LoRadar: An Efficient LoRa Channel Occupancy Acquirer based on Cross-channel Scanning
Fu Yu, Xiaolong Zheng, Liang Liu, Huadong Ma
摘要
LoRa is widely deployed for various applications. Though the knowledge of the channel occupancy is the prerequisite of all aspects of network management, acquiring the channel occupancy for LoRa is challenging due to the large number of channels to be detected. In this paper, we propose LoRadar, a novel LoRa channel occupancy acquirer based on cross-channel scanning. Our in-depth study finds that Channel Activity Detection (CAD) in a narrow band can indicate the channel activities of wide bands because they have the same slope in the time-frequency domain. Based on our finding, we design the cross-channel scanning mechanism that infers the channel occupancy states of all the overlapping channels by the distribution of CAD results. We elaborately select and adjust the CAD settings to enhance the distribution features. We also design the pattern correction method to cope with distribution distortions. We implement LoRadar on commodity LoRa platforms and evaluate its performance on the indoor testbed and the outdoor deployed network. The experimental results show that LoRadar can achieve a detection accuracy of 0.99 and reduce the acquisition overhead by up to 0.90, compared to existing traversal-based methods.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper5
- Revolutionizing LoRa Gateway with XGate: Scalable Concurrent Transmission across Massive Logical ChannelsShiming Yu, Xianjin Xia, Ningning Hou, Yuanqing Zheng 等MobiCom 2024 · 被引用 30 次
- Enabling Concurrency for Non-orthogonal LoRa ChannelsFu Yu, Xiaolong Zheng, Liang Liu, Huadong MaMobiCom 2023 · 被引用 28 次
- One Shot for All: Quick and Accurate Data Aggregation for LPWANsNingning Hou, Xianjin Xia, Yifeng Wang, Yuanqing ZhengINFOCOM 2023 · 被引用 14 次
- Towards Spatial Selection Transmission for Low-end IoT devices with SpotSoundTingchao Fan, Huangwei Wu, Meng Jin, Tao Chen 等MobiCom 2023 · 被引用 8 次
- MC-LoRa: Multi-node Concurrent Localization for LoRaWAN Indoors and OutdoorsHan Hao, Wei Xi, Andreas Kuster, Amalinda Gamage 等UbiComp 2025 · 被引用 4 次
它引用的顶会 Paper9
- LMAC: efficient carrier-sense multiple access for LoRaAmalinda Gamage, Jansen Christian Liando, Chaojie Gu, Rui Tan 等MobiCom 2020 · 被引用 123 次
- Exploring LoRa for Long-range Through-wall SensingFusang Zhang, Zhaoxin Chang, Kai Niu, Jie Xiong 等UbiComp 2020 · 被引用 108 次
- Long-range ambient LoRa backscatter with parallel decodingJinyan Jiang, Zhenqiang Xu, Fan Dang, Jiliang WangMobiCom 2021 · 被引用 97 次
- Pyramid: Real-Time LoRa Collision Decoding with Peak TrackingZhenqiang Xu, Pengjin Xie, Jiliang WangINFOCOM 2021 · 被引用 86 次
- DeepLoRa: Learning Accurate Path Loss Model for Long Distance Links in LPWANLi Liu, Yuguang Yao, Zhichao Cao, Mi ZhangINFOCOM 2021 · 被引用 67 次
相关 Paper
- CoRa: A Collision-Resistant LoRa Symbol Detector of Low ComplexityJosé Álamos, Thomas C. Schmidt, Matthias WählischINFOCOM 2025 · 被引用 3 次
- OpenLoRa: Validating LoRa Implementations through an Extensible and Open-sourced FrameworkManan Mishra, Daniel Jay Koch, Muhammad Osama Shahid, Bhuvana Krishnaswamy 等NSDI 2023 · 被引用 15 次
- LoRaTrimmer: Optimal Energy Condensation with Chirp Trimming for LoRa Weak Signal DecodingJialuo Du, Yunhao Liu, Yidong Ren, Li Liu 等MobiCom 2024 · 被引用 10 次
- Online Concurrent Transmissions at LoRa GatewayZhe Wang, Linghe Kong, Kangjie Xu, Liang He 等INFOCOM 2020 · 被引用 59 次
- Making LoRa Sensing Coexist with CommunicationBinbin Xie, Minhao Cui, Deepak Ganesan, Jie XiongMobiCom 2025 · 被引用 3 次
