Smart Buildings and Smart Cities (Machine Learning, AI, IoT)
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Paper Title | Author(s) | Organization(s) |
|---|---|---|
| A model-based predictive control method for thermal environment in low-energy buildings | Chen, Yibo (1); Berardi, Umberto (2); Liang, Er (1); Cui, Guoyou (3); Jiang, Xin (1) | 1: School of Civil Engineering, Zhengzhou University, Zhengzhou, 450000, China; 2: Faculty of Engineering and Architectural Science, Ryerson University, 325 Church Street, Toronto, Canada; 3: Fivewin Architecture Technology Group, Zhengzhou, 450000, China |
| Agent-based Decentralized Energy Management with Distributed Intelligence for HVAC Control | Hussain, Syed Asad (1); Jayasena, Amindha (1); Wang, Lan (2); Lee, Eric Wai Ming (3); Kwok Kit Yuen, Richard (3); Sadiq, Rehan (1); Hewage, Kasun (1) | 1: Life Cycle Management Laboratory (LCML) at the School of Engineering, The University of British Columbia, Canada; 2: School of Mechanics and Construction Engineering, Jinan University, Guang Zhou, China; 3: Department of Architecture and Civil Engineering, City University of Hong Kong, Kowloon, Hong Kong |
| Data-driven predictive control (DDPC) with deep neural networks for building energy savings | Fontenot, Hannah (1); Dong, Bing (1); Zhou, Zhi (2) | 1: Syracuse University, USA; 2: Argonne National Laboratory, USA |
| Developing a Window Control Algorithm Based on Reinforcement Learning for Indoor PM2.5 Mitigation | An, Yuting (1); Xia, Tongling (1); You, Ruoyu (2); Lai, Dayi (3); Liu, Junjie (4); Chen, Chun (1,5) | 1: Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, N.T., 999077, Hong Kong SAR, China; 2: Department of Building Services Engineering, The Hong Kong Polytechnic University, Kowloon, 999077, Hong Kong SAR, China; 3: School of Design, Shanghai Jiao Tong University, Shanghai, 200240, China; 4: Tianjin Key Lab of Indoor Air Environmental Quality Control, School of Environmental Science and Engineering, Tianjin University, Tianjin, 300072, China; 5: Shenzhen Research Institute, The Chinese University of Hong Kong, Shenzhen, 518057, China |
| Effect of Thermal Energy Meter Density and Configuration on Disaggregation Accuracy | Zaeri Esfahani, Narges (1); Gunay, Burak (1); Ashouri, Araz (1,2) | 1: Carleton University, Canada; 2: Department of Civil and Environmental Engineering, Carleton University, Ottawa, Canada |
| Fairness-aware Regression Models for Building Energy Prediction to Achieve Uniform Performance | Sun, Ying (1); Haghighat, Fariborz (1); Fung, Benjamin C. M. (2) | 1: Concordia University, Canada; 2: School of Information Studies, McGill University, Canada |
| Impact of Zoning Definition on Electrical Heating Systems Flexibility Potential in Residential Buildings: A Quebec Case Study | Hosseini, Sayed Saeed (1); Vallianos, Charalampos (2); Agbossou, Kodjo (1); Athienitis, Andreas (2); Delcroix, Benoit (3); Henao, Nilson (1); Rao, Jiwu (2); Kelouwani, Sousso (4) | 1: Department of Electrical and Computer Engineering, Smart energy research and innovation laboratory, Hydrogen Research Institute, University of Quebec at Trois-Rivieres, Trois-Rivieres, Canada; 2: Centre for Zero Energy Building Studies, Department of Building, Civil and Environmental Engineering, Concordia University, Montreal, Canada; 3: Hydro-Quebec Institute of Research, Energy Technologies Laboratory, Shawinigan, Canada; 4: Department of Mechanical Engineering, Smart energy research and innovation laboratory, Hydrogen Research Institute, University of Quebec at Trois-Rivieres, Trois-Rivieres, Canada |
| Model-Free Reinforcement Learning Based Control for Radiant Floor Heating Systems | Han, Xu (1,2); Malkawi, Ali (1,2) | 1: Graduate School of Design, Harvard University, Cambridge, MA 02138, USA; 2: Center for Green Buildings and Cities, Harvard University, Cambridge, MA 02138, USA |
| Quantifying energy usage and savings in IoT control retrofitted Canadian small commercial buildings. | Huchuk, Brent (1); Bahiraei, Farid (1); Goodman, Jared (2); Avadaiappan, Rajendran (2) | 1: National Research Council; 2: Energy Metrics LLC |
| Research on energy saving control of GSHP in a factory in Shanghai based on PSO algorithm | Miao, Yurun; Xiong, Lei; Fan, Xinzhou; Yao, Ye | Shanghai Jiao Tong University, China, People's Republic of |
| Socio-technical challenges to operational energy management in buildings: Semi-structured interviews with two facility management companies | Brackley, Connor (1); Nojedehi, Pedram (2); Darwazeh, Darwish (2); O’Brien, William (2); Ouf, Mohamed M. (1) | 1: Department of Building, Civil and Environmental Engineering, Concordia University, Canada; 2: Department of Civil and Environmental Engineering, Carleton University, Canada |
| Sustainable Policy Design - How Policy impacts Household Waste Management: A Case-study from Shanghai | Du, Wenhang (1); Yang, Jiami (1); Chen, Tianyu (1); Yao, Jinli (1); Yan, Jun (1); Ge, Hua (1); Bhuiyan, Nadia (1); Zhou, Fayi (2); Liu, Xiao (3); Zeng, Yong (1) | 1: Concordia University, Canada; 2: Edmonton Power Corporation; 3: Shanghai Jiaotong University |
| Time-Resolved Neural Network Surrogate Models as Digital Twins | Kotha, Rajeev; Lédée, François; Shamsi, Mohammad Haris; Evins, Ralph | University of Victoria, Canada |