Octopus: a practical and versatile wideband MIMO sensing platform
Zhe Chen, Tianyue Zheng, Jun Luo
摘要
Radio frequency (RF) technologies have achieved a great success in data communication. In recent years, pervasive RF signals are further exploited for sensing; RF sensing has since attracted attentions from both academia and industry. Existing developments mainly employ commodity Wi-Fi hardware or rely on sophisticated SDR platforms. While promising in many aspects, there still remains a gap between lab prototypes and real-life deployments. On one hand, due to its narrow bandwidth and communication-oriented design, Wi-Fi sensing offers a coarse sensing granularity and its performance is very unstable in harsh real-world environments. On the other hand, SDR-based designs may hardly be adopted in practice due to its large size and high cost. To this end, we propose, design, and implement Octopus, a compact and flexible wideband MIMO sensing platform, built using commercial-grade low-power impulse radio. Octopus provides a standalone and fully programmable RF sensing solution; it allows for quick algorithm design and application development, and it specifically leverages the wideband radio to achieve a competent and robust performance in practice. We evaluate the performance of Octopus via micro-benchmarking, and further demonstrate its applicability using representative RF sensing applications, including passive localization, vibration sensing, and human/object imaging.
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引用它的顶会 Paper5
- MoVi-Fi: motion-robust vital signs waveform recovery via deep interpreted RF sensingZhe Chen, Tianyue Zheng, Chao Cai, Jun LuoMobiCom 2021 · 被引用 190 次
- SiWa: see into walls via deep UWB radarTianyue Zheng, Zhe Chen, Jun Luo, Lin Ke 等MobiCom 2021 · 被引用 47 次
- MSense: Boosting Wireless Sensing Capability Under Motion InterferenceZhaoxin Chang, Fusang Zhang, Jie Xiong, Weiyan Chen 等MobiCom 2024 · 被引用 40 次
- MIMOCrypt: Multi-User Privacy-Preserving Wi-Fi Sensing via MIMO EncryptionJun Luo, Hangcheng Cao, Hongbo Jiang, Yanbing Yang 等S&P 2024 · 被引用 28 次
- OCHID-Fi: Occlusion-Robust Hand Pose Estimation in 3D via RF-VisionShujie Zhang, Tianyue Zheng, Zhe Chen, Jingzhi Hu 等ICCV 2023 · 被引用 11 次
它引用的顶会 Paper7
- Towards 3D human pose construction using wifiWenjun Jiang, Hongfei Xue, Chenglin Miao, Shiyang Wang 等MobiCom 2020 · 被引用 282 次
- Person-in-WiFi: Fine-Grained Person Perception Using WiFiFei Wang, Sanping Zhou, Stanislav Panev, Jinsong Han 等ICCV 2019 · 被引用 199 次
- MoVi-Fi: motion-robust vital signs waveform recovery via deep interpreted RF sensingZhe Chen, Tianyue Zheng, Chao Cai, Jun LuoMobiCom 2021 · 被引用 190 次
- V2iFi: in-Vehicle Vital Sign Monitoring via Compact RF SensingTianyue Zheng, Zhe Chen, Chao Cai, Jun Luo 等UbiComp 2020 · 被引用 147 次
- M-Cube: a millimeter-wave massive MIMO software radioRenjie Zhao, Timothy Woodford, Teng Wei, Kun Qian 等MobiCom 2020 · 被引用 80 次
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