Ph.D. Candidate in Information Technology Department of Computer Engineering, Faculty of Engineering University of Qom, Qom, Iran Mahdi Kherad received his B.Sc. in Computer Engineering (2012) and M.Sc. in Information Technology (2016) from the University of Birjand, Iran. He is currently pursuing a Ph.D. in Information Technology at the University of Qom, Iran. His research interests include machine learning, deep learning, reduced-order modeling, complex systems, fuzzy systems, and social network analysis. His work contributes to advancing hybrid and data-driven modeling approaches—especially combining deep learning (e.g., LSTM, autoencoders) with traditional numerical and optimization methods such as POD, DMD, and fuzzy inference systems.