Application of the Sionna Software for 5G/6G Physical Layer Simulations

The rapid advancement of wireless communication technologies demands sophisticated simulation software capable of accurately modeling and analyzing the physical layer of 5G (Fifth Generation). Advanced applications of the Sionna software provide a comprehensive platform for simulating complex link dynamics and performance metrics. This research focuses on the simulation analyses of 5G NR (New Radio) LDPC (Low-Density Parity-Check) codes and Multi-User MIMO (Multiple Input Multiple Output) OFDM (Orthogonal Frequency Division Multiplexing) techniques, demonstrating significant improvements in system performance and channel efficiency. The integration of ML (Machine Learning) methods is essential for advancing signal processing and decoding efficiency, particularly in next-generation networks. Simulated advanced neural demapping techniques highlight the need for innovative approaches to address the challenges posed by emerging technologies, including anticipated advancements in 6G (Sixth Generation).