A novel multimodal deep learning framework for encrypted traffic classification
Traffic classification is essential for cybersecurity maintenance and network management,
and has been widely used in QoS (Quality of Service) guarantees, intrusion detection, and …
and has been widely used in QoS (Quality of Service) guarantees, intrusion detection, and …
Flow optimization strategies in data center networks: A survey
Y Liu, T Yu, Q Meng, Q Liu - Journal of Network and Computer Applications, 2024 - Elsevier
In the era of digitization, Data Center Networks (DCN) have emerged as a critical component
supporting infrastructure for cloud computing, big data analytics, online services, and more …
supporting infrastructure for cloud computing, big data analytics, online services, and more …
Instant queue occupancy used for automatic traffic scheduling in data center networks
Datacenter applications desire low latency for short messages to provide a better user
experience. Therefore, one of the goals of datacenter networks is to minimize flow …
experience. Therefore, one of the goals of datacenter networks is to minimize flow …
Load balancing with deadline-driven parallel data transmission in data center networks
T Zhang, R Huang, Y Hu, Y Li, S Zou… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
With the explosive growth of the Internet of Things (IoT), an increasing amount of sensor
data generated by soft real-time IoT applications has been moved to data centers for storage …
data generated by soft real-time IoT applications has been moved to data centers for storage …
HG: Leveraging Hybrid Switching Granularity to Balance Heterogeneous Data Center Traffic Load for Cloud-Based Industrial Applications
T Zhang, S He, X Zeng, X Wu, K **… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Nowadays, the deluge of heterogeneous data generated by various cloud-based industrial
applications often has to be delivered to the data center for analysis and storage. To speed …
applications often has to be delivered to the data center for analysis and storage. To speed …
A multipath scheduler based on cross-layer information for low-delay applications in 5G edge networks
B Zhao, W Yang, W Du, Y Ren, J Sun, Q Wu, X Zhou - Computer Networks, 2024 - Elsevier
Virtual Reality (VR) applications that require extremely low delay and high image quality are
widely used in online games and other 5G scenarios, becoming a hot research field in …
widely used in online games and other 5G scenarios, becoming a hot research field in …
GraphGRU: A graph neural network model for resource prediction in microservice cluster
H He, L Su, K Ye - 2022 IEEE 28th International Conference on …, 2023 - ieeexplore.ieee.org
Predicting resource usage of workloads in large scale production clusters is very important
to understand the characteristics of applications. It is also very important for cluster operators …
to understand the characteristics of applications. It is also very important for cluster operators …
Deep Reinforcement Learning Based Dynamic Flowlet Switching for DCN
X Diao, H Gu, W Wei, G Jiang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Flowlet switching has been proven to be an effective technology for fine-grained load
balancing in data center networks. However, flowlet detection based on static flowlet timeout …
balancing in data center networks. However, flowlet detection based on static flowlet timeout …
DiffECN: Differential ECN Marking for Datacenter Networks
ECN marking has been integrated into datacenter switches to enable high-throughput and
low-latency transport. We observe that current marking schemes are coarse-grained: they …
low-latency transport. We observe that current marking schemes are coarse-grained: they …
Key Flow First Prioritized Flow Scheduling Strategy In Multi-Tenant Data Centers
X Tao, X Qian, L Han, W Fan, Y Shi… - … on Network and …, 2024 - ieeexplore.ieee.org
The mixed flow in multi-tenant data centers presents a challenge for priority flow scheduling
due to the coexistence of various requirements such as latency and throughput. To address …
due to the coexistence of various requirements such as latency and throughput. To address …