Deep Learning versus Spectral Techniques for Frequency Estimation of Single Tones: Reduced Complexity for Software-Defined Radio and IoT Sensor Communications

Despite the increasing role of machine learning in various fields, very few works considered artificial intelligence for frequency estimation (FE). This work presents comprehensive analysis of a deep-learning (DL) approach for frequency estimation of single tones. A DL network with two layers having...

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Detalles Bibliográficos
Autores principales: Almayyali, Hind R., Hussain, Zahir M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8069307/
https://www.ncbi.nlm.nih.gov/pubmed/33924420
http://dx.doi.org/10.3390/s21082729

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8069307/
https://www.ncbi.nlm.nih.gov/pubmed/33924420
http://dx.doi.org/10.3390/s21082729

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