IoT Thrust Seminar | CoRa: A Collision-Resistant LoRa Symbol Detector of Low Complexity

10:00am - 11:00am
Offline Venue: E1-201;Zoom ID: 918 3066 5146, Passcode: iott

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Long range communication with LoRa has become popular as it avoids the complexity of multi-hop communication at low cost and low energy consumption. LoRa is openly accessible, but its packets are particularly vulnerable to collisions due to long time on air in a shared band. This degrades communication performance. Existing techniques for demodulating LoRa symbols under collisions face challenges such as high computational complexity, reliance on accurate symbol boundary information, or error-prone peak detection methods. In this paper, we introduce CoRa, a symbol detector for demodulating LoRa symbols under severe collisions. CoRa employs a Bayesian classifier to accurately identify the true symbol amidst interference from other LoRa transmissions, leveraging empirically derived features from raw symbol data. Evaluations using realworld and simulated packet traces demonstrate that CoRa clearly outperforms the related state-of-the-art, i.e., up to 29% better decoding performance than TnB and 178% better than CIC. Compared to the LoRa baseline demodulator, CoRa magnifies the packet reception rate by up to 11.53×. CoRa offers a significant reduction in computational complexity compared to existing solutions by only adding a constant overhead to the baseline demodulator, while also eliminating the need for peak detection and accurately identifying colliding frames.

讲者/ 表演者:
Thomas C. Schmidt
Hamburg University of Applied Sciences

Thomas C. Schmidt is a professor of computer networks at the Hamburg University of Applied Sciences, where he heads the Internet Technologies Research Group (INET).  He led numerous research projects, was a Visiting Professor with the University of Reading, U.K., and is a co-founder and coordinator of several open source communities including RIOT, the Friendly Operation System for the IoT. His current research interests include development, measurement, and analysis of large-scale distributed systems like the Internet. Thomas served as a co-editor and technical expert on several occasions and is actively involved in the work of IETF/IRTF since many years.

语言
英文
适合对象
教职员
研究生
本科生
主办单位
Internet of Things Thrust, HKUST(GZ)
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