Edge-AI: IoT Request Service Provisioning in Federated Edge Computing Using Actor-Critic Reinforcement Learning

Author:

Baghban Hojjat1,Rezapour Amir2,Hsu Ching-Hsien3,Nuannimnoi Sirapop4,Huang Ching-Yao5

Affiliation:

1. Department of Electronics Engineering and Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu 30010 Taiwan, and also with the Department of Computer Science and Information Engineering, Asia University, Taichung 41354 Taiwan.

2. Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu 30010 Taiwan, and with the Logitech, Inc., National Yang Ming Chiao Tung University, Hsinchu 30010 Taiwan.

3. Department of Computer Science and Information Engineering, Asia University, Taichung 41354 Taiwan, also with the Department of Medical Research and China Medical University Hospital, China Medical University, Taichung 404 Taiwan, and also with Guangdong-Hong Kong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology, School of Mathematics and Big Data, Foshan University, Foshan 528000 China.

4. Department of Electronics Engineering, Institute of Electronics, National Yang-Ming Chiao Tung University, Hsinchu 30010 Taiwan.

5. Department of Electronics Engineering, Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu 30010 Taiwan.

Funder

Ministry of Education Taiwan

Trusted Intelligent Edge Fog computing Technology RSC

Ministry of Economic Affairs

National Natural Science Foundation of China

Guangdong-Hong Kong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Strategy and Management

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1. Cur-CoEdge: Curiosity-Driven Collaborative Request Scheduling in Edge-Cloud Systems;IEEE INFOCOM 2024 - IEEE Conference on Computer Communications;2024-05-20

2. Edge artificial intelligence for big data: a systematic review;Neural Computing and Applications;2024-04-16

3. Resource-aware multi-task offloading and dependency-aware scheduling for integrated edge-enabled IoV;Journal of Systems Architecture;2023-08

4. SocialEdge: Socialized Learning-Based Request Scheduling for Edge-Cloud Systems;2023 IEEE 43rd International Conference on Distributed Computing Systems (ICDCS);2023-07

5. Joint computation offloading and resource allocation based on deep reinforcement learning in C-V2X edge computing;Applied Intelligence;2023-06-28

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