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English(EN) Active Sensing for RIS-Aided Tracking and Power Control: A Hybrid Neuroevolution and Supervised Learning Approach

新的双智能体深度学习框架优化RIS辅助下的移动用户跟踪

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员开发了一种新颖的双智能体（DA）深度学习框架，旨在借助可重构智能表面（RIS）优化跟踪功率受限移动用户的能效。该方法集成了神经进化和监督学习，可实时联合管理RIS相位配置文件和用户发射功率，克服了离散相位响应和单比特反馈的挑战。数值模拟表明，在跟踪和静态定位场景中，DA框架在跟踪和静态定位方面均显著优于卡尔曼滤波器、粒子滤波器和传统指纹识别方案等现有方法。 AI

影响 该框架通过优化资源分配，有望实现更节能的无线通信系统。

排序理由 这是一篇详细介绍针对特定技术问题的深度学习新框架的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.MA (Multiagent) 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

新的双智能体深度学习框架优化RIS辅助下的移动用户跟踪

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这是一篇详细介绍针对特定技术问题的深度学习新框架的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · George Stamatelis, Hui Chen, Henk Henk Wymeersch, George C. Alexandropoulos ·

    面向RIS辅助跟踪与功率控制的主动感知：一种混合神经进化与监督学习方法

    arXiv:2607.00056v1 Announce Type: cross Abstract: This paper studies energy efficient tracking of power-limited mobile users with the assistance of a Reconfigurable Intelligent Surface (RIS). Since localization pilot transmissions dominate the energy budget of power-constrained d…

  2. arXiv cs.MA (Multiagent) TIER_1 English(EN) · George C. Alexandropoulos ·

    面向RIS辅助跟踪与功率控制的主动感知：一种混合神经进化与监督学习方法

    This paper studies energy efficient tracking of power-limited mobile users with the assistance of a Reconfigurable Intelligent Surface (RIS). Since localization pilot transmissions dominate the energy budget of power-constrained devices, we introduce a low-overhead feedback link …

  3. arXiv cs.MA (Multiagent) TIER_1 English(EN) · George C. Alexandropoulos ·

    面向RIS辅助的混合神经进化与监督学习方法的主动感知跟踪与功率控制

    This paper studies energy efficient tracking of power-limited mobile users with the assistance of a Reconfigurable Intelligent Surface (RIS). Since localization pilot transmissions dominate the energy budget of power-constrained devices, we introduce a low-overhead feedback link …

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