
Pinching antenna systems (PASS) have been proposed as a revolutionary flexible antenna technology which facilitates line-of-sight links via numerous low-cost pinching antennas with adjustable activation positions over waveguides. This letter proposes a two-timescale joint transmit and pinching beamforming design for the maximization of sum rate of a PASS-based downlink multi-user multiple input single output system. A primal dual decomposition method is developed to decouple the two-timescale problem into two sub-problems: 1) A Karush-Kuhn-Tucker-guided dual learning-based approach is proposed to solve the short-term transmit beamforming design sub-problem; 2) The long-term pinching beamforming design sub-problem is tackled by adopting a stochastic successive convex approximation method. Simulation results demonstrate that the proposed two-timescale algorithm achieves a significant performance gain compared to other baselines.
5 pages, 4 figures, letter
/dk/atira/pure/subjectarea/asjc/2200/2208; name=Electrical and Electronic Engineering, Signal Processing (eess.SP), FOS: Computer and information sciences, /dk/atira/pure/subjectarea/asjc/2200/2207; name=Control and Systems Engineering, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, Computer Science - Information Theory, Information Theory (cs.IT), pinching antenna systems (PASS), FOS: Electrical engineering, electronic engineering, information engineering, Electrical Engineering and Systems Science - Signal Processing, beamforming design, two-timescale optimization
/dk/atira/pure/subjectarea/asjc/2200/2208; name=Electrical and Electronic Engineering, Signal Processing (eess.SP), FOS: Computer and information sciences, /dk/atira/pure/subjectarea/asjc/2200/2207; name=Control and Systems Engineering, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, Computer Science - Information Theory, Information Theory (cs.IT), pinching antenna systems (PASS), FOS: Electrical engineering, electronic engineering, information engineering, Electrical Engineering and Systems Science - Signal Processing, beamforming design, two-timescale optimization
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