no code implementations • 4 Dec 2023 • Ting-Yu Dai, Dev Niyogi, Zoltan Nagy
Urban Building Energy Modeling (UBEM) is an emerging method to investigate urban design and energy systems against the increasing energy demand at urban and neighborhood levels.
1 code implementation • 12 Jul 2023 • Chun Fu, Matias Quintana, Zoltan Nagy, Clayton Miller
Another challenge is the lack of application of state-of-the-art imputation methods for missing gaps in energy data.
no code implementations • 24 Jun 2023 • Truong X. Nghiem, Ján Drgoňa, Colin Jones, Zoltan Nagy, Roland Schwan, Biswadip Dey, Ankush Chakrabarty, Stefano Di Cairano, Joel A. Paulson, Andrea Carron, Melanie N. Zeilinger, Wenceslao Shaw Cortez, Draguna L. Vrabie
Specifically, the paper covers an overview of the theory, fundamental concepts and methods, tools, and applications on topics of: 1) physics-informed learning for system identification; 2) physics-informed learning for control; 3) analysis and verification of PIML models; and 4) physics-informed digital twins.
no code implementations • 31 Dec 2022 • Kingsley Nweye, Siva Sankaranarayanan, Zoltan Nagy
To restore reliability, grid-interactive efficient buildings can provide flexibility services to the grid through demand response.
no code implementations • 25 Nov 2021 • Kingsley Nweye, Bo Liu, Peter Stone, Zoltan Nagy
Building upon prior research that highlighted the need for standardizing environments for building control research, and inspired by recently introduced challenges for real life reinforcement learning control, here we propose a non-exhaustive set of nine real world challenges for reinforcement learning control in grid-interactive buildings.
Model Predictive Control Multi-agent Reinforcement Learning +2
no code implementations • 17 Oct 2021 • Kingsley Nweye, Zoltan Nagy
HVAC systems account for a significant portion of building energy use.
no code implementations • 12 Oct 2021 • Aisling Pigott, Constance Crozier, Kyri Baker, Zoltan Nagy
Increasing amounts of distributed generation in distribution networks can provide both challenges and opportunities for voltage regulation across the network.
1 code implementation • 18 Dec 2020 • Jose R Vazquez-Canteli, Sourav Dey, Gregor Henze, Zoltan Nagy
Rapid urbanization, increasing integration of distributed renewable energy resources, energy storage, and electric vehicles introduce new challenges for the power grid.
3 code implementations • 14 Jul 2020 • Clayton Miller, Pandarasamy Arjunan, Anjukan Kathirgamanathan, Chun Fu, Jonathan Roth, June Young Park, Chris Balbach, Krishnan Gowri, Zoltan Nagy, Anthony Fontanini, Jeff Haberl
This launch marked the third energy prediction competition from ASHRAE and the first since the mid-1990s.
Computers and Society
2 code implementations • 3 Jun 2020 • Clayton Miller, Anjukan Kathirgamanathan, Bianca Picchetti, Pandarasamy Arjunan, June Young Park, Zoltan Nagy, Paul Raftery, Brodie W. Hobson, Zixiao Shi, Forrest Meggers
This paper describes an open data set of 3, 053 energy meters from 1, 636 non-residential buildings with a range of two full years (2016 and 2017) at an hourly frequency (17, 544 measurements per meter resulting in approximately 53. 6 million measurements).
Applications
no code implementations • 4 Jun 2018 • Farid Khosravikia, Yasaman Zeinali, Zoltan Nagy, Patricia Clayton, Ellen M. Rathje
Parts of Texas, Oklahoma, and Kansas have experienced increased rates of seismicity in recent years, providing new datasets of earthquake recordings to develop ground motion prediction models for this particular region of the Central and Eastern North America (CENA).