RESEARCH PROJECTS
Building Energy Analytics using Computerized Models
The project involves exploring advanced methodologies for analyzing and optimizing energy consumption in buildings using machine learning and statistical techniques. One aspect focuses on using semi-supervised learning to improve the accuracy of energy models in clustered buildings, addressing the issue of limited labeled data. Another study introduces a framework that combines wavelet transformation and deep learning techniques to forecast energy usage in institutional buildings.
Evaluating Sustainable Transportation Systems in the U.S
The project focuses on making U.S. transportation systems more sustainable by measuring and improving their environmental impact. It includes four studies that develop a sustainability quantification system to evaluate transportation agency sustainability efforts, compare sustainability efforts of different states, explore the relationship between sustainability measures and transportation practices, and examine how sustainable practices influence business performance in the construction industry. The project aims to provide valuable tools and insights for promoting sustainability in transportation and construction practices.
Advancing Construction Education through Innovative Pedagogical Approaches
The project focuses on improving construction management education by integrating new teaching methods and technologies. It includes studies on integrating laser scanning technology into the classroom, the link between students' math skills and success in construction courses, factors affecting success in professional exams, and the challenges and support systems for Native American engineering students in higher education.
Hariharan Naganathan | naganathanh@wit.edu | Office: Perini 101 R