| 2026 | Urban forms across continents: A data-driven comparison of Lausanne and Philadelphia | Transportation Research Interdisciplinary Perspectives | Arthur Carmès, Léo Catteau, Andrew Sonta, Arash Tavakoli | Journal | Github |
| 2025 | OccuEMBED: Occupancy Extraction Merged with Building Energy Disaggregation for occupant-responsive operation at scale | Energy and Buildings | Yufei Zhang, Andrew Sonta | Journal | Github |
| 2025 | Data-driven insights on urban walkability: Modeling the relationships between urban form and pedestrian activity | Preprint | Kanaha Shoji, Benjamin Tarver, Andrew Sonta | Journal | |
| 2025 | Development of a blind control occupant behaviour model (BC-OBM) based on contextual and time-related factors through supervised machine learning approaches | Building and Environment | Tarun Verma,
Padmanaban Gopalakrishnan, Andrew Sonta | Journal | |
| 2025 | Personalized Environmental Control Systems (PECS): Systematic review of benefits for thermal comfort, air quality, health, and human performance | Building and Environment | Dolaana Khovalyg, …, Matteo Favero, …, Andrew Sonta et al. | Journal | |
| 2025 | Personalized Environmental Control Systems (PECS): A systematic review of performance evaluation methods for thermal comfort, air quality and energy | Building and Environment | Douaa Al-Assad, …, Matteo Favero, …, Andrew Sonta et al. | Journal | |
| 2025 | Human-centric buildings for a changing climate: Introducing a new International Energy Agency research network | Energy and Buildings | Julia Day, …, Andrew Sonta et al. | Journal | |
| 2025 | Stop adjusting for anything: How the backdoor and adjustment criteria empower causal occupant-centric research | Building and Environment | Jian Pan, Matteo Favero, Andrew Sonta, Ruiji Sun, Julia Damrath, Marcel Schweiker | Journal | Github |
| 2025 | Multi-modal prediction of building energy efficiency using apartment listing data | EG-ICE | Andrew Sonta, Gilles de Waha, Matthew Morvan, Silvia Romanato, Helena Hauser, Sebastien Houde, Harald Mayr | Conference | |
| 2025 | Non-intrusive energy state monitoring for occupancy driven load management of residential units | CISBAT | Vasantha Ramani, Yufei Zhang, Andrew Sonta | Conference | |
| 2025 | Data-driven modeling for occupant-centric and energy-flexible buildings: Integrating occupancy inference and ventilation modeling | CISBAT | Yufei Zhang, Bowen Du, Wei Jia, Dusan Licina, Andrew Sonta | Conference | |
| 2025 | Predicting sex-based thermal sensation differences: a multilevel ordinal regression approach | Building Simulation (IBPSA) | Matteo Favero, Marika Vellei, Andrew Sonta | Conference | |
| 2024 | Ten questions concerning statistical data analysis in human-centric buildings research: A focus on thermal comfort investigations | Building and Environment | Matteo Favero, Salvatore Carlucci, Giorgia Chinazzo, Jan Kloppenborg Møller, Marcel Schweiker, Marika Vellei, Andrew Sonta | Journal | Quarto |
| 2024 | 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 | Data-Centric Engineering | Stephen Xia, Peter Wei, Yanchen Liu, Andrew Sonta, Xiaofan Jiang | Journal | |
| 2024 | Mind the hazard: Modeling and interpreting comfort with personalized sensing | BuildSys | Yufei Zhang, Matteo Favero, Patrick Chwalek, Sailin Zhong, Denis Lalanne, Joseph A Paradiso, Clayton Miller, Andrew Sonta | Conference | |
| 2024 | A data-driven framework for occupant-centric demand flexibility potential evaluation at scale | BuildSys | Yufei Zhang, Yang Deng, Rui Liang, Yaohui Liu, Dan Wang, Andrew Sonta | Conference | |
| 2024 | Toward data-driven urban walkability: Developing an empirical understanding of walking behavior and urban form | International Conference on Computing in Civil Engineering | Kanaha Shoji, Andrew Sonta | Conference | |
