[PDF][PDF] Task scheduling and resource allocation based on ant-colony optimization and deep reinforcement learning

U Rugwiro, C Gu, W Ding - Journal of Internet Technology, 2019 - jit.ndhu.edu.tw
Cloud computing has become a significant aspect of today's rapidly growing technology,
accessing as it does a large number of servers, given users' constant need to access their …

Delay aware flow scheduling for time sensitive fronthaul networks in centralized radio access network

Y Liu, Y Zhou, J Yuan, L Liu - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Packet-based fronthaul (FH) transport networks are promising for future centralized radio
access networks (C-RANs), which support statistical multiplexing via flow scheduling. With …

Deadline-aware scheduling and flexible bandwidth allocation for big-data transfers

SM Srinivasan, T Truong-Huu, M Gurusamy - IEEE Access, 2018 - ieeexplore.ieee.org
Big data is becoming a major focus for both industry and academia, requiring drastic
changes in all aspects of computer systems in order to store, process, and transfer big data …

Multihop routing enabled packet switching with QoS guarantee in optical clos for data centers

Z Zhao, B Wu, B Li, J Xiao, S Fu, D Liu - Journal of Optical …, 2018 - opg.optica.org
High-performance scalable data centers call for huge-capacity optical packet switches and
QoS (quality-of-service) guaranteed multistage switching, where reconfiguration overheads …

JOSP: joint optimization of flow path scheduling and virtual network function placement for delay-sensitive applications

Q Lyu, Y Zhou, Q Fan, Y Lyu, X Zheng, G Xu… - Mobile Networks and …, 2022 - Springer
With the rapid development of network function virtualization, delay-sensitive applications
including auto-driving, online gaming, and multimedia conferencing can be served by virtual …

Kalman filtering-based traffic prediction for software defined intra-data center networks

J Mbous, T Jiang, M Tang, S Fu… - KSII Transactions on …, 2019 - koreascience.kr
Global data center IP traffic is expected to reach 20.6 zettabytes (ZB) by the end of 2021.
Intra-data center networks (Intra-DCN) will account for 71.5% of the data center traffic flow …

Drl-fto: dynamic flow rule timeout optimization in SDN using deep reinforcement learning

F Haq, A Naaz, TVPK Bantupalli… - Proceedings of the 16th …, 2021 - dl.acm.org
Optimization of flow rule timeouts promises to reduce the frequency of message exchange
between the SDN controller and the switches and contributes to the reduction of the …

Efficient multi-stage deployment of ultra-low loss fibers in elastic optical networks

Y Li, W Chen, SK Bose, G Shen - Journal of Lightwave …, 2020 - ieeexplore.ieee.org
Ultra-low loss (ULL) fibers allow high-quality signal transmission and are expected to
become important candidates for new deployment of fiber links in an optical network. In our …

[PDF][PDF] Machine learning based hybrid recurrent data-driven flow algorithm of identify the risk of data flow error detection in cloud computing

MSK Paramsivapandi, S Nagarajan - International Journal for …, 2021 - academia.edu
Cloud computing is transforming into a promising technology, as it integrates web mining
analytics as well, especially when there is a high focus on ensuring the confidentiality and …

Integrated QoS management technique for internet protocol storage area networks

J Kithinji - 2023 - 41.89.229.23
The increasing number of Information technology Users around the world has led to a
tremendous increase in the amount of data that requires storage. In response to this …