On-Policy Versus Off-Policy Reinforcement Learning for Multi-Domain SFC Embedding in SDN/NFV-Enabled Networks
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3430865
Abstract: In the software defined network (SDN)/network function virtualization (NFV)-enabled networks, service function chains (SFCs) should typically be allocated to deploy these services, which not only entails meeting the service’s Quality of Service (QoS) requirements, but… read more here.
Keywords: multi domain; policy; enabled networks; network ... See more keywords
AI-Driven Aerial Relay Placement and Power Allocation for Enhanced Secrecy in Untrusted UAV-Enabled Networks
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3577053
Abstract: In this paper, we introduce an innovative artificial intelligence (AI)-driven methodology for optimizing the deployment of unmanned aerial vehicle (UAV)-enabled networks, specifically addressing scenarios where an untrusted UAV serves as an amplify-and-forward (AF) relay while… read more here.
Keywords: methodology; uav enabled; enabled networks; power allocation ... See more keywords
Dependency-Aware Parallel Offloading and Computation in MEC-Enabled Networks
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DOI: 10.1109/lcomm.2022.3142419
Abstract: This letter proposes an effective dependency-aware subtask offloading and computation scheme in mobile edge computing (MEC) enabled networks, where we construct sequential execution windows of the MEC server by incorporating the hybrid dependencies among subtasks… read more here.
Keywords: enabled networks; dependency aware; offloading computation; mec enabled ... See more keywords
DRL-QOR: Deep Reinforcement Learning-Based QoS/QoE-Aware Adaptive Online Orchestration in NFV-Enabled Networks
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Network and Service Management"
DOI: 10.1109/tnsm.2021.3055494
Abstract: Faced with fluctuating network traffic and unknown underlying network traffic dynamics, developing an effective orchestration model with low network cost is still a critical issue in Network Functions Virtualization (NFV)-enabled networks. Thus we propose a… read more here.
Keywords: drl qor; enabled networks; nfv enabled; deep reinforcement ... See more keywords