Occupant-centered real-time control of indoor temperature using deep learning algorithms

A knowledge‐enhanced deep reinforcement learning‐based shape optimizer for aerodynamic mitigation of wind‐sensitive structures

(2021) Shaopeng Li et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Optimal planning of a rooftop PV system using GIS-based reinforcement learning

(2021) Seunghoon Jung et al.   APPLIED ENERGY

Changes in energy consumption according to building use type under COVID-19 pandemic in South Korea

(2021) Hyuna Kang et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Deep reinforcement learning for long‐term pavement maintenance planning

(2020) Linyi Yao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Development and validation of a smart HVAC control system for multi-occupant offices by using occupants’ physiological signals from wristband

(2020) Zhipeng Deng et al.   ENERGY AND BUILDINGS

Impact of sedentarism due to the COVID-19 home confinement on neuromuscular, cardiovascular and metabolic health: Physiological and pathophysiological implications and recommendations for physical and nutritional countermeasures

(2020) Marco Narici et al.   European Journal of Sport Science

A Multi-Objective Approach for Optimal Energy Management in Smart Home Using the Reinforcement Learning

(2020) Muhammad Diyan et al.   SENSORS

Determining the optimal set-point temperature considering both labor productivity and energy saving in an office building

(2020) Hakpyeong Kim et al.   APPLIED ENERGY

A psychophysiological effect of indoor thermal condition on college students’ learning performance through EEG measurement

(2020) Hakpyeong Kim et al.   BUILDING AND ENVIRONMENT

Metabolic rate estimation method using image deep learning

(2020) Hooseung Na et al.   Building Simulation

DeepComfort: Energy-Efficient Thermal Comfort Control in Buildings Via Reinforcement Learning

(2020) Guanyu Gao et al.   IEEE Internet of Things Journal

Performance assessment of low-cost environmental monitors and single sensors under variable indoor air quality and thermal conditions

(2020) Ingrid Demanega et al.   BUILDING AND ENVIRONMENT

Exploring the effects of California's COVID-19 shelter-in-place order on household energy practices and intention to adopt smart home technologies

(2020) C. Zanocco et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

1D convolutional neural networks and applications: A survey

(2020) Serkan Kiranyaz et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Energy optimization associated with thermal comfort and indoor air control via a deep reinforcement learning algorithm

(2019) William Valladares et al.   BUILDING AND ENVIRONMENT

Thermal Comfort-Based Personalized Models with Non-Intrusive Sensing Technique in Office Buildings

(2019) Siliang Lu et al.   Applied Sciences-Basel

Construction of Indoor Thermal Comfort Environmental Monitoring System Based on the IoT Architecture

(2019) Wen-Tsai Sung et al.   Journal of Sensors

Indoor thermal environment optimal control for thermal comfort and energy saving based on online monitoring of thermal sensation

(2019) Wei Li 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

Automated classification of indoor environmental quality control using stacked ensembles based on electroencephalograms

(2019) Jimin Kim et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Evaluating the suitability of standard thermal comfort approaches for hospital patients in air-conditioned environments in hot climates

(2019) Badr S. Alotaibi et al.   BUILDING AND ENVIRONMENT

Experimental investigation into the effects of different metabolic rates of body movement on thermal comfort

(2019) Yuchun Zhang et al.   BUILDING AND ENVIRONMENT

Real-time human activity recognition from accelerometer data using Convolutional Neural Networks

(2018) Andrey Ignatov   APPLIED SOFT COMPUTING

Personal comfort models – A new paradigm in thermal comfort for occupant-centric environmental control

(2018) Joyce Kim et al.   BUILDING AND ENVIRONMENT

Individual difference in thermal comfort: A literature review

(2018) Zhe Wang et al.   BUILDING AND ENVIRONMENT

Human metabolic rate and thermal comfort in buildings: The problem and challenge

(2018) Maohui Luo et al.   BUILDING AND ENVIRONMENT

Divide and Conquer-Based 1D CNN Human Activity Recognition Using Test Data Sharpening

(2018) et al.   SENSORS

Integrated Method for Personal Thermal Comfort Assessment and Optimization through Users’ Feedback, IoT and Machine Learning: A Case Study †

(2018) Francesco Salamone et al.   SENSORS

Novel approaches to human activity recognition based on accelerometer data

(2018) Artur Jordao et al.   Signal Image and Video Processing

LightLearn: An adaptive and occupant centered controller for lighting based on reinforcement learning

(2018) June Young Park et al.   BUILDING AND ENVIRONMENT

The uncertainty of subjective thermal comfort measurement

(2018) Jingyi Wang et al.   ENERGY AND BUILDINGS

Application of a new 13-value thermal comfort scale to moderate environments

(2016) C. Buratti et al.   APPLIED ENERGY

Evaluation of thermal comfort in an historical Italian opera theatre by the calculation of the neutral comfort temperature

(2016) P. Ricciardi et al.   BUILDING AND ENVIRONMENT

Green data center with IoT sensing and cloud-assisted smart temperature control system

(2016) Qiang Liu et al.   Computer Networks

The underlying linkage between personal control and thermal comfort: Psychological or physical effects?

(2016) Maohui Luo et al.   ENERGY AND BUILDINGS

Outdoor Temperature, Heart Rate and Blood Pressure in Chinese Adults: Effect Modification by Individual Characteristics

(2016) Lina Madaniyazi et al.   Scientific Reports

Occupancy schedules learning process through a data mining framework

(2015) Simona D’Oca et al.   ENERGY AND BUILDINGS

Stochastic modeling of overtime occupancy and its application in building energy simulation and calibration

(2014) Kaiyu Sun et al.   BUILDING AND ENVIRONMENT

Human-Building Interaction Framework for Personalized Thermal Comfort-Driven Systems in Office Buildings

(2013) Farrokh Jazizadeh et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

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

Investigation of human body skin temperatures as a bio-signal to indicate overall thermal sensations

(2012) Joon-Ho Choi et al.   BUILDING AND ENVIRONMENT

Coordinating occupant behavior for building energy and comfort management using multi-agent systems

(2011) Laura Klein et al.   AUTOMATION IN CONSTRUCTION

Investigation of the possibility of the use of heart rate as a human factor for thermal sensation models

(2011) Joon-Ho Choi et al.   BUILDING AND ENVIRONMENT

Artificial intelligence systems based on texture descriptors for vaccine development

(2010) Loris Nanni et al.   AMINO ACIDS