Dark energy analysis is at the forefront of modern astrophysical research, offering insights into the mysterious force driving the universe's accelerated expansion.Recent findings from the Dark Energy Spectroscopic Instrument (DESI) collaboration, which bolsters our understanding of this enigmatic phenomenon, suggest that the cosmological constant associated with dark energy may be diminishing over time.