Energy-Efficient Federated Learning and Migration in Digital Twin Edge Networks

arXiv:2503.15822 · cs.NI, cs.LG · Submitted 2025-03-20 · Read on arXiv

cs.NI, cs.LG

Submitted: 2025-03-20

Updated: 2025-03-20

Journal ref: Y. Zhou, Y. Fu, Z. Shi, H. H. Yang, K. Hung and Y. Zhang, "Energy-Efficient Federated Learning and Migration in Digital Twin Edge Networks," in IEEE Transactions on Cognitive Communications and Networking, vol. 12, pp. 743-758, 2026

DOI: 10.1109/TCCN.2025.3567096

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Digital Twin — 122× in this paper · explained in 4 episodes
• Loss Function — 20× in this paper · explained in 2 episodes
• Actor — 16× in this paper · explained in 3 episodes
• Federated Learning — 14× in this paper · explained in 14 episodes
• Accuracy — 13× in this paper · explained in 1 episode
• Aggregation — 10× in this paper · explained in 1 episode
• Fine-Tuning — 9× in this paper · explained in 5 episodes
• Deep Reinforcement Learning — 8× in this paper · explained in 2 episodes
• Objective Function — 8× in this paper · explained in 2 episodes
• Reinforcement Learning — 8× in this paper · explained in 4 episodes
• Mobile Edge Computing — 7× in this paper · explained in 2 episodes
• Redundancy — 3× in this paper · explained in 2 episodes
• Trace — 3× in this paper · explained in 2 episodes
• Federated Learning (FL) — 2× in this paper · explained in 7 episodes
• Bayesian Framework — 1× in this paper · explained in 3 episodes
• Deep Reinforcement Learning (DRL) — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Markov Decision Process (MDP) — 1× in this paper · explained in 11 episodes
• Non-IID Data — 1× in this paper · explained in 2 episodes
• Q-learning — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Trustworthy DNN Partition for Blockchain-enabled Digital Twin in Wireless IIoT Networks
• Federated Learning with Non-IID Data
• Proximal Policy Optimization Algorithms
• Continuous control with deep reinforcement learning

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