Marcos Quiñones Grueiro is graduated Summa Cum Laude as an Automation Engineer in 2012 from the Universidad Tecnológica de la Habana “José Antonio Echeverría”, CUJAE. He obtained the M.S. degree in Industrial Informatics and Automation in 2017 and the Ph.D. degree in Technical Sciences with specialization in Automation in 2018 from the same university. He has authored journal papers, book chapters, and participated in several international conferences. He has worked on the design of data-driven methods for health monitoring of systems with multiple operating modes. He has developed methods for fault detection and diagnosis of Chemical and Industrial Processes, process safety, and leak detection and location in Water Distribution Networks. Currently, he is a researcher in the Institute for Software Integrated Systems, Vanderbilt University, USA. His research interests are developing and applying foundational data science methods for the safety, security, and reliability of cyber-physical systems