John Abbott College is proud to congratulate Nicolae Tudoroiu (Engineering Technologies), on the publication of his latest article, "Investigations into the Design and Implementation of Reinforcement Learning Using Deep Learning Neural Network," in the renowned journal Algorithms. This groundbreaking research, completed over eight months, marks Tudoroiu's 80th publication, a testament to his dedication and expertise in the field of engineering technologies.

Co-authored with Roxana-Elena Tudoroiu, Mohammed Zaheeruddin, Daniel-Ioan Curiac, and Mihai Sorin Radu, the article delves into the development and implementation of neural reinforcement learning (RL) control algorithms for centrifugal chiller systems. This research focuses on using advanced deep learning techniques to improve the performance of complex heating, ventilation, and air conditioning (HVAC) chiller systems. To evaluate these new control methods, Tudoroiu and his group created simpler models and ran various simulations to compare them with traditional control approaches. The results indicate that these intelligent control algorithms can successfully adapt to real-world challenges such as unexpected changes and system complexities, showing great potential for practical use in managing HVAC systems.
Originally from Romania, Tudoroiu's journey in academia began at Craiova University, where he studied electrical engineering, automation, and control from 1971 to 1975. His exceptional performance and dedication led to positions as a lecturer and assistant professor. During his time at Craiova University, he had the opportunity to work with the esteemed Professor Constantin Belea, an expert in stability and non-linear control systems, which significantly influenced his early research in optimization and control of chemical processes.
In 1990, Tudoroiu earned his first PhD in automation and control, followed by a second PhD in Canada after moving here with his family in 1993. His academic journey in Canada is marked by perseverance and excellence, culminating in his graduation from Concordia University with the highest GPA in 2001. His thesis, supported by renowned professors Kash Khorasani (Concordia University) and Rickesh Patel (Lund University), focused on intelligent control strategies using neural networks, marking his initial foray into artificial intelligence.
Since joining John Abbott College in 2001, Tudoroiu has inspired countless students in the Engineering Technologies department. His passion for education and research has been a driving force behind his numerous publications and contributions to the field. His work has been recognized internationally, with papers cited and used in various industries, including aerospace, military, agriculture, HVAC systems, and car manufacturing.
Looking ahead, Tudoroiu continues to push the boundaries of research, working on projects that compare AI models with traditional methodologies to improve performance and efficiency. His dedication to advancing technology and preparing students for the future is unwavering.
John Abbott College congratulates Nicolae Tudoroiu on his storied career and incredible achievements. His monumental accomplishment of 80 published articles is a beacon of inspiration for students and colleagues alike. We look forward to witnessing his continued contributions to the field of engineering technologies and beyond.