4.8 Review

A review of machine learning in building load prediction

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。
Article Construction & Building Technology

A novel reinforcement learning method for improving occupant comfort via window opening and closing

Mengjie Han et al.

SUSTAINABLE CITIES AND SOCIETY (2020)

Article Construction & Building Technology

A systematic feature selection procedure for short-term data-driven building energy forecasting model development

Liang Zhang et al.

ENERGY AND BUILDINGS (2019)

Article Computer Science, Artificial Intelligence

Small-Scale Building Load Forecast based on Hybrid Forecast Engine

Mohsen Mohammadi et al.

NEURAL PROCESSING LETTERS (2018)

Review Thermodynamics

A review of fault detection and diagnostics methods for building systems

Woohyun Kim et al.

SCIENCE AND TECHNOLOGY FOR THE BUILT ENVIRONMENT (2018)

Article Construction & Building Technology

Activity-aware HVAC power demand forecasting

Enric Sala-Cardoso et al.

ENERGY AND BUILDINGS (2018)

Article Computer Science, Theory & Methods

Efficient IoT-based sensor BIG Data collection-processing and analysis in smart buildings

Andreas P. Plageras et al.

FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE (2018)

Article Engineering, Multidisciplinary

Building energy consumption forecast using multi-objective genetic programming

Amirhessam Tahmassebi et al.

MEASUREMENT (2018)

Review Green & Sustainable Science & Technology

A review of data-driven building energy consumption prediction studies

Kadir Amasyali et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2018)

Article Green & Sustainable Science & Technology

Advanced Wireless Sensor Networks for Sustainable Buildings Using Building Ducts

Heekwon Yang et al.

SUSTAINABILITY (2018)

Article Construction & Building Technology

Non-intrusive occupancy sensing in commercial buildings

Han Zou et al.

ENERGY AND BUILDINGS (2017)

Article Construction & Building Technology

k-Shape clustering algorithm for building energy usage patterns analysis and forecasting model accuracy improvement

Junjing Yang et al.

ENERGY AND BUILDINGS (2017)

Article Construction & Building Technology

Trees vs Neurons: Comparison between random forest and ANN for high-resolution prediction of building energy consumption

Muhammad Waseem Ahmad et al.

ENERGY AND BUILDINGS (2017)

Review Green & Sustainable Science & Technology

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

B. Yildiz et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2017)

Review Green & Sustainable Science & Technology

Data science for building energy management: A review

Miguel Molina-Solana et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2017)

Review Green & Sustainable Science & Technology

Building electrical energy consumption forecasting analysis using conventional and artificial intelligence methods: A review

Mohammad Azhar Mat Daut et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2017)

Review Green & Sustainable Science & Technology

A review on time series forecasting techniques for building energy consumption

Chirag Deb et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2017)

Review Construction & Building Technology

Electrical load forecasting models: A critical systematic review

Corentin Kuster et al.

SUSTAINABLE CITIES AND SOCIETY (2017)

Proceedings Paper Construction & Building Technology

Big data in building energy efficiency: understanding of big data and main challenges

Natalija Koseleva et al.

MODERN BUILDING MATERIALS, STRUCTURES AND TECHNIQUES (2017)

Review Computer Science, Hardware & Architecture

Building automation systems: Concepts and technology review

Pedro Domingues et al.

COMPUTER STANDARDS & INTERFACES (2016)

Article Construction & Building Technology

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

Elena Mocanu et al.

ENERGY AND BUILDINGS (2016)

Review Construction & Building Technology

Building energy metering and environmental monitoring - A state-of-the-art review and directions for future research

Muhammad Waseem Ahmad et al.

ENERGY AND BUILDINGS (2016)

Article Construction & Building Technology

Artificial neural network model for forecasting sub-hourly electricity usage in commercial buildings

Young Tae Chae et al.

ENERGY AND BUILDINGS (2016)

Article Computer Science, Artificial Intelligence

Electric load forecasting by the SVR model with differential empirical mode decomposition and auto regression

Guo-Feng Fan et al.

NEUROCOMPUTING (2016)

Review Green & Sustainable Science & Technology

Big data driven smart energy management: From big data to big insights

Kaile Zhou et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2016)

Article Thermodynamics

Commercial building cooling energy forecasting using proactive system identification: A whole building experiment study

Xiwang Li et al.

SCIENCE AND TECHNOLOGY FOR THE BUILT ENVIRONMENT (2016)

Review Construction & Building Technology

A taxonomy of data types and data collection methods for building energy monitoring and performance simulation

Bharadwaj R. K. Mantha et al.

ADVANCES IN BUILDING ENERGY RESEARCH (2016)

Article Energy & Fuels

Deep learning for estimating building energy consumption

Elena Mocanu et al.

SUSTAINABLE ENERGY GRIDS & NETWORKS (2016)

Article Computer Science, Artificial Intelligence

A new linguistic out-sample approach of fuzzy time series for daily forecasting of Malaysian electricity load demand

Riswan Efendi et al.

APPLIED SOFT COMPUTING (2015)

Article Construction & Building Technology

Virtual occupancy sensors for real-time occupancy information in buildings

Yang Zhao et al.

BUILDING AND ENVIRONMENT (2015)

Article Construction & Building Technology

Ensemble of various neural networks for prediction of heating energy consumption

Radisa Z. Jovanovic et al.

ENERGY AND BUILDINGS (2015)

Article Construction & Building Technology

Short-term load forecasting in a non-residential building contrasting models and attributes

Joaquim Massana et al.

ENERGY AND BUILDINGS (2015)

Article Construction & Building Technology

Short-term electricity load forecasting of buildings in microgrids

Hamed Chitsaz et al.

ENERGY AND BUILDINGS (2015)

Article Automation & Control Systems

Household Electricity Demand Forecast Based on Context Information and User Daily Schedule Analysis From Meter Data

Yu-Hsiang Hsiao

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2015)

Article Engineering, Electrical & Electronic

Short term load forecasting using wavelet transform combined with Holt-Winters and weighted nearest neighbor models

G. Sudheer et al.

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2015)

Article Engineering, Electrical & Electronic

Short term load forecast using fuzzy logic and wavelet transform integrated generalized neural network

D. K. Chaturvedi et al.

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2015)

Review Green & Sustainable Science & Technology

A review on artificial intelligence based load demand forecasting techniques for smart grid and buildings

Muhammad Qamar Raza et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2015)

Review Green & Sustainable Science & Technology

Regression analysis for prediction of residential energy consumption

Nelson Fumo et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2015)

Review Multidisciplinary Sciences

Machine learning: Trends, perspectives, and prospects

M. I. Jordan et al.

SCIENCE (2015)

Proceedings Paper Green & Sustainable Science & Technology

Forecasting Short-term Electricity Demand in Residential Sector Based on Support Vector Regression and Fuzzy-rough Feature Selection with Particle Swarm Optimization

Hyojoo Son et al.

DEFINING THE FUTURE OF SUSTAINABILITY AND RESILIENCE IN DESIGN, ENGINEERING AND CONSTRUCTION (2