M Zhang, Z Yu, H Wang, H Qin, W Zhao, Y Liu - Applied Sciences, 2019 - mdpi.com
… The likelihood-based (LB) method [3] and feature-based (FB) method [4] are two conventional methods for automaticmodulationclassification. LB method mainly includes the average …
J Nie, Y Zhang, Z He, S Chen, S Gong, W Zhang - IEEE Access, 2019 - ieeexplore.ieee.org
… can be classified into two categories. The first one is the decision-theoretic approach and the … Within decision-theoretic approaches [2]–[5], the modulationclassification problem was …
C Yang, Z He, Y Peng, Y Wang, J Yang - IEEE Access, 2019 - ieeexplore.ieee.org
… FB method to classify different types of modulation signals. We use the data generated by Matlab simulation as the input for training … Wang, ‘‘Innovative robust modulationclassification …
S Hamidi-Rad, S Jain - 2021 IEEE Global Communications …, 2021 - ieeexplore.ieee.org
… We begin by providing a background on the automaticmodulationclassification problem in … design based machine learningmethods [17]–[22]. These approaches require precise …
… ABSTRACT Automaticmodulationclassification (AMC) can play an important role in the timely … based adaptive hierarchical modulationclassificationmethod to recognize M-ary QAM …
… Thus, deep learning-based methods in AMC have become more prevalent due to their promising performance and their ability to generalize to large, complex datasets comprising a …
Z Zhang, C Wang, C Gan, S Sun… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… are trained based on supervised learning, which needs considerable time to label training … investigate a semi-supervised learningbased modulationclassificationmethod in the field of …
… approaches have been proposed in the literature for automaticmodulationclassification, … Feature-based (FB) approaches. In the following, we have provided an overview for the FB …
H Chen, L Guo, C Dong, F Cong… - 2020 IEEE 31st Annual …, 2020 - ieeexplore.ieee.org
… (MSN) method is proposed for robust automaticmodulationclassification (AMC). The classifier directly utilizes in-phase and quadrature (I/Q) samples to identify the modulation type of …