Energy and Delay Optimized Task Offloading Framework in Edge Computing Using DDPG with Dual Critic Attention and Uncertainty-Aware Experience Replay
Authors
Srinivas Byatarayanpura Venkataswamy
Department of Computer Science and Engineering, BMS Institute of Technology and Management, Doddaballapura, Yelahanka, Avalahalli, Bengaluru, India
Vinutha Krishnaiah
Department of Computer Science and Engineering, BMS Institute of Technology and Management, Doddaballapura, Yelahanka, Avalahalli, Bengaluru, India
S. Veena
Department of CSE(AIML) & CSE(CS), Ramaiah Institute of Technology, MSR Nagar, Bengaluru, India
Manjula H. Nebagiri
manjula.n@shrideviengineering.org
Department of Computer Science and Engineering, Shridevi Institute of Engineering Technology, Lingrajpur, India
Language: English
Page range: 55 - 71
Submitted on: Aug 12, 2025
Accepted on: Dec 3, 2025
Published on: Mar 21, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
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© 2026 Srinivas Byatarayanpura Venkataswamy, Vinutha Krishnaiah, S. Veena, Manjula H. Nebagiri, published by Bulgarian Academy of Sciences, Institute of Information and Communication Technologies
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.