The agricultural sector is important in economies worldwide, necessitating robust price control measures to ensure stability and foster growth. However, price volatility in these markets introduces uncertainty, presenting challenges. Thus, accurate price forecasting becomes paramount for producers to effectively manage their products and reduce risks.