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In this work, three key parameters of the channel, Doppler frequency, Rician factor, and angle-of-arrival (AoA), are estimated by analyzing the correlation characteristics of the received signals and combining them with the residual block technique through the Multilayer perceptron (MLP) model. The final estimation of the channel parameters is validated through simulations and the performance is good under various environmental variations.

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Estimation of Channel Parameters Based on Multilayer Perceptron and Residual Blocks over Rician Fading Channels

  • 会议论文

  • 发表日期：

    2025年

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  • Wen-Long Chin,
  • Li-Cheng Lo,
  • Yu-Xiang Huang,
  • Cheng-Hsien Yu

摘要

In this work, three key parameters of the channel, Doppler frequency, Rician factor, and angle-of-arrival (AoA), are estimated by analyzing the correlation characteristics of the received signals and combining them with the residual block technique through the Multilayer perceptron (MLP) model. The final estimation of the channel parameters is validated through simulations and the performance is good under various environmental variations.