Modeling occupancy and behavior for better building design and operation—A critical review

Network redesign for efficient crowd flow and evacuation

(2018) Lakshay Taneja et al.   APPLIED MATHEMATICAL MODELLING

A preliminary study of occupants’ use of manual lighting controls in private offices: A case study

(2018) Sara Gilani et al.   ENERGY AND BUILDINGS

Short term predictions of occupancy in commercial buildings—Performance analysis for stochastic models and machine learning approaches

(2018) Zhaoxuan Li et al.   ENERGY AND BUILDINGS

A methodology for creating building energy model occupancy schedules using personal location metadata

(2017) James Parker et al.   ENERGY AND BUILDINGS

Automatic HVAC control with real-time occupancy recognition and simulation-guided model predictive control in low-cost embedded system

(2017) Muhammad Aftab et al.   ENERGY AND BUILDINGS

Testing the accuracy of low-cost data streams for determining single-person office occupancy and their use for energy reduction of building services

(2017) Guy R. Newsham et al.   ENERGY AND BUILDINGS

Occupancy determination based on time series of CO 2 concentration, temperature and relative humidity

(2017) Andrzej Szczurek et al.   ENERGY AND BUILDINGS

On current crowd management practices and the need for increased situation awareness, prediction, and intervention

(2017) C. Martella et al.   SAFETY SCIENCE

A Review of the Bayesian Occupancy Filter

(2017) Marcelo Saval-Calvo et al.   SENSORS

An agent-based model of building occupant behavior during load shedding

(2017) Handi Chandra Putra et al.   Building Simulation

An agent-based stochastic Occupancy Simulator

(2017) Yixing Chen et al.   Building Simulation

Embodied energy in residential buildings-towards the nearly zero energy building: A literature review

(2016) Panagiotis Chastas et al.   BUILDING AND ENVIRONMENT

A generalized probabilistic formula relating occupant behavior to environmental conditions

(2016) Chuang Wang et al.   BUILDING AND ENVIRONMENT

Review of occupancy sensing systems and occupancy modeling methodologies for the application in institutional buildings

(2016) Junjing Yang et al.   ENERGY AND BUILDINGS

A preliminary research on the derivation of typical occupant behavior based on large-scale questionnaire surveys

(2016) Xiaohang Feng 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

Review of current methods, opportunities, and challenges for in-situ monitoring to support occupant modelling in office spaces

(2016) Sara Gilani et al.   Journal of Building Performance Simulation

Use of immersive virtual environments for occupant behaviour monitoring and data collection

(2016) Arsalan Heydarian et al.   Journal of Building Performance Simulation

Comparing occupancy models and data mining approaches for regular occupancy prediction in commercial buildings

(2016) Zhenghua Chen et al.   Journal of Building Performance Simulation

Modelling diversity in building occupant behaviour: a novel statistical approach

(2016) Frédéric Haldi et al.   Journal of Building Performance Simulation

On the simulation repetition and temporal discretization of stochastic occupant behaviour models in building performance simulation

(2016) Xiaohang Feng et al.   Journal of Building Performance Simulation

A preliminary study of representing the inter-occupant diversity in occupant modelling

(2016) William O’Brien et al.   Journal of Building Performance Simulation

Immersive virtual environments versus physical built environments: A benchmarking study for building design and user-built environment explorations

(2015) Arsalan Heydarian et al.   AUTOMATION IN CONSTRUCTION

Data mining of space heating system performance in affordable housing

(2015) Xiaoxin Ren et al.   BUILDING AND ENVIRONMENT

Simulating the human-building interaction: Development and validation of an agent-based model of office occupant behaviors

(2015) Jared Langevin et al.   BUILDING AND ENVIRONMENT

Immersive virtual environments, understanding the impact of design features and occupant choice upon lighting for building performance

(2015) Arsalan Heydarian et al.   BUILDING AND ENVIRONMENT

A Review of Approaches for Sensing, Understanding, and Improving Occupancy-Related Energy-Use Behaviors in Commercial Buildings

