Year 2024 | Title (+DOI link) Ten questions concerning statistical data analysis in human-centric buildings research: A focus on thermal comfort investigations | Publication Building and Environment | Authors Matteo Favero, Salvatore Carlucci, Giorgia Chinazzo, Jan Kloppenborg Møller, Marcel Schweiker, Marika Vellei, Andrew Sonta | Type Journal | Code Quarto |
Year 2024 | Title (+DOI link) A multi-task deep reinforcement learning-based recommender system for co-optimizing energy, comfort, and air quality in commercial buildings with humans-in-the-loop | Publication Data-Centric Engineering | Authors Stephen Xia, Peter Wei, Yanchen Liu, Andrew Sonta, Xiaofan Jiang | Type Journal | Code |
Year 2024 | Title (+DOI link) Mind the hazard: Modeling and interpreting comfort with personalized sensing | Publication BuildSys | Authors Yufei Zhang, Matteo Favero, Patrick Chwalek, Sailin Zhong, Denis Lalanne, Joseph A Paradiso, Clayton Miller, Andrew Sonta | Type Conference | Code |
Year 2024 | Title (+DOI link) A data-driven framework for occupant-centric demand flexibility potential evaluation at scale | Publication BuildSys | Authors Yufei Zhang, Yang Deng, Rui Liang, Yaohui Liu, Dan Wang, Andrew Sonta | Type Conference | Code |
Year 2024 | Title (+DOI link) Understanding mobility behaviour in large housing estates: A critical application of the 15-minute city concept | Publication AESOP Annual Conference Proceedings | Authors Sandra Treija, Alisa Koroļova, Uģis Bratuškins, Andrew Sonta, Stefanie Rößler, Robert Hecht, Melinda Benkő, Thomas Verbeek, Elena Dimitrova | Type Conference | Code |
Year 2023 | Title (+DOI link) Rethinking walkability: Exploring the relationship between urban form and neighborhood social cohesion | Publication Sustainable Cities and Society | Authors Andrew Sonta, Xiaofan Jiang | Type Journal | Code Github |
Year 2023 | Title (+DOI link) OccuVAE: Integrating unsupervised occupancy inference in data-driven energy modeling for human-centric operation | Publication BuildSys | Authors Yufei Zhang, Andrew Sonta | Type Conference | Code |
Year 2023 | Title (+DOI link) RECA: A multi-task deep reinforcement learning-based recommender system for co-optimizing energy, comfort and air quality in commercial buildings | Publication BuildSys | Authors Stephen Xia, Peter Wei, Yanchen Liu, Andrew Sonta, Xiaofan Jiang | Type Conference | Code |
Year 2023 | Title (+DOI link) Detailed case studies | Publication Occupant-Centric Simulation-Aided Building Design | Authors Tareq Abuimara, Attila Kopányi, Jean Rouleau, Ye Kang, Andrew Sonta, et al. | Type Book Chapter | Code |
Year 2022 | Title (+DOI link) A global building occupant behavior database | Publication Scientific Data | Authors Bing Dong, …, Andrew Sonta, et al. | Type Journal | Code |
Year 2021 | Title (+DOI link) Magic walls | Publication Joule | Authors Andrew Sonta | Type Journal | Code |
Year 2021 | Title (+DOI link) Data-driven optimization of building layouts for energy efficiency | Publication Energy and Buildings | Authors Andrew Sonta, Thomas Dougherty, Rishee Jain | Type Journal | Code |
Year 2021 | Title (+DOI link) Data-driven simulation of room-level building energy consumption | Publication International Conference on Computing in Civil Engineering | Authors Andrew Sonta, Peter Wei, Yanchen Liu, Xiaofan Jiang | Type Conference | Code |
Year 2021 | Title (+DOI link) Intelligent network topology based post-pandemic reintroduction policies for offices | Publication BuildSys | Authors Thomas Dougherty, Andrew Sonta, Rishee Jain | Type Conference | Code |
Year 2020 | Title (+DOI link) Simulation-aided occupant-centric building design: A critical review of tools, methods, and applications | Publication Energy and Buildings | Authors Elie Azar, …, Andrew Sonta, et al. | Type Journal | Code |
Year 2020 | Title (+DOI link) Integrating social and environmental perspectives in building design and operation | Publication Stanford University | Authors Andrew Sonta | Type Doctoral Dissertation | Code |
Year 2020 | Title (+DOI link) Learning socio-organizational network structure in buildings with ambient sensing data | Publication Data-Centric Engineering | Authors Andrew Sonta, Rishee Jain | Type Journal | Code DOI |
Year 2019 | Title (+DOI link) Building relationships: Using embedded plug load sensors for occupant network inference | Publication IEEE Embedded Systems Letters | Authors Andrew Sonta, Rishee Jain | Type Journal | Code |
Year 2019 | Title (+DOI link) Optimizing neighborhood-scale walkability | Publication ASCE International Conference on Computing in Civil Engineering | Authors Andrew Sonta, Rishee Jain | Type Conference | Code |
Year 2019 | Title (+DOI link) Data-driven building layout optimization for energy efficiency | Publication International Conference on Applied Energy | Authors Andrew Sonta, Rishee Jain | Type Conference | Code |
Year 2018 | Title (+DOI link) Inferring occupant ties: Automated inference of occupant network structure in commercial buildings | Publication BuildSys | Authors Andrew Sonta, Rishee Jain | Type Conference | Code |
Year 2018 | Title (+DOI link) Understanding building occupant activities at scale: An integrated knowledge-based and data-driven approach | Publication Advanced Engineering Informatics | Authors Andrew Sonta, Perry Simmons, Rishee Jain | Type Journal | Code Github |
Year 2017 | Title (+DOI link) OESPG: Computational framework for multidimensional analysis of occupant energy use data in commercial buildings | Publication Journal of Computing in Civil Engineering | Authors Andrew Sonta, Rishee Jain, Rimas Gulbinas, Jose Moura, John Taylor | Type Journal | Code |
Year 2017 | Title (+DOI link) Towards automated inference of occupant behavioral dynamics using plug-load energy data | Publication ASCE International Workshop on Computing in Civil Engineering | Authors Andrew Sonta, Perry Simmons, Rishee Jain | Type Conference | Code |