20 results for “RF maps”
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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.
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.
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…
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.
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…
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…
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…
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.
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…
This paper proposes a physical layer authentication mechanism using integrated sensing and communication (ISAC) to reconstruct environment layout, infer propagation channels, and authenticate transmit…
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…
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…
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…