Real-time monitoring of occupancy activities and window opening within buildings using an integrated deep learning-based approach for reducing energy demand

Occupancy-based HVAC control systems in buildings: A state-of-the-art review

(2021) Mohammad Esrafilian-Najafabadi et al.   BUILDING AND ENVIRONMENT

The impacts of occupant behavior on building energy consumption: A review

(2021) Shuo Chen et al.   Sustainable Energy Technologies and Assessments

Recent advances in deep learning for object detection

(2020) Xiongwei Wu et al.   NEUROCOMPUTING

Recent advances in deep learning

(2020) Xizhao Wang et al.   International Journal of Machine Learning and Cybernetics

Image-based construction of building energy models using computer vision

(2020) Ipek Gursel Dino et al.   AUTOMATION IN CONSTRUCTION

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

A novel operation approach for the energy efficiency improvement of the HVAC system in office spaces through real-time big data analytics

(2020) Wenzhuo Li et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Convolutional neural network–based person tracking using overhead views

(2020) Misbah Ahmad et al.   International Journal of Distributed Sensor Networks

Sensitivity of heating performance of an energy self-sufficient building to climate zone, climate change and HVAC system solutions

(2020) Tullio de Rubeis et al.   Sustainable Cities and Society

Forecasting office indoor CO2 concentration using machine learning with a one-year dataset

(2020) Johanna Kallio et al.   BUILDING AND ENVIRONMENT

A Computer Vision-Based Occupancy and Equipment Usage Detection Approach for Reducing Building Energy Demand

(2020) Paige Wenbin Tien et al.   Energies

Development of deep learning‐based equipment heat load detection for energy demand estimation and investigation of the impact of illumination

(2020) Shuangyu Wei et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Data-driven predictive control for unlocking building energy flexibility: A review

(2020) Anjukan Kathirgamanathan et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A deep learning and gamification approach to improving human-building interaction and energy efficiency in smart infrastructure

(2019) Ioannis C. Konstantakopoulos et al.   APPLIED ENERGY

Whole building energy model for HVAC optimal control: A practical framework based on deep reinforcement learning

(2019) Zhiang Zhang et al.   ENERGY AND BUILDINGS

Non-intrusive measurement method for the window opening behavior

(2019) Hengjie Zheng et al.   ENERGY AND BUILDINGS

Deep Learning for Detecting Building Defects Using Convolutional Neural Networks

(2019) Husein Perez et al.   SENSORS

Object Detection With Deep Learning: A Review

(2019) Zhong-Qiu Zhao et al.   IEEE Transactions on Neural Networks and Learning Systems

Energy performance assessment of HVAC commissioning using long-term monitoring data: A case study of the newly built office building in South Korea

(2019) Dong-Bae Kim et al.   ENERGY AND BUILDINGS

Deep-learning neural-network architectures and methods: Using component-based models in building-design energy prediction

(2018) Sundaravelpandian Singaravel et al.   ADVANCED ENGINEERING INFORMATICS

Using machine learning techniques for occupancy-prediction-based cooling control in office buildings

(2018) Yuzhen Peng et al.   APPLIED ENERGY

Human-building interaction at work: Findings from an interdisciplinary cross-country survey in Italy

(2018) Simona D'Oca et al.   BUILDING AND ENVIRONMENT

A study on influential factors of occupant window-opening behavior in an office building in China

(2018) Song Pan et al.   BUILDING AND ENVIRONMENT

The Impact of Building Occupant Behavior on Energy Efficiency and Methods to Influence It: A Review of the State of the Art

(2018) Antonio Paone et al.   Energies

A review of data-driven building energy consumption prediction studies

(2018) Kadir Amasyali et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Simulation-Based Evaluation and Optimization of Control Strategies in Buildings

(2018) Georgios Kontes et al.   Energies

Region-Based Convolutional Networks for Accurate Object Detection and Segmentation

(2016) Ross Girshick et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Human Movement Detection and Identification Using Pyroelectric Infrared Sensors

(2014) Jaeseok Yun et al.   SENSORS

Potential of natural ventilation in temperate countries – A case study of Denmark

(2013) Ivan Oropeza-Perez et al.   APPLIED ENERGY

Window opening behaviour modelled from measurements in Danish dwellings

(2013) Rune Andersen et al.   BUILDING AND ENVIRONMENT

Review of HVAC scheduling techniques for buildings towards energy-efficient and cost-effective operations

(2013) Mohamad Fadzli Haniff et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A real-time model predictive control for building heating and cooling systems based on the occupancy behavior pattern detection and local weather forecasting

(2013) Bing Dong et al.   Building Simulation

Occupants' window opening behaviour: A literature review of factors influencing occupant behaviour and models

(2012) Valentina Fabi et al.   BUILDING AND ENVIRONMENT

Building Environment Analysis Based on Temperature and Humidity for Smart Energy Systems

(2012) Jaeseok Yun et al.   SENSORS

Co-simulation of building energy and control systems with the Building Controls Virtual Test Bed

(2010) Michael Wetter   Journal of Building Performance Simulation