Photonic reservoir computing based on micro-ring resonators for direction finding of unmanned aerial vehicles
J. Joshua Yang, Z.H Chen, Jiqiang Mao, Shufei Han, Qianzhu Xia, Weihong Shen, Min Gu, Qiming Zhang
University of Shanghai for Science and Technology
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摘要与影响
Unmanned aerial vehicles (UAVs) face challenges in real-time high-precision tasks such as data acquisition and environmental monitoring, which demand low-latency decision-making and high-speed data transmission.A photonic reservoir computing (PRC) system based on silicon-integrated micro-ring resonators (MRRs) was demonstrated for UAV flight direction recognition, achieving an accuracy of 95.6%.The proposed PRC exhibits short-term memory effects, enabling the detection of subtle changes in flight direction.The PRC operates at the MHz-rate with milliwatt-level power consumption, enabling photonic edge computing with high speed and energy efficiency, providing UAVs the potential to make decisions autonomously and avoid external interference when operating in extreme environments.
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计算机 / AINeural Networks and Reservoir Computing
Photonic and Optical Devices · Advanced Photonic Communication Systems
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