The study explores the performance of polymer solar cells (PSCs) incorporating poly(3-hexylthiophene) (P3HT) and [6,6]-phenyl C61-butyric acid methyl ester (PCBM), focusing on the influence of temperature on their electrical parameters. It validates a one-diode electrical model using a combination of least mean squares (LMS) and Newton-Raphson algorithms to accurately extract parameters like efficiency and current-voltage characteristics. Results indicate a significant dependency of cell efficiency on temperature and other studied parameters, demonstrating promising advancements in the optimization of PSC performance.