About
I am a Ph.D. candidate in the Department of Mechanical Engineering at Texas A&M University, working with Dr. Zheng O'Neill in the Building Energy and HVAC&R Research Group.
Before joining Texas A&M, I received my M.S. in HVAC & Gas Engineering from Tongji University, where my thesis developed a hybrid energy consumption prediction model for office buildings based on heterogeneous data, advised by Prof. Peng Xu. I received my B.E. in Built Environment (with a minor in Business Administration) from Chongqing University, where my thesis explored the automatic design of HVAC systems based on Building Information Modeling (BIM).
I also worked as a Machine Learning Research Intern at Hewlett Packard Enterprise, developing reinforcement learning control for data center liquid cooling systems, and as a Graduate Research Intern at Oak Ridge National Laboratory, developing control-oriented models and conducting field tests of model-predictive control strategies for grid-interactive commercial buildings.
Read more on my CV.
Selected Publications
View All →Cleanroom environmental control systems: review of research landscape and control strategies
Mingyue Guo, Z. O'Neill, Z. Yang, J. Wen, W. Sun
Energy and Buildings
Current and Future Residential Electricity Demand Using Large-Scale Smart Meter Data in a Changing Climate
Mingyue Guo, Y. Choi, S.-M. Cheong, Z. O'Neill
Sustainable Cities and Society
Deploying advanced supervisory control strategies to small- and medium-sized commercial buildings: Case study and lessons learned
Mingyue Guo, B. Liu, S. Huang, J. Dong, J. Lian, Z. O'Neill
Energy and Buildings
Exploring and field-demonstrating geofence-based occupancy-centric control in residential buildings
Mingyue Guo, B. Smith-Cortez, Z. O'Neill, T. Firsich, Z. Yang
Energy and Buildings
Building energy modelling based on building information modelling: the remaining problems and a more robust method
Mingyue Guo, P. Xu, H. Wang, J. Gu, Z. Chen
Proceedings of the 18th International Building Simulation Conference of IBPSA
News
My first-authored paper about cleanroom control strategies got accpeted.
I passed the PhD preliminary exam! 🎉