Towards optimal parallelism-aware service chaining and embedding

D Zheng, G Shen, X Cao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Emerging 5G technologies can significantly reduce end-to-end service latency for
applications requiring strict quality of service (QoS). With network function virtualization …

Proscale: Proactive autoscaling for microservice with time-varying workload at the edge

K Cheng, S Zhang, C Tu, X Shi, Z Yin… - … on Parallel and …, 2023 - ieeexplore.ieee.org
Deploying microservice instances on the edge device close to end users can provide on-site
processing thus reducing request response time. Each microservice has multiple instances …

Reinforcement learning-based delay-aware path exploration of parallelized service function chains

Z Huang, D Li, C Wu, H Lu - Mathematics, 2022 - mdpi.com
The parallel processing of the service function chain (SFC) is expected to provide better low-
delay service delivery, because it breaks through the bottleneck of traditional serial …

Sft-box: An online approach for minimizing the embedding cost of multiple hybrid sfcs

X Lin, D Guo, Y Shen, G Tang, B Ren… - IEEE/ACM Transactions …, 2022 - ieeexplore.ieee.org
In Network Function Virtualization (NFV), a series of Virtual Network Functions (VNFs)
organized in a specific order (called Service Function Chain, SFC) could offer an end-to-end …

Multi-agent deep reinforcement learning algorithm with self-adaption division strategy for VNF-SC deployment in SDN/NFV-Enabled Networks

H Xuan, Y Zhou, X Zhao, Z Liu - Applied Soft Computing, 2023 - Elsevier
Network function virtualization can decouple the traditional network function from the
dedicated hardware, abstracts the software-based virtual network function from the …

A survey of NFV network acceleration from ETSI perspective

YX Huang, J Chou - Electronics, 2022 - mdpi.com
Network function virtualization (NFV) enables network operators to save costs and flexibility
by replacing dedicated hardware with software network functions running on commodity …

SafeDRL: Dynamic Microservice Provisioning With Reliability and Latency Guarantees in Edge Environments

Y Zeng, Z Qu, S Guo, B Ye, J Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As a key technology of 5G, network function virtualization enables each monolithic service to
be divided into microservices, facilitating their deployment and management in edge …

VNF embedding and assignment for network function parallelism

KCJ Lin, PL Chou - IEEE Transactions on Network and Service …, 2021 - ieeexplore.ieee.org
The emergence of Network Function Virtualization (NFV) and Service Function Chaining
(SFC) together enable flexible and agile network management and traffic engineering …

Efficient Deployment of Partial Parallelized Service Function Chains in CPU+ DPU-Based Heterogeneous NFV Platforms

R Wang, X Yu, Q Wu, C Yi, P Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The introduction of network function virtualization (NFV) leads to service function chain
(SFC) deployment problems, promoting the idea of composing network services as …

Greening reliability of virtual network functions via online optimization

X Shang, Y Liu, Y Mao, Z Liu… - 2020 IEEE/ACM 28th …, 2020 - ieeexplore.ieee.org
The fast development of virtual network functions (VNFs) brings new challenges to providing
reliability. The widely adopted approach of deploying backups incurs financial costs and …