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20 results for “RF maps”

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eess.SPcs.AIEmpiricalRecentJul 2, 2026

Scene-Conditioned PINN-GNN for Multipath RF Maps: Cross-Scene Generation and In-Scene Completion

Lizhou Liu, Xiaohui Chen, Zihan Tang, Mengyao Ma +1 more

This paper proposes a unified RF map construction framework using physics-informed neural networks and graph neural networks, achieving high-fidelity RF map construction under sparse observations.

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eess.SPcs.ITEmpiricalRecentJul 20, 2026

Radio Map Updating from Streaming Spectrum Measurements via Memory-Based Online Gaussian Processes

Yuanyuan Deng, Bo Zhou, Tian Chen, Shijian Gao +4 more

This paper proposes an online method, M-OSVGP with GOIPS, for efficiently updating radio maps from streaming spectrum measurements.

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cs.AREmpiricalRecentJul 1, 2026

Field-Deployable RF Capture System for Indoor, Outdoor, and Foliage Environments

Lawrence Obiuwevwi, Krzysztof J. Rechowicz, Vikas Ashok, Sachin Shetty +4 more

This paper presents a portable, battery-powered RF capture system using a HackRF One SDR, Raspberry Pi 5, GNSS receiver, and high-speed storage for recording geotagged IQ data in real-world environmen…

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eess.SPEmpiricalRecentJun 20, 2026

RemoteRF: An Open-Source Platform to Democratize Access to Software-Defined Radios in Wireless Research and Education

Ethan Y. Ge, Ian P. Roberts

RemoteRF is an open-source platform for creating and managing large-scale testbeds of distributed software-defined radios (SDRs) that can be accessed remotely over the internet.

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eess.SPcs.CRcs.LGRecentApr 14, 2026

Rapid LoRA Aggregation for Wireless Channel Adaptation in Open-Set Radio Frequency Fingerprinting

Mingxi Zhang, Renjie Xie, Jincheng Wang, Guyue Li +1 more

The paper proposes a lightweight, self-adaptive framework using LoRA to efficiently extract and aggregate radio frequency fingerprints for robust open-set authentication in dynamic wireless environmen…

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eess.SPcs.AIcs.NIRecentMay 29, 2026

Practical Cross-Band Channel Prediction for AI-RAN via Physics-Guided Deep Unfolding

Ruiqi Kong, He Chen, Xiaojun Lin

The paper proposes GUIDE, a physics-guided deep unfolding framework that enables practical, real-time cross-band channel prediction for AI-RAN by embedding wireless channel physics, significantly impr…

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cs.ROcs.NIEmpiricalRecentJul 27, 2026

Co-planning of Flight Corridors and Communication Infrastructure for Urban Drone Logistics Networks

Yingjie He, Yikang Wang, Zhenyu Gao

This paper proposes CR-CMAB, a framework for jointly optimizing base station deployment and UAV flight corridors in urban environments to minimize infrastructure investment and flight distance while s…

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cs.ITeess.SPEmpiricalRecentJul 3, 2026

Diffusion-Based Noise-Adaptive Null-Space Channel Estimation for OFDM Systems

Heqiang Qi, Yirun Chen, Xiangming Meng, Chunxiao Jiang +2 more

This paper proposes DANCE, a diffusion-based channel estimator for OFDM systems using a sparse linear inverse problem and a noise-adaptive posterior correction.

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cs.MAcs.AIcs.NIRecentJun 1, 2026

RadioMaster: Multi-Agent System for Autonomous Radio Signal Generation

Jiazhen Lei, Tianze Cao, Yuxin Sha, Sihan Wang +4 more

The paper introduces RadioMaster, a novel multi-agent system that successfully translates high-level user intents into physically viable, real-world radio signals, significantly outperforming existing…

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eess.SPcs.CREmpiricalRecentJul 22, 2026

ISAC-Assisted Channel Knowledge Map Generation for Physical Layer Authentication

Luca Bonaventura, Edoardo Gardin, Alessia Barison, Francesco Ardizzon +1 more

This paper proposes a physical layer authentication mechanism using integrated sensing and communication (ISAC) to reconstruct environment layout, infer propagation channels, and authenticate transmit…

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cs.ITeess.SPTheoreticalRecentJun 22, 2026

How Many RF Chains Does a Microwave Linear Analog Computer (MiLAC) Need to Match the Fully-Digital Cramér-Rao Bound?

Yuchen Zhang, Yu Ge, Bruno Clerckx, Tareq Y. Al-Naffouri

This paper analyzes direction-of-arrival estimation using a tunable receive-side lossless reciprocal MiLAC combiner for antenna arrays and shows it can achieve the digital Cramér-Rao bound with fewer…

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eess.SPcs.AIRecentJun 1, 2026

RA-LWLM: Retrieval-Augmented In-Context Localization with Wireless Foundation Models

Guangjin Pan, Hui Chen, Hei Victor Cheng, Henk Wymeersch

The paper proposes RA-LWLM, a retrieval-augmented in-context localization framework that enables training-free, cross-scene wireless localization by externalizing scene-specific data into a fingerprin…

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cs.CVcs.AIcs.LGRecentMay 30, 2026

CAFOSat: A Strongly Annotated Dataset for Infrastructure-Aware CAFO Mapping Using High-Resolution Imagery

Oishee Bintey Hoque, Nibir Chandra Mandal, Mandy L Wilson, Samarth Swarup +2 more

The paper introduces CAFOSat, a large-scale, strongly annotated, and infrastructure-aware dataset designed to improve the accuracy of mapping Concentrated Animal Feeding Operations (CAFOs) from high-r…

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