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Shunqing Zhang

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Open access 2026

Dual-Timescale Carbon Efficiency Optimization for AC Constrained Cellular Networks

To address surging carbon footprint in cellular networks, this letter proposes an integrated dual-timescale framework for coupled communication-grid systems, specifically incorporating non-linear Alternating Current (AC) power flow constraints to ensure grid stability. We formulate a carbon efficiency maximization prob...

Ying-Suo Yan, Gu-Han Zheng, Ji-Hong Li et al. · 0 citations
Open access Nov 2025

Green Emergency Communications in RIS- and MA-Assisted Multi-UAV SAGINs: A Partially Observable Reinforcement Learning Approach

Experimental results show the spatiotemporal A2C policy outperforms IA2C, ConseNet, FPrint, DIAL, and CommNet, achieving faster convergence, higher asymptotic reward, reduced temporal-difference(TD), advantage estimation errors, and a better communication throughput–energy trade-off.

Liangshun Wu, Wen Chen, Shunqing Zhang et al. · 0 citations

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