In the realm of communication systems, reliability hinges on the ability to transmit and interpret information with clarity. Central to this process is the concept of signal-to-noise ratio (SNR). SNR quantifies the strength of a desired signal relative to the interference present in the communication channel. A high SNR indicates a stronger signal,