articleInternational Journal of Intelligent SystemsJan 1, 2025HYBRID OA

Recent Advances in Automatic Modulation Classification Technology: Methods, Results, and Prospects

Shandong Management University · Intelligent Health (United Kingdom) · +2 more institutions

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Abstract

As an essential technology for spectrum sensing and dynamic spectrum access, automatic modulation classification (AMC) is a critical step in intelligent wireless communication systems, aiming at automatically recognizing the modulation schemes of received signals. In practice, AMC is challenging due to the influence of communication environment and signal parameters, such as unknown channels, noise, symbol rate, signal length, and sampling frequency. In this survey, we investigated a series of typical AMC methods, including key technology, performance comparisons, advantages, challenges, and future key development directions. According to the methodology and processing flow, AMC methods are divided into three…

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