ISA transactions, Elsevier, 2022. https://www.sciencedirect.com/science/article/abs/pii/S0019057822001598#

AL-Ghamdi, Abdullah S., Mahmoud Ragab, Saad Abdulla AlGhamdi, Amer H. Asseri, Romany F. Mansour, and DeepikaKoundal. "Detection of Dental Diseases through X-Ray Images Using Neural Search Architecture Network." Computational Intelligence and Neuroscience 2022 (2022).

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Published

26.03.2024

How to Cite

T.V.V. Pavan Kumar. (2024). Enhancing Performance and Scalability of a Hybrid Circuit-Based Dcn Architecture Through Switching Scheduling and Traffic Prediction. International Journal of Intelligent Systems and Applications in Engineering, 12(21s), 2346–2357. Retrieved from https://ijisae.org/index.php/IJISAE/article/view/5839

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Section

Research Article