Does historical data still count? Exploring the applicability of smart building applications in the post-pandemic period

Impact of the digital divide in the age of COVID-19

(2020) Anita Ramsetty et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

A review of sustainable facility management research

(2020) Ghasan Alfalah et al.   Sustainable Cities and Society

Non-intrusive load disaggregation solutions for very low-rate smart meter data

(2020) Bochao Zhao et al.   APPLIED ENERGY

Reinforcement learning for building controls: The opportunities and challenges

(2020) Zhe Wang et al.   APPLIED ENERGY

A review of select human-building interfaces and their relationship to human behavior, energy use and occupant comfort

(2020) Julia K. Day et al.   BUILDING AND ENVIRONMENT

Model-free control method based on reinforcement learning for building cooling water systems: Validation by measured data-based simulation

(2020) Shunian Qiu et al.   ENERGY AND BUILDINGS

Digital twin-enabled anomaly detection for built asset monitoring in operation and maintenance

(2020) Qiuchen Lu et al.   AUTOMATION IN CONSTRUCTION

Artificial intelligence and machine learning approaches to energy demand-side response: A systematic review

(2020) Ioannis Antonopoulos et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Antivirus-built environment: Lessons learned from Covid-19 pandemic

(2020) Naglaa A. Megahed et al.   Sustainable Cities and Society

Adaptive-predictive control strategy for HVAC systems in smart buildings – A review

(2020) Maryam Gholamzadehmir et al.   Sustainable Cities and Society

Occupant presence and behavior: A major issue for building energy performance simulation and assessment

(2020) Y. Laaroussi et al.   Sustainable Cities and Society

A deep learning-based social distance monitoring framework for COVID-19

(2020) Imran Ahmed et al.   Sustainable Cities and Society

Statistical change detection of building energy consumption: Applications to savings estimation

(2019) Samir Touzani et al.   ENERGY AND BUILDINGS

Demand response algorithms for smart-grid ready residential buildings using machine learning models

(2019) Fabiano Pallonetto et al.   APPLIED ENERGY

Adopting Internet of Things for the development of smart buildings: A review of enabling technologies and applications

(2019) Mengda Jia et al.   AUTOMATION IN CONSTRUCTION

Estimating Occupancy from Measurements and Knowledge Using the Bayesian Network for Energy Management

(2019) Manar Amayri et al.   Journal of Sensors

Disaggregating power consumption of commercial buildings based on the finite mixture model

(2019) Yang Zhou et al.   APPLIED ENERGY

A review of smart building sensing system for better indoor environment control

(2019) Bing Dong et al.   ENERGY AND BUILDINGS

‘Cognitive facility management’: Definition, system architecture, and example scenario

(2019) Jinying Xu et al.   AUTOMATION IN CONSTRUCTION

Sensing, Controlling, and IoT Infrastructure in Smart Building: A Review

(2019) Anurag Verma et al.   IEEE SENSORS JOURNAL

Data-driven methods for building control — A review and promising future directions

(2019) Emilio T. Maddalena et al.   CONTROL ENGINEERING PRACTICE

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

(2018) Song Pan et al.   BUILDING AND ENVIRONMENT

Transfer learning with seasonal and trend adjustment for cross-building energy forecasting

(2018) Mauro Ribeiro et al.   ENERGY AND BUILDINGS

A review of data-driven building energy consumption prediction studies

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

A review of unsupervised statistical learning and visual analytics techniques applied to performance analysis of non-residential buildings

(2018) Clayton Miller et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Data-driven based estimation of HVAC energy consumption using an improved Fourier series decomposition in buildings

(2018) Fuxin Niu et al.   Building Simulation

Ensemble Transfer Learning Algorithm

(2018) Xiaobo Liu et al.   IEEE Access

Identification of typical building daily electricity usage profiles using Gaussian mixture model-based clustering and hierarchical clustering

(2018) Kehua Li et al.   APPLIED ENERGY

A generic internet of things architecture for controlling electrical energy consumption in smart homes

(2018) Javed Iqbal et al.   Sustainable Cities and Society

Data analytics to improve building performance: A critical review

(2018) H. Burak Gunay et al.   AUTOMATION IN CONSTRUCTION

Development and implementation of novel sensor fusion algorithm for occupancy detection and automation in energy efficient buildings

(2018) J. Preetha Roselyn et al.   Sustainable Cities and Society

Model-based predictive maintenance in building automation systems with user discomfort

(2017) Nathalie Cauchi et al.   ENERGY

An ensemble learning framework for anomaly detection in building energy consumption

(2017) Daniel B. Araya et al.   ENERGY AND BUILDINGS

Optimal Sensor Configuration and Feature Selection for AHU Fault Detection and Diagnosis

(2017) Dan Li et al.   IEEE Transactions on Industrial Informatics

A review and analysis of regression and machine learning models on commercial building electricity load forecasting

(2017) B. Yildiz et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Data science for building energy management: A review

(2017) Miguel Molina-Solana et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

An electrical load measurements dataset of United Kingdom households from a two-year longitudinal study

(2017) David Murray et al.   Scientific Data

Development of a probabilistic graphical model for predicting building energy performance

(2016) Zheng O’Neill et al.   APPLIED ENERGY

Building energy-consumption status worldwide and the state-of-the-art technologies for zero-energy buildings during the past decade

(2016) Xiaodong Cao et al.   ENERGY AND BUILDINGS

Unsupervised energy prediction in a Smart Grid context using reinforcement cross-building transfer learning

(2016) Elena Mocanu et al.   ENERGY AND BUILDINGS

Identifying informative energy data in Bayesian calibration of building energy models

(2016) Wei Tian et al.   ENERGY AND BUILDINGS

Time series forecasting for building energy consumption using weighted Support Vector Regression with differential evolution optimization technique

(2016) Fan Zhang et al.   ENERGY AND BUILDINGS

A Bayesian machine learning model for estimating building occupancy from open source data

(2016) Robert Stewart et al.   NATURAL HAZARDS

Inferring causal impact using Bayesian structural time-series models

(2015) Kay H. Brodersen et al.   Annals of Applied Statistics

A framework for knowledge discovery in massive building automation data and its application in building diagnostics

(2015) Cheng Fan et al.   AUTOMATION IN CONSTRUCTION

HVAC terminal hourly end-use disaggregation in commercial buildings with Fourier series model

(2015) Ying Ji et al.   ENERGY AND BUILDINGS

Fault detection analysis using data mining techniques for a cluster of smart office buildings

(2015) Alfonso Capozzoli et al.   EXPERT SYSTEMS WITH APPLICATIONS

Learning decision rules for energy efficient building control

(2014) Alexander Domahidi et al.   JOURNAL OF PROCESS CONTROL

A model-based fault detection and diagnostic methodology based on PCA method and wavelet transform

(2013) Shun Li et al.   ENERGY AND BUILDINGS

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

(2012) Valentina Fabi et al.   BUILDING AND ENVIRONMENT

Overview and performance assessment of the clustering methods for electrical load pattern grouping

(2012) Gianfranco Chicco   ENERGY

Predicting future hourly residential electrical consumption: A machine learning case study

(2012) Richard E. Edwards et al.   ENERGY AND BUILDINGS

Is disaggregation the holy grail of energy efficiency? The case of electricity

(2012) K. Carrie Armel et al.   ENERGY POLICY

Extraction of supervisory building control rules from model predictive control of windows in a mixed mode building

(2012) Peter T. May-Ostendorp et al.   Journal of Building Performance Simulation

Quantitative description and simulation of human behavior in residential buildings

(2011) Chen Peng et al.   Building Simulation

A decision tree method for building energy demand modeling

(2010) Zhun Yu et al.   ENERGY AND BUILDINGS

A roadmap towards intelligent net zero- and positive-energy buildings

(2010) D. Kolokotsa et al.   SOLAR ENERGY

The effect of occupancy and building characteristics on energy use for space and water heating in Dutch residential stock

(2009) Olivia Guerra Santin et al.   ENERGY AND BUILDINGS

Comparison of physical performances of the ventilation systems in low-energy residential houses

(2008) T. Maier et al.   ENERGY AND BUILDINGS

Survey of occupant behaviour and control of indoor environment in Danish dwellings

(2008) Rune Vinther Andersen et al.   ENERGY AND BUILDINGS