| 2024 | Synthetic data simulation to assess the effects of modeling assumptions in thermal comfort data analysis and inference | International Conference on Computing in Civil Engineering | Matteo Favero, Andrew Sonta | Conference | |
| 2024 | Understanding mobility behaviour in large housing estates: A critical application of the 15-minute city concept | AESOP Annual Conference Proceedings | Sandra Treija, Alisa Koroļova, Uģis Bratuškins, Andrew Sonta, Stefanie Rößler, Robert Hecht, Melinda Benkő, Thomas Verbeek, Elena Dimitrova | Conference | |
| 2023 | Rethinking walkability: Exploring the relationship between urban form and neighborhood social cohesion | Sustainable Cities and Society | Andrew Sonta, Xiaofan Jiang | Journal | Github |
| 2023 | OccuVAE: Integrating unsupervised occupancy inference in data-driven energy modeling for human-centric operation | BuildSys | Yufei Zhang, Andrew Sonta | Conference | |
| 2023 | RECA: A multi-task deep reinforcement learning-based recommender system for co-optimizing energy, comfort and air quality in commercial buildings | BuildSys | Stephen Xia, Peter Wei, Yanchen Liu, Andrew Sonta, Xiaofan Jiang | Conference | |
| 2023 | Detailed case studies | Occupant-Centric Simulation-Aided Building Design | Tareq Abuimara, Attila Kopányi, Jean Rouleau, Ye Kang, Andrew Sonta, et al. | Book Chapter | |
| 2022 | A global building occupant behavior database | Scientific Data | Bing Dong, …, Andrew Sonta, et al. | Journal | |
| 2021 | Magic walls | Joule | Andrew Sonta | Journal | |
| 2021 | Data-driven optimization of building layouts for energy efficiency | Energy and Buildings | Andrew Sonta, Thomas Dougherty, Rishee Jain | Journal | |
| 2021 | Data-driven simulation of room-level building energy consumption | International Conference on Computing in Civil Engineering | Andrew Sonta, Peter Wei, Yanchen Liu, Xiaofan Jiang | Conference | |
| 2021 | Intelligent network topology based post-pandemic reintroduction policies for offices | BuildSys | Thomas Dougherty, Andrew Sonta, Rishee Jain | Conference | |
| 2020 | Simulation-aided occupant-centric building design: A critical review of tools, methods, and applications | Energy and Buildings | Elie Azar, …, Andrew Sonta, et al. | Journal | |
| 2020 | Integrating social and environmental perspectives in building design and operation | Stanford University | Andrew Sonta | Doctoral Dissertation | |
| 2020 | Learning socio-organizational network structure in buildings with ambient sensing data | Data-Centric Engineering | Andrew Sonta, Rishee Jain | Journal | DOI |
| 2019 | Building relationships: Using embedded plug load sensors for occupant network inference | IEEE Embedded Systems Letters | Andrew Sonta, Rishee Jain | Journal | |
| 2019 | Optimizing neighborhood-scale walkability | ASCE International Conference on Computing in Civil Engineering | Andrew Sonta, Rishee Jain | Conference | |
| 2019 | Data-driven building layout optimization for energy efficiency | International Conference on Applied Energy | Andrew Sonta, Rishee Jain | Conference | |
| 2018 | Inferring occupant ties: Automated inference of occupant network structure in commercial buildings | BuildSys | Andrew Sonta, Rishee Jain | Conference | |
| 2018 | Understanding building occupant activities at scale: An integrated knowledge-based and data-driven approach | Advanced Engineering Informatics | Andrew Sonta, Perry Simmons, Rishee Jain | Journal | Github |
| 2017 | OESPG: Computational framework for multidimensional analysis of occupant energy use data in commercial buildings | Journal of Computing in Civil Engineering | Andrew Sonta, Rishee Jain, Rimas Gulbinas, Jose Moura, John Taylor | Journal | |
| 2017 | Towards automated inference of occupant behavioral dynamics using plug-load energy data | ASCE International Workshop on Computing in Civil Engineering | Andrew Sonta, Perry Simmons, Rishee Jain | Conference | |
