..., which aims to simultaneously capture mixed dynamics in diverse sequences. Second, the gray wolf optimizer (GWO) algorithm is applied to identify the optimal model parameters. Additionally, a Monte-Carlo simulation is conducted to assess the computational efficacy and prediction performance of the novel...