ScholarLens Back to search
2020•Unpublished venueRequires access

M-QAM Demodulation based on Machine Learning

Roberto Neves Toledo, Cristiano Akamine, Fadi Jerji, Leandro Augusto da Silva

Open publisher page 9 citations

Abstract

This paper presents a new Quadrature Amplitude Modulation (M-QAM) demodulation method using Machine Learning techniques. The new method significantly reduces the demodulation complexity for high-order constellations while maintains the demodulation accuracy. The experimental results demonstrate a performance gain of up to 1485% for 4096-QAM in comparison with the classical Log-Likelihood Ratio demodulator.

About this research paper

What this paper is about

This paper presents a new Quadrature Amplitude Modulation (M-QAM) demodulation method using Machine Learning techniques. The new method significantly reduces the demodulation complexity for high-order constellations while maintains the demodulation accuracy. The experimental results demonstrate a performance gain of up to 1485% for 4096-QAM in comparison with the classical Log-Likelihood Ratio demodulator.

Why it matters

OpenAlex reports 9 citations for this work. Citation counts describe recorded attention and do not establish research quality.

Key contribution

A contribution statement is not available in the OpenAlex record.

Method / approach

Method details are not available in the OpenAlex metadata.

Main findings

Findings are not separately available in the OpenAlex metadata.

Limitations

Limitations are not available in the OpenAlex metadata.

Applications

Application details are not available in the OpenAlex metadata.

Available abstract

This paper presents a new Quadrature Amplitude Modulation (M-QAM) demodulation method using Machine Learning techniques. The new method significantly reduces the demodulation complexity for high-order constellations while maintains the demodulation accuracy. The experimental results demonstrate a performance gain of up to 1485% for 4096-QAM in comparison with the classical Log-Likelihood Ratio demodulator.

Key concepts: Demodulation, Quadrature amplitude modulation, QAM, Computer science, Electronic engineering, Constellation, Modulation (music), Amplitude modulation

Related papers

Related paper 1Related paper 2
Back to paper searchBrowse research topicsOriginal source
M-QAM Demodulation based on Machine Learning — Research Paper | ScholarLens