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NEXT GENERATION MASSIVE ACCESS TECHNIQUES FOR IOT SYSTEMS IN 6G

Cinaglia, Luca (2024) NEXT GENERATION MASSIVE ACCESS TECHNIQUES FOR IOT SYSTEMS IN 6G. Master's, Universita di Bologna.

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Abstract

This thesis document introduces a new communication paradigm for the unsourced and uncoordinated Gaussian multiple access problem. The key idea is to implement a low-complexity version of the already existing sparse IDMA scheme. However, instead of the complex joint Belief Propagation algorithm used in sparse IDMA, this scheme uses a simpler single-user serial LDPC decoding algorithm using a fixed (128, 64)-LDPC code for each number of active users. This eliminates the need for complex optimization procedures. Each user’s message is divided into two parts. The first phase is transmitted using compressed sensing, identifying messages from different users, while the second phase uses the LDPC coding scheme for data recovery. However, the single-user code chosen, although simple, is ineffective. Therefore, an in-depth study will be conducted on the performance of the CS solver in order to maximize multi-user detection, avoiding unnecessarily stressing the data recovery part. Finally, the scheme is integrated with Successive Interference Cancellation and Maximal Ration Combining for further performance improvements. This approach offers good performance with low computational complexity,as demonstrated by simulations compared to existing methods.

Item URL in elib:https://elib.dlr.de/208943/
Document Type:Thesis (Master's)
Additional Information:DLR-Betreuer: Dr. Andrea Munari, Dr. Federico Clazzer
Title:NEXT GENERATION MASSIVE ACCESS TECHNIQUES FOR IOT SYSTEMS IN 6G
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Cinaglia, LucaUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Date:2024
Open Access:No
Number of Pages:62
Status:Published
Keywords:ALOHA, IDMA review, Traditional GMAC to Polyanskiy Framework, LASSO-CS performance
Institution:Universita di Bologna
Department:DEPARTMENT OF ELECTRICAL, ELECTRONIC, AND INFORMATION ENGINEERING
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:other
DLR - Research area:Raumfahrt
DLR - Program:R - no assignment
DLR - Research theme (Project):R - no assignment
Location: Oberpfaffenhofen
Institutes and Institutions:Institute of Communication and Navigation > Satellite Networks
Deposited By: Lang, Manuela
Deposited On:21 Nov 2024 13:02
Last Modified:21 Nov 2024 13:02

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