Wyszukiwanie zaawansowane ?

Obiekt

An Extended Version of the Proportional Adaptive Algorithm Based on Kernel Methods for Channel Identification with Binary Measurements, Journal of Telecommunications and Information Technology, 2022, nr 3
Pobierz

Tytuł: An Extended Version of the Proportional Adaptive Algorithm Based on Kernel Methods for Channel Identification with Binary Measurements, Journal of Telecommunications and Information Technology, 2022, nr 3

Autor:

Safi, Said ; Darif, Anouar ; Fateh, Rachid

Data wydania:

2022, nr 3

Typ zasobu:

artykuł

Opis:

In recent years, kernel methods have provided an important alternative solution, as they offer a simple way of expanding linear algorithms to cover the non-linear mode as well. In this paper, we propose a novel recursive kernel approach allowing to identify the finite impulse response (FIR) in non-linear systems, with binary value output observations. This approach employs a kernel function to perform implicit data mapping. The transformation is performed by changing the basis of the data In a high-dimensional feature space in which the relations between the different variables become linearized. To assess the performance of the proposed approach, we have compared it with two other algorithms, such as proportionate normalized least-meansquare (PNLMS) and improved PNLMS (IPNLMS). For this purpose, we used three measurable frequency-selective fading radio channels, known as the broadband radio access Network (BRAN C, BRAN D, and BRAN E), which are standardized by the European Telecommunications Standards Institute (ETSI), and one theoretical frequency selective channel, known as the Macchi’s channel. Simulation results show that the proposed algorithm offers better results, even in high noise environments, and generates a lower mean square error (MSE) compared with PNLMS and IPNLMS.

Wydawca:

Instytut Łączności - Państwowy Instytut Badawczy

Format:

application/pdf

Identyfikator zasobu:

ISSN 1509-4553, on-line: ISSN 1899-8852 ; oai:bc.itl.waw.pl:2237

Źródło:

Journal of Telecommunications and Information Technology

Język:

ang

Prawa:

Biblioteka Naukowa Instytutu Łączności

Temat i słowa kluczowe:

phase estimation kernel methods BRAN channel identification binary measurement PNLMS

Kolekcje, do których przypisany jest obiekt:

Data ostatniej modyfikacji:

12 mar 2024

Data dodania obiektu:

7 lut 2023

Liczba wyświetleń treści obiektu:

12

Wszystkie dostępne wersje tego obiektu:

https://bc.itl.waw.pl/publication/2546

Wyświetl opis w formacie RDF:

RDF

Wyświetl opis w formacie OAI-PMH:

OAI-PMH

Nazwa wydania Data
Darif, Anouar, An Extended Version of the Proportional Adaptive Algorithm Based on Kernel Methods for Channel Identification with Binary Measurements, Journal of Telecommunications and Information Technology, 2022, nr 3 12 mar 2024

Obiekty Podobne
Performance Evaluation of MC-CDMA Systems with Single User Detection Technique using Kernel and Linear Adaptive Method, Journal of Telecommunications and Information Technology, 2021, nr 4

Safi, Said Darif, Anouar Fateh, Rachid

2021, nr 4
artykuł
2023, nr 2, JTIT-artykuły
2023, nr 2, JTIT-artykuły
A Novel Kernel Algorithm for Finite Impulse Response Channel Identification, Journal of Telecommunications and Information Technology, 2023, nr 2

Frikel, Miloud Boumezzough, Ahmed Safi, Said Darif, Anouar Fateh, Rachid

2023, nr 2
artykuł
2024, nr 1, JTIT-artykuły
2024, nr 1, JTIT-artykuły
Machine Learning Based System Identification with Binary Output Data Using Kernel Methods,Journal of Telecommunications and Information Technology, 2024, nr 1

Fateh, Rachid Oualla, Hicham Azougaghe, Es-said Darif, Anouar Boumezzough, Ahmed Safi, Said Pouliquen, Mathieu Frikel, Miloud

2024
artykuł
Supervised Kernel Principal Component Analysis by Most Expressive Feature Reordering, Journal of Telecommunications and Information Technology, 2015, nr 2

Ślot, Krzysztof Żurek, Dominik Duch, Piotr Adamiak, Krzysztof

2015, nr 2
artykuł
A highly accurate DFT-based parameter estimator for complex exponentials, Journal of Telecommunications and Information Technology, 2006, nr 1

Reisenfeld, Sam Tsui, Jeffrey

2006, nr 1
artykuł
Blind frequency offset estimation for overlap PCC-OFDM systems in presence of phase noise, Journal of Telecommunications and Information Technology, 2003, nr 2

Shentu, Jinwen Armstrong, Jean

2003, nr 2
artykuł
Using Least Mean p-Power Algorithm to Correct Channel Distortion in MC-CDMA Systems, Journal of Telecommunications and Information Technology, 2018, nr 3

Frikel, Miloud Sabri, Mohamed Zidane, Mohammed Safi, Said

2018, nr 3
artykuł
Lorentzian Operator for Angular Source Localization with Large Array, Journal of Telecommunications and Information Technology, 2015, nr 4

Safi, Said Frikel, Miloud Khmou, Youssef

2015, nr 4
artykuł
Więcej
×

Cytowanie

Styl cytowania:

Dane kontaktowe

Adres

Instytut Łączności – Państwowy Instytut Badawczy ul. Szachowa 1 04-894 Warszawa

Telefon

(+48) 5128 696

E-Mail

biblioteka@il-pib.pl

Odwiedź nas!

Ta strona wykorzystuje pliki 'cookies'. Więcej informacji