标题
Occupancy-based HVAC control systems in buildings: A state-of-the-art review
作者
关键词
Occupancy prediction, Model predictive control (MPC), Machine learning, Rule-based control, Reactive control, Energy efficiency
出版物
BUILDING AND ENVIRONMENT
Volume 197, Issue -, Pages 107810
出版商
Elsevier BV
发表日期
2021-03-27
DOI
10.1016/j.buildenv.2021.107810
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Extracting energy-related knowledge from mining occupants’ behavioral data in residential buildings
- (2021) Sajad M.R. Khani et al. Journal of Building Engineering
- Energy saving impact of occupancy-driven thermostat for residential buildings
- (2020) Chenli Wang et al. ENERGY AND BUILDINGS
- Sensitivity analysis of probabilistic occupancy prediction model using big data
- (2020) Shide Salimi et al. BUILDING AND ENVIRONMENT
- Characterizing Variations in the Indoor Temperature and Humidity of Guest Rooms with an Occupancy-Based Climate Control Technology
- (2020) Hyojin Kim et al. Energies
- A review of studies applying machine learning models to predict occupancy and window-opening behaviours in smart buildings
- (2020) Xilei Dai et al. ENERGY AND BUILDINGS
- Reinforcement learning for building controls: The opportunities and challenges
- (2020) Zhe Wang et al. APPLIED ENERGY
- Optimizing energy consumption and occupants comfort in open-plan offices using local control based on occupancy dynamic data
- (2020) Shide Salimi et al. BUILDING AND ENVIRONMENT
- Evaluation of occupancy-based temperature controls on energy performance of KSA residential buildings
- (2020) Moncef Krarti ENERGY AND BUILDINGS
- A review of building occupancy measurement systems
- (2020) Kailai Sun et al. ENERGY AND BUILDINGS
- A review of the-state-of-the-art in data-driven approaches for building energy prediction
- (2020) Ying Sun et al. ENERGY AND BUILDINGS
- Development and Evaluation of Occupancy-Aware HVAC Control for Residential Building Energy Efficiency and Occupant Comfort
- (2020) Christina Turley et al. Energies
- Simulation-aided occupant-centric building design: A critical review of tools, methods, and applications
- (2020) Elie Azar et al. ENERGY AND BUILDINGS
- Human-in-the-loop HVAC operations: A quantitative review on occupancy, comfort, and energy-efficiency dimensions
- (2019) Wooyoung Jung et al. APPLIED ENERGY
- Occupancy prediction model for open-plan offices using real-time location system and inhomogeneous Markov chain
- (2019) Shide Salimi et al. BUILDING AND ENVIRONMENT
- Comparison of machine learning models for occupancy prediction in residential buildings using connected thermostat data
- (2019) Brent Huchuk et al. BUILDING AND ENVIRONMENT
- Real-time occupancy prediction in a large exhibition hall using deep learning approach
- (2019) Seonghyeon Kim et al. ENERGY AND BUILDINGS
- Whole building energy model for HVAC optimal control: A practical framework based on deep reinforcement learning
- (2019) Zhiang Zhang et al. ENERGY AND BUILDINGS
- A critical review of field implementations of occupant-centric building controls
- (2019) June Young Park et al. BUILDING AND ENVIRONMENT
- Using machine learning techniques for occupancy-prediction-based cooling control in office buildings
- (2018) Yuzhen Peng et al. APPLIED ENERGY
- Multiple perspectives of the value of occupancy-based HVAC control systems
- (2018) Leila Nikdel et al. BUILDING AND ENVIRONMENT
- A novel feature selection framework with Hybrid Feature-Scaled Extreme Learning Machine (HFS-ELM) for indoor occupancy estimation
- (2018) Mustafa K. Masood et al. ENERGY AND BUILDINGS
- A review of occupant-centric building control strategies to reduce building energy use
- (2018) Sophie Naylor et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Simulation-Based Evaluation and Optimization of Control Strategies in Buildings
- (2018) Georgios Kontes et al. Energies
- A systematic feature selection procedure for short-term data-driven building energy forecasting model development
- (2018) Liang Zhang et al. ENERGY AND BUILDINGS
- Critical review and research roadmap of office building energy management based on occupancy monitoring
- (2018) Shide Salimi et al. ENERGY AND BUILDINGS
- Assessing the impacts of real-time occupancy state transitions on building heating/cooling loads
- (2017) Zheng Yang et al. ENERGY AND BUILDINGS
- Turning up the heat on obsolete thermostats: A simulation-based comparison of intelligent control approaches for residential heating systems
- (2017) Florian Nägele et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Development of an occupancy prediction model using indoor environmental data based on machine learning techniques
- (2016) Seung Ho Ryu et al. BUILDING AND ENVIRONMENT
- Do occupancy-responsive learning thermostats save energy? A field study in university residence halls
- (2016) Marco Pritoni et al. ENERGY AND BUILDINGS
- A context-aware method for building occupancy prediction
- (2016) Anna A. Adamopoulou et al. ENERGY AND BUILDINGS
- Occupancy behavior based model predictive control for building indoor climate—A critical review
- (2016) Amin Mirakhorli et al. ENERGY AND BUILDINGS
- Experimental evaluation of the performance of chair sensors in an office space for occupancy detection and occupancy-driven control
- (2016) Timilehin Labeodan et al. ENERGY AND BUILDINGS
- Satisfaction based Q-learning for integrated lighting and blind control
- (2016) Zhijin Cheng et al. ENERGY AND BUILDINGS
- Experimental study of occupancy-based control of HVAC zones
- (2015) Siddharth Goyal et al. APPLIED ENERGY
- Modeling regular occupancy in commercial buildings using stochastic models
- (2015) Zhenghua Chen et al. ENERGY AND BUILDINGS
- Occupancy measurement in commercial office buildings for demand-driven control applications—A survey and detection system evaluation
- (2015) Timilehin Labeodan et al. ENERGY AND BUILDINGS
- A Novel Dual Iterative $Q$-Learning Method for Optimal Battery Management in Smart Residential Environments
- (2015) Qinglai Wei et al. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
- Smart Home in Smart Microgrid: A Cost-Effective Energy Ecosystem With Intelligent Hierarchical Agents
- (2015) Bingnan Jiang et al. IEEE Transactions on Smart Grid
- Predicting household occupancy for smart heating control: A comparative performance analysis of state-of-the-art approaches
- (2014) Wilhelm Kleiminger et al. ENERGY AND BUILDINGS
- Occupancy-based zone-climate control for energy-efficient buildings: Complexity vs. performance
- (2013) Siddharth Goyal et al. APPLIED ENERGY
- Human-Building Interaction Framework for Personalized Thermal Comfort-Driven Systems in Office Buildings
- (2013) Farrokh Jazizadeh et al. JOURNAL OF COMPUTING IN CIVIL ENGINEERING
- Occupancy Prediction Algorithms for Thermostat Control Systems Using Mobile Devices
- (2013) Seungwoo Lee et al. IEEE Transactions on Smart Grid
- Importance of occupancy information for building climate control
- (2012) Frauke Oldewurtel et al. APPLIED ENERGY
- Energy intelligent buildings based on user activity: A survey
- (2012) Tuan Anh Nguyen et al. ENERGY AND BUILDINGS
- How people use thermostats in homes: A review
- (2011) Therese Peffer et al. BUILDING AND ENVIRONMENT
- Demand Side Management: Demand Response, Intelligent Energy Systems, and Smart Loads
- (2011) Peter Palensky et al. IEEE Transactions on Industrial Informatics
- Agent-based and graphical modelling of building occupancy
- (2011) Chenda Liao et al. Journal of Building Performance Simulation
- The dark side of occupants’ behaviour on building energy use
- (2009) O.T. Masoso et al. ENERGY AND BUILDINGS
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started