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Autores principales: Gao, Yuan, Wang, Xinyu, Ren, Yifan, Zhou, Yuning, Wang, Ziwei
Formato: Preprint
Publicado: 2025
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Acceso en línea:https://arxiv.org/abs/2601.06068
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author Gao, Yuan
Wang, Xinyu
Ren, Yifan
Zhou, Yuning
Wang, Ziwei
author_facet Gao, Yuan
Wang, Xinyu
Ren, Yifan
Zhou, Yuning
Wang, Ziwei
contents Aiming at the ranging and angle measurement errors caused by target reflection characteristics and system noise in dual radar tracking, this paper proposes a dual radar track error correction method based on the Izhikevich neural model. The network uses the dynamic differential equation of the Izhikevich model to simulate the discharge characteristics of biological neurons. Its input layer integrates the coordinate measurement data of the dual radar, and the output layer represents the error compensation amount through the pulse emission frequency. The spike-timing-dependent plasticity (STDP) is used to adjust the neuron connection weights dynamically, and the trajectory distortion caused by system noise and radar ranging and angle measurement errors can be effectively suppressed.
format Preprint
id arxiv_https___arxiv_org_abs_2601_06068
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Dual radar-guided glide path error correction based on the Izhikevich neuron model
Gao, Yuan
Wang, Xinyu
Ren, Yifan
Zhou, Yuning
Wang, Ziwei
Signal Processing
Aiming at the ranging and angle measurement errors caused by target reflection characteristics and system noise in dual radar tracking, this paper proposes a dual radar track error correction method based on the Izhikevich neural model. The network uses the dynamic differential equation of the Izhikevich model to simulate the discharge characteristics of biological neurons. Its input layer integrates the coordinate measurement data of the dual radar, and the output layer represents the error compensation amount through the pulse emission frequency. The spike-timing-dependent plasticity (STDP) is used to adjust the neuron connection weights dynamically, and the trajectory distortion caused by system noise and radar ranging and angle measurement errors can be effectively suppressed.
title Dual radar-guided glide path error correction based on the Izhikevich neuron model
topic Signal Processing
url https://arxiv.org/abs/2601.06068