人工智能驱动的数字通信信号处理技术研究

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中图分类号：TN92；TP18 文献标志码：A 文章编码：1672-7274（2025）05-0047-03

Abstract： Research has shown that signal feature extraction techniques based on deep learning improve accuracy by 40% and processing efficiency by 50% compared to traditional methods. Through the analysis of typical application scenarios suchasspeechrecognitionand imageprocessing，itisfoundthatartificialintellgencetechnologyhassignificant advantages in improving signal processing performance and optimizing system architecture.Deep neuralnetworks exhibit strong adaptability and robustness in complex signal processing， providing new ideas for the intelligent upgrade of digital communication systems.

Keywords： artificial intelligence; digital signal processing; deep learning; neural network; communicationsystem

1 人工智能驱动的数字信号处理系统概述

1.1系统基本架构

人工智能驱动的数字信号处理系统集成了深度学习与传统信号处理技术，构建了一个多层次的智能处理框架[1]。（剩余4009字）