Wyszukiwanie zaawansowane ?

Obiekt

Investigation of Vehicular S-LSTM NOMA Over Time Selective Nakagami-m Fading with Imperfect CSI, Journal of Telecommunications and Information Technology, 2022, nr 4
Pobierz

Tytuł: Investigation of Vehicular S-LSTM NOMA Over Time Selective Nakagami-m Fading with Imperfect CSI, Journal of Telecommunications and Information Technology, 2022, nr 4

Autor:

Shankar, Ravi ; Mishra, Ritesh Kumar ; Chaudhary, Bhanu Pratap

Data wydania:

2022, nr 4

Typ zasobu:

artykuł

Opis:

In this paper, the performance of a deep learning based multiple-input multiple-output (MIMO) non-orthogonal multiple access (NOMA) system is investigated for 5G radio communication networks. We consider independent and identically distributed (i.i.d.) Nakagami-m fading links to prove that when using MIMO with the NOMA system, the outage probability (OP) and end-to-end symbol error rate (SER) improve, even in the presence of imperfect channel state information (CSI) and successive interference cancellation (SIC) errors. Further more, the stacked long short-term memory (S-LSTM) algorithm is employed to improve the system’s performance, even under time-selective channel conditions and in the presence of terminal’s mobility. For vehicular NOMA networks, OP, SER, and ergodic sum rate have been formulated. Simulations show that an S-LSTM-based DL-NOMA receiver outperforms least square (LS) and minimum mean square error (MMSE) receivers. Furthermore, it has been discovered that the performance of the end-to-end system degrades with the growing amount of node mobility, or if CSI knowledge remains poor. Simulated curves are in close agreement with the analytical results.

Wydawca:

Instytut Łączności - Państwowy Instytut Badawczy

Format:

application/pdf

Identyfikator zasobu:

oai:bc.itl.waw.pl:2253 ; ISSN 1509-4553, on-line: ISSN 1899-8852

DOI:

10.26636/jtit.2022.165722

eISSN:

ISSN 1899-8852

Źródło:

Journal of Telecommunications and Information Technology

Język:

ang

Prawa:

Biblioteka Naukowa Instytutu Łączności

Temat i słowa kluczowe:

MIMO NOMA zero-mean circularly symmetric complex Gaussian (ZM-CSCG) S-LSTM orthogonal frequency division multiplexing (OFDM) inter-symbol interference

Kolekcje, do których przypisany jest obiekt:

Data ostatniej modyfikacji:

6 cze 2024

Data dodania obiektu:

7 lut 2023

Liczba wyświetleń treści obiektu:

14

Wszystkie dostępne wersje tego obiektu:

https://bc.itl.waw.pl/publication/2562

Wyświetl opis w formacie RDF:

RDF

Wyświetl opis w formacie OAI-PMH:

OAI-PMH

Nazwa wydania Data
Chaudhary, Bhanu Pratap, 2022, nr 4, Investigation of Vehicular S-LSTM NOMA Over Time Selective Nakagami-m Fading with Imperfect CSI, Journal of Telecommunications and Information Technology, 2022, nr 4 6 cze 2024

Obiekty Podobne
Analysis of Selective-Decode and Forward Relaying Protocol over κ-µ Fading Channel Distribution, Journal of Telecommunications and Information Technology, 2020, nr 1

Shankar, Ravi Mishra, Ritesh Kumar Bhardwaj, Lokesh

2020, nr 1
artykuł
Performance Enhancement of Coherent Optical OFDM System Using LMS Algorithm, Journal of Telecommunications and Information Technology, 2020, nr 4

Bharti, Manisha

2020, nr 1
artykuł
Analysis of an LSTM-based NOMA Detector Over Time Selective Nakagami-m Fading Channel Conditions, Journal of Telecommunications and Information Technology, 2022, nr 3

Shankar, Ravi Mehraj, Haider Bangare, Jyoti L. Kumar, Ajay Kulkarni, Shriram S. Gupta, Sandeep

2022, nr 3
artykuł
Enabling Power Beacons and Wireless Power Transfers for Non-Orthogonal Multiple Access Networks, Journal of Telecommunications and Information Technology, 2021, nr 3

Nguyen, Nhan Duc Le, Chi-Bao

2021, nr 3
artykuł
Modified PSO Based Channel Allocation Scheme for Interference Management in 5G Wireless Mesh Networks, Journal of Telecommunications and Information Technology, 2022, nr 2

Manvi, Sunilkumar S. Benni, Nirmalkumar S.

2022, nr 2
artykuł
2024, nr 1, JTIT-artykuły
2024, nr 1, JTIT-artykuły
Reconfigurable Intelligent Surface-based Propagation Control in FBMC/OQAM Systems, Journal of Telecommunications and Information Technology, 2024, nr 1

Patra, Radhashyam Mahapatro, Arunanshu

2024
artykuł
2023, nr 2, JTIT-artykuły
2023, nr 2, JTIT-artykuły
Performance Enhancement of Cooperative MIMO-NOMA Systems Over Sub-6 GHz and mmWave Bands, Journal of Telecommunications and Information Technology, 2023, nr 2

Saleh, Ahmed A. Ahmed, Mohamad A.

2023, nr 2
artykuł
An Approximate Evaluation of BER Performance for Downlink GSVD-NOMA with Joint Maximum-likelihood Detector, Journal of Telecommunications and Information Technology, 2022, nr 3

Hai, Ngo Thanh Khoa, Dang Le

2022, nr 3
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