(2015) Hamed Rafsanjani et al.   Energies

Simulation of occupancy in buildings

(2015) Xiaohang Feng et al.   ENERGY AND BUILDINGS

Occupancy schedules learning process through a data mining framework

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

Occupant behavior modeling for building performance simulation: Current state and future challenges

(2015) Da Yan et al.   ENERGY AND BUILDINGS

Predicting people's presence in buildings: An empirically based model performance analysis

(2015) Ardeshir Mahdavi et al.   ENERGY AND BUILDINGS

Occupants’ interactions with windows in 8 residential apartments in Beijing and Nanjing, China

(2015) Shanshan Shi et al.   Building Simulation

An investigation on energy-related occupancy behavior for low-income residential buildings

(2015) Bing Dong et al.   Science and Technology for the Built Environment

Occupancy Modeling and Prediction for Building Energy Management

(2014) Varick L. Erickson et al.   ACM Transactions on Sensor Networks

A method for the identification and modelling of realistic domestic occupancy sequences for building energy demand simulations and peer comparison

(2014) D. Aerts et al.   BUILDING AND ENVIRONMENT

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

(2014) Kaiyu Sun et al.   BUILDING AND ENVIRONMENT

A data-mining approach to discover patterns of window opening and closing behavior in offices

(2014) Simona D'Oca et al.   BUILDING AND ENVIRONMENT

Designing an occupancy flow-based controller for airport terminals

(2014) DA Mambo et al.   Building Services Engineering Research & Technology

Influence of Three Dynamic Predictive Clothing Insulation Models on Building Energy Use, HVAC Sizing and Thermal Comfort

(2014) Kwang Lee et al.   Energies

A Dynamic Fuzzy Controller to Meet Thermal Comfort by Using Neural Network Forecasted Parameters as the Input

(2014) Mario Collotta et al.   Energies

Revealing household characteristics from smart meter data

(2014) Christian Beckel et al.   ENERGY

Model predictive HVAC control with online occupancy model

(2014) Justin R. Dobbs et al.   ENERGY AND BUILDINGS

Uncertainty analysis of user behaviour and physical parameters in residential building performance simulation

(2014) Arthur Santos Silva et al.   ENERGY AND BUILDINGS

Exploring HVAC system sizing under uncertainty

(2014) Yuming Sun et al.   ENERGY AND BUILDINGS

Decision making of HVAC system using Bayesian Markov chain Monte Carlo method

(2014) Young-Jin Kim et al.   ENERGY AND BUILDINGS

Occupant behavior and schedule modeling for building energy simulation through office appliance power consumption data mining

(2014) Jie Zhao et al.   ENERGY AND BUILDINGS

Positive and negative spillover of pro-environmental behavior: An integrative review and theoretical framework

(2014) Heather Barnes Truelove et al.   GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS

A review on lighting control technologies in commercial buildings, their performance and affecting factors

(2014) Mohammad Asif ul Haq et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Coupling stochastic occupant models to building performance simulation using the discrete event system specification formalism

(2014) H. Burak Gunay et al.   Journal of Building Performance Simulation

Occupants’ behaviour in energy simulation tools: lessons from a field monitoring campaign regarding lighting and shading control

(2014) Pedro Correia da Silva et al.   Journal of Building Performance Simulation

A critical review of observation studies, modeling, and simulation of adaptive occupant behaviors in offices

(2013) H. Burak Gunay et al.   BUILDING AND ENVIRONMENT

Window opening behaviour modelled from measurements in Danish dwellings

(2013) Rune Andersen et al.   BUILDING AND ENVIRONMENT

Coupling a neural network temperature predictor and a fuzzy logic controller to perform thermal comfort regulation in an office building

(2013) Antonino Marvuglia et al.   BUILDING AND ENVIRONMENT

Revealing occupancy patterns in an office building through the use of occupancy sensor data

(2013) Carlos Duarte et al.   ENERGY AND BUILDINGS

Dynamic modeling of presence of occupants using inhomogeneous Markov chains

(2013) Philip Delff Andersen et al.   ENERGY AND BUILDINGS

Simulating multiple occupant behaviors in buildings: An agent-based modeling approach

(2013) Yoon Soo Lee et al.   ENERGY AND BUILDINGS

Extracting knowledge from building-related data — A data mining framework

(2013) Zhun Yu et al.   Building Simulation

Statistical analysis and modeling of occupancy patterns in open-plan offices using measured lighting-switch data

(2013) Wen-Kuei Chang et al.   Building Simulation

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

Occupancy Prediction Algorithms for Thermostat Control Systems Using Mobile Devices

(2013) Seungwoo Lee et al.   IEEE Transactions on Smart Grid

Nonlocal Crowd Dynamics Models for Several Populations

(2012) Rinaldo M. Colombo et al.   ACTA MATHEMATICA SCIENTIA

Measuring and monitoring occupancy with an RFID based system for demand-driven HVAC operations

(2012) Nan Li et al.   AUTOMATION IN CONSTRUCTION

Factors influencing occupants’ blind-control behaviour in a naturally ventilated office building

(2012) Yufan Zhang et al.   BUILDING AND ENVIRONMENT

Measured end-use electric load profiles for 12 Canadian houses at high temporal resolution

(2012) Neil Saldanha et al.   ENERGY AND BUILDINGS

Stochastic models for building energy prediction based on occupant behavior assessment

(2012) João Virote et al.   ENERGY AND BUILDINGS

Neural networks based predictive control for thermal comfort and energy savings in public buildings

(2012) P.M. Ferreira et al.   ENERGY AND BUILDINGS

Information-theoretic environment features selection for occupancy detection in open office spaces

(2012) Rui Zhang et al.   Building Simulation

Building Information Modeling-based user activity simulation and evaluation method for improving designer–user communications

(2011) Weilin Shen et al.   AUTOMATION IN CONSTRUCTION

How people use thermostats in homes: A review

(2011) Therese Peffer et al.   BUILDING AND ENVIRONMENT

Factors influencing the occupants’ window opening behaviour in a naturally ventilated office building

(2011) Yufan Zhang et al.   BUILDING AND ENVIRONMENT

Laying out the occupant flows in public buildings for operating efficiency

(2011) Hsin-Yun Lee et al.   BUILDING AND ENVIRONMENT

Non-local crowd dynamics

(2011) Rinaldo M. Colombo et al.   COMPTES RENDUS MATHEMATIQUE

Designing Buildings for Real Occupants: An Agent-Based Approach

(2011) Clinton J. Andrews et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS

Agent-Based Modeling of Occupants and Their Impact on Energy Use in Commercial Buildings

(2011) Elie Azar et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

On the modelling of crowd dynamics by generalized kinetic models

(2011) Christian Dogbe   JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS

Recognition of crowd behavior from mobile sensors with pattern analysis and graph clustering methods

(2011) Dirk Helbing et al.   Networks and Heterogeneous Media

How simple rules determine pedestrian behavior and crowd disasters

(2011) M. Moussaid et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A novel approach for building occupancy simulation

(2011) Chuang Wang et al.   Building Simulation

Building energy and comfort management through occupant behaviour pattern detection based on a large-scale environmental sensor network

(2011) Bing Dong et al.   Journal of Building Performance Simulation

Agent-based and graphical modelling of building occupancy

(2011) Chenda Liao et al.   Journal of Building Performance Simulation

Verification of stochastic models of window opening behaviour for residential buildings

(2011) Marcel Schweiker et al.   Journal of Building Performance Simulation

Models of domestic occupancy, activities and energy use based on time-use data: deterministic and stochastic approaches with application to various building-related simulations

(2011) Joakim Widén et al.   Journal of Building Performance Simulation

A model for assessing occupant flow in building spaces

(2010) Khaled Nassar   AUTOMATION IN CONSTRUCTION

Residential heat comfort practices: understanding users

(2010) Kirsten Gram-Hanssen   BUILDING RESEARCH AND INFORMATION

An information technology enabled sustainability test-bed (ITEST) for occupancy detection through an environmental sensing network

(2010) Bing Dong et al.   ENERGY AND BUILDINGS

Oversizing of HVAC system: Signatures and penalties

(2010) Ery Djunaedy et al.   ENERGY AND BUILDINGS

On the Hughes' model for pedestrian flow: The one-dimensional case

(2010) Marco Di Francesco et al.   JOURNAL OF DIFFERENTIAL EQUATIONS

The Walking Behaviour of Pedestrian Social Groups and Its Impact on Crowd Dynamics

(2010) Mehdi Moussaïd et al.   PLoS One

Night-time naturally ventilated offices: Statistical simulations of window-use patterns from field monitoring

(2010) Geun Young Yun et al.   SOLAR ENERGY

Adaptive actions on shading devices in response to local visual stimuli

(2010) Frédéric Haldi et al.   Journal of Building Performance Simulation

A high-resolution stochastic model of domestic activity patterns and electricity demand

(2009) Joakim Widén et al.   APPLIED ENERGY

Overview of HVAC system simulation

(2009) Marija Trčka et al.   AUTOMATION IN CONSTRUCTION

Interactions with window openings by office occupants

(2009) Frédéric Haldi et al.   BUILDING AND ENVIRONMENT

Methods for the prediction of intermediate activities by office occupants

(2009) Vincent Tabak et al.   BUILDING AND ENVIRONMENT

A combined Markov-chain and bottom-up approach to modelling of domestic lighting demand

(2009) Joakim Widén et al.   ENERGY AND BUILDINGS

Experimental study of the behavioural mechanisms underlying self-organization in human crowds

(2009) M. Moussaid et al.   PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

FROM CROWD DYNAMICS TO CROWD SAFETY: A VIDEO-BASED ANALYSIS

(2008) ANDERS JOHANSSON et al.   ADVANCES IN COMPLEX SYSTEMS

On the behaviour and adaptation of office occupants

(2008) Frédéric Haldi et al.   BUILDING AND ENVIRONMENT

Modeling crowd evacuation of a building based on seven methodological approaches

(2008) Xiaoping Zheng et al.   BUILDING AND ENVIRONMENT

A high-resolution domestic building occupancy model for energy demand simulations

(2008) Ian Richardson et al.   ENERGY AND BUILDINGS

Thermal performance of a naturally ventilated building using a combined algorithm of probabilistic occupant behaviour and deterministic heat and mass balance models

(2008) Geun Young Yun et al.   ENERGY AND BUILDINGS

Occupants’ behavior of going with the crowd based on cellular automata occupant evacuation model

(2008) Daoliang Zhao et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Advanced control systems engineering for energy and comfort management in a building environment—A review

(2008) A.I. Dounis et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

DeST — An integrated building simulation toolkit Part I: Fundamentals

(2008) Da Yan et al.   Building Simulation

Development of an adaptive window-opening algorithm to predict the thermal comfort, energy use and overheating in buildings

(2008) H. B. Rijal et al.   Journal of Building Performance Simulation

Occupants' operation of lighting and shading systems in office buildings

(2008) Ardeshir Mahdavi et al.   Journal of Building Performance Simulation

Time-dependent occupant behaviour models of window control in summer

(2007) Geun Young Yun et al.   BUILDING AND ENVIRONMENT

A generalised stochastic model for the simulation of occupant presence

(2007) J. Page et al.   ENERGY AND BUILDINGS

Waiting time in emergency evacuation of crowded public transport terminals

(2007) W.K. Chow et al.   SAFETY SCIENCE

An integrated modeling tool for simultaneous analysis of thermal performance and indoor air quality in buildings

(2006) Da Yan et al.   BUILDING AND ENVIRONMENT

A methodology for peak energy requirement considering actual variation of occupants’ behavior schedules

(2006) Jun Tanimoto et al.   BUILDING AND ENVIRONMENT