Dynamic SFC Embedding Algorithm Assisted by Federated Learning in Space–Air–Ground-Integrated Network Resource Allocation Scenario

Space-air-ground integrated network (SAGIN) for 6G: Requirements, architecture and challenges

(2022) Huanxi Cui et al.   China Communications

EC-SAGINs: Edge-Computing-Enhanced Space–Air–Ground-Integrated Networks for Internet of Vehicles

(2022) Shuai Yu et al.   IEEE Internet of Things Journal

On cross-domain Service Function Chain orchestration: An architectural framework

(2021) Nassima Toumi et al.   Computer Networks

Availability- and Traffic-Aware Placement of Parallelized SFC in Data Center Networks

(2021) Meng Wang et al.   IEEE Transactions on Network and Service Management

SFC Embedding Meets Machine Learning: Deep Reinforcement Learning Approaches

(2021) Yicen Liu et al.   IEEE COMMUNICATIONS LETTERS

Scalable Orchestration of Service Function Chains in NFV-Enabled Networks: A Federated Reinforcement Learning Approach

(2021) Haojun Huang et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Resource Optimization and Delay Guarantee Virtual Network Function Placement for Mapping SFC Requests in Cloud Networks

(2021) Yi Yue et al.   IEEE Transactions on Network and Service Management

Deep Reinforcement Learning Assisted Federated Learning Algorithm for Data Management of IIoT

(2021) Peiying Zhang et al.   IEEE Transactions on Industrial Informatics

Incorporating Distributed DRL Into Storage Resource Optimization of Space-Air-Ground Integrated Wireless Communication Network

(2021) Chao Wang et al.   IEEE Journal of Selected Topics in Signal Processing

Space-Air-Ground Integrated Multi-Domain Network Resource Orchestration Based on Virtual Network Architecture: A DRL Method

(2021) Peiying Zhang et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Cost-Aware Dynamic SFC Mapping and Scheduling in SDN/NFV-Enabled Space–Air–Ground-Integrated Networks for Internet of Vehicles

(2021) Junling Li et al.   IEEE Internet of Things Journal

Edge–Cloud Resource Scheduling in Space–Air–Ground-Integrated Networks for Internet of Vehicles

(2021) Bin Cao et al.   IEEE Internet of Things Journal

Multi-UAV Cooperative Localization for Marine Targets Based on Weighted Subspace Fitting in SAGIN Environment

(2021) Xianpeng Wang et al.   IEEE Internet of Things Journal

Cost-Efficient VNF Placement and Scheduling in Public Cloud Networks

(2020) Tao Gao et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

A deep reinforcement learning-based algorithm for reliability-aware multi-domain service deployment in smart ecosystems

(2020) Godfrey Kibalya et al.   NEURAL COMPUTING & APPLICATIONS

Delay-Aware VNF Scheduling: A Reinforcement Learning Approach With Variable Action Set

(2020) Junling Li et al.   IEEE Transactions on Cognitive Communications and Networking

Mobile-aware service function chain migration in cloud-fog computing

(2019) Dongcheng Zhao et al.   Future Generation Computer Systems-The International Journal of eScience

Dynamic Service Function Chain Embedding for NFV-Enabled IoT: A Deep Reinforcement Learning Approach

(2019) Xiaoyuan Fu et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problems

(2019) Walid Saad et al.   IEEE NETWORK

Low-Latency and Resource-Efficient Service Function Chaining Orchestration in Network Function Virtualization

(2019) Gang Sun et al.   IEEE Internet of Things Journal

Low-latency orchestration for workflow-oriented service function chain in edge computing

(2018) Gang Sun et al.   Future Generation Computer Systems-The International Journal of eScience

Virtual Network Function Placement Considering Resource Optimization and SFC Requests in Cloud Datacenter

(2018) Defang Li et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

A novel reinforcement learning algorithm for virtual network embedding

(2018) Haipeng Yao et al.   NEUROCOMPUTING

Service Function Chain Orchestration Across Multiple Domains: A Full Mesh Aggregation Approach

(2018) Gang Sun et al.   IEEE Transactions on Network and Service Management

Cost-Efficient Service Function Chain Orchestration for Low-Latency Applications in NFV Networks

(2018) Gang Sun et al.   IEEE Systems Journal

On the Interplay Between Network Function Mapping and Scheduling in VNF-Based Networks: A Column Generation Approach

(2017) Hyame Assem Alameddine et al.   IEEE Transactions on Network and Service Management

On the Interplay Between Network Function Mapping and Scheduling in VNF-Based Networks: A Column Generation Approach

(2017) Hyame Assem Alameddine et al.   IEEE Transactions on Network and Service Management