Volume 13
Issue 5
IEEE/CAA Journal of Automatica Sinica
| Citation: | J. Zhang, C. Xu, and H. Yu, “LLM-enhanced multi-agent transfer reinforcement learning for sensing, communication, computing, and control co-optimization in cyber-physical systems,” IEEE/CAA J. Autom. Sinica, vol. 13, no. 5, pp. 1251–1253, May 2026. doi: 10.1109/JAS.2025.126005 |
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M. Schranz, G. A. Di Caro, T. Schmickl, W. Elmenreich, F. Arvin, A. Şekercioğlu, and M. Sende, “Swarm intelligence and cyber-physical systems: Concepts, challenges and future trends,” Swarm Evol. Comput., vol. 60, Art. no. 100762, 2021. doi: 10.1016/j.swevo.2020.100762
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C. Xu, J. Zhang, and H. Yu, “Control-communication co-optimization for wireless cloud robotic system via multi-agent transfer reinforcement learning,” IEEE/CAA J. Autom. Sinica, vol. 13, no. 2, pp. 311–326, 2026.
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W. Wu, H. Song, M. Zhou, X. Song, and H. Dong, “Game based task offloading in cyber-physical systems for high-speed railway with dynamic latency and energy cost,” IEEE Trans. Ind. Cyber-Phys. Syst., vol. 2, pp. 292–302, 2024. doi: 10.1109/TICPS.2024.3424425
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X. Xing, Z. Zhou, Y. Li, B. Xiao, and Y. Xun, “Multi-UAV adaptive cooperative formation trajectory planning based on an improved MATD3 algorithm of deep reinforcement learning,” IEEE Trans. Veh. Technol., vol. 73, no. 9, pp. 12484–12499, 2024. doi: 10.1109/TVT.2024.3389555
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W. Liu, B. Li, W. Xie, Y. Dai, and Z. Fei, “Energy efficient computation offloading in aerial edge networks with multi-agent cooperation,” IEEE Trans. Wireless Commun., vol. 22, no. 9, pp. 5725–5739, 2023. doi: 10.1109/TWC.2023.3235997
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M. Liu, Y. Li, Y. Chen, Y. Qi, and L. Jin, “A distributed competitive and collaborative coordination for multirobot systems,” IEEE Trans. Mobile Comput., vol. 23, no. 12, pp. 11436–11448, 2024. doi: 10.1109/TMC.2024.3397242
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X. Fang, C. Lei, W. Feng, Y. Chen, M. Xiao, N. Ge, and C.-X. Wang, “Sensing-communication-computing-control closed-loop optimization for 6G digital twin-empowered unmanned robotic systems,” IEEE J. Sel. Areas Commun., vol. 43, no. 10, pp. 3330–3346, 2025.
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T. Zhang and G. Liu, “Predictive tracking control of network-based agents with communication delays,” IEEE/CAA J. Autom. Sinica, vol. 5, no. 6, pp. 1150–1156, 2018. doi: 10.1109/JAS.2017.7510868
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