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 | |