coal-fired power plant, power plant cycling I would like to thank many people who impacted and influenced my stay as a Ph.D. student at West Virginia University. I would like to express my deepest gratitude to Dr. Fernando V. Lima, who served as my advisor and a great mentor during my stay in WVU. His knowledge and expertise helped me immensely with understanding model predictive control approaches and process control applications. His guidance, patience and focus set up a great role model for me. I would also like to thank my thesis committee members: Dr. Richard Turton, Dr.