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Articles

Agent-based and graphical modelling of building occupancy

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Pages 5-25 | Received 30 Jul 2010, Accepted 07 Oct 2010, Published online: 20 Jan 2011

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Ruoxi Jia & Costas Spanos. (2017) Occupancy modelling in shared spaces of buildings: a queueing approach. Journal of Building Performance Simulation 10:4, pages 406-421.
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Tae Wan Kim, Seung Hyun Cha & Youngchul Kim. (2016) A framework for evaluating user involvement methods in architectural, engineering, and construction projects. Architectural Science Review 59:2, pages 136-147.
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Crossref
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Crossref
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Crossref
Qinpeng Wang, Godfried Augenbroe, Ji-Hyun Kim & Li Gu. (2016) Meta-modeling of occupancy variables and analysis of their impact on energy outcomes of office buildings. Applied Energy 174, pages 166-180.
Crossref
Isabella Gaetani, Pieter-Jan Hoes & Jan L.M. Hensen. (2016) Occupant behavior in building energy simulation: Towards a fit-for-purpose modeling strategy. Energy and Buildings 121, pages 188-204.
Crossref
Junjing Yang, Mattheos Santamouris & Siew Eang Lee. (2016) Review of occupancy sensing systems and occupancy modeling methodologies for the application in institutional buildings. Energy and Buildings 121, pages 344-349.
Crossref
Ardeshir Mahdavi. 2016. Low Energy Low Carbon Architecture. Low Energy Low Carbon Architecture 137 158 .
Luis M. Candanedo & Véronique Feldheim. (2016) Accurate occupancy detection of an office room from light, temperature, humidity and CO 2 measurements using statistical learning models. Energy and Buildings 112, pages 28-39.
Crossref
Anna A. Adamopoulou, Athanasios M. Tryferidis & Dimitrios K. Tzovaras. (2016) A context-aware method for building occupancy prediction. Energy and Buildings 110, pages 229-244.
Crossref
A. Ebadat, G. Bottegal, M. Molinari, D. Varagnolo, B. Wahlberg, H. Hjalmarsson & K. H. Johansson. (2015) Multi-room occupancy estimation through adaptive gray-box models. Multi-room occupancy estimation through adaptive gray-box models.
Da Yan, William O’Brien, Tianzhen Hong, Xiaohang Feng, H. Burak Gunay, Farhang Tahmasebi & Ardeshir Mahdavi. (2015) Occupant behavior modeling for building performance simulation: Current state and future challenges. Energy and Buildings 107, pages 264-278.
Crossref
H. Burak Gunay, William O'Brien & Ian Beausoleil-Morrison. (2015) Development of an occupancy learning algorithm for terminal heating and cooling units. Building and Environment 93, pages 71-85.
Crossref
Zhenghua Chen, Jinming Xu & Yeng Chai Soh. (2015) Modeling regular occupancy in commercial buildings using stochastic models. Energy and Buildings 103, pages 216-223.
Crossref
Eoghan McKenna, Michal Krawczynski & Murray Thomson. (2015) Four-state domestic building occupancy model for energy demand simulations. Energy and Buildings 96, pages 30-39.
Crossref
Yoshiyuki Shimoda & Yohei Yamaguchi. (2015) Research and Development Trend of Energy End Use Model. IEEJ Transactions on Power and Energy 135:6, pages 347-350.
Crossref
Riccardo S. Risuleo, Marco Molinari, Giulio Bottegal, Håkan Hjalmarsson & Karl H. Johansson. (2015) A benchmark for data-based office modeling: challenges related to CO2 dynamics**The research leading to these results has received funding from the European Union Seventh Framework Programme [FP7/2007-2013] under grant agreement nffi257462 HYCON2 Network of excellence, the European Institute of Technology (EIT) Information and Communication Technology (ICT) Labs, the Swedish Energy Agency, the Swedish Governmental Agency for Innovation Systems (VINNOVA), the Knut and Alice Wallenberg Foundation, the European Research Council under the advanced grant LEARN, contract 267381 and from the Swedish Research Council under contract 621-2009-4017.. IFAC-PapersOnLine 48:28, pages 1256-1261.
Crossref
Ardeshir Mahdavi & Farhang Tahmasebi. (2015) Predicting people's presence in buildings: An empirically based model performance analysis. Energy and Buildings 86, pages 349-355.
Crossref
Ming Jin, Ruoxi Jia, Zhaoyi Kang, Ioannis C. Konstantakopoulos & Costas J. Spanos. (2014) PresenceSense. PresenceSense.
Abhinandan Majumdar, Jason L. Setter, Justin R. Dobbs, Brandon M. Hencey & David H. Albonesi. (2014) Energy-comfort optimization using discomfort history and probabilistic occupancy prediction. Energy-comfort optimization using discomfort history and probabilistic occupancy prediction.
Justin R. Dobbs & Brandon M. Hencey. (2014) Model predictive HVAC control with online occupancy model. Energy and Buildings 82, pages 675-684.
Crossref
Jie Zhao, Bertrand Lasternas, Khee Poh Lam, Ray Yun & Vivian Loftness. (2014) Occupant behavior and schedule modeling for building energy simulation through office appliance power consumption data mining. Energy and Buildings 82, pages 341-355.
Crossref
Zhenghua Chen & Yeng Chai Soh. (2014) Modeling building occupancy using a novel inhomogeneous Markov chain approach. Modeling building occupancy using a novel inhomogeneous Markov chain approach.
Heng-Tao Wang, Qing-Shan Jia, Chen Song, Ruixi Yuan & Xiaohong Guan. (2014) Building occupant level estimation based on heterogeneous information fusion. Information Sciences 272, pages 145-157.
Crossref
Justin R. Dobbs & Brandon M. Hencey. (2014) Predictive HVAC control using a Markov occupancy model. Predictive HVAC control using a Markov occupancy model.
Jonathan Brooks & Prabir Barooah. (2014) Energy-efficient control of under-actuated HVAC zones in buildings. Energy-efficient control of under-actuated HVAC zones in buildings.
S. H. Cha & T. W. Kim. (2014) A Conceptual Framework for Developing Indoor Spatial Choice Model. International Journal of Engineering and Technology 6:5, pages 386-391.
Crossref
Paolo Gaudiano. (2013) Agent-based simulation as a tool for the built environment. Annals of the New York Academy of Sciences 1295:1, pages 26-33.
Crossref
Siddharth Goyal, Herbert A. Ingley & Prabir Barooah. (2013) Occupancy-based zone-climate control for energy-efficient buildings: Complexity vs. performance. Applied Energy 106, pages 209-221.
Crossref
Massimiliano Manfren, Niccolò Aste & Reza Moshksar. (2013) Calibration and uncertainty analysis for computer models – A meta-model based approach for integrated building energy simulation. Applied Energy 103, pages 627-641.
Crossref
Frauke Oldewurtel, David Sturzenegger & Manfred Morari. (2013) Importance of occupancy information for building climate control. Applied Energy 101, pages 521-532.
Crossref
Anil Aswani, Neal Master, Jay Taneja, Andrew Krioukov, David Culler & Claire Tomlin. (2012) Energy-Efficient Building HVAC Control Using Hybrid System LBMPC. IFAC Proceedings Volumes 45:17, pages 496-501.
Crossref
Chenda Liao & Prabir Barooah. (2011) A novel stochastic agent-based model of building occupancy. A novel stochastic agent-based model of building occupancy.
Chuang Wang, Da Yan & Yi Jiang. (2011) A novel approach for building occupancy simulation. Building Simulation 4:2, pages 149-167.
Crossref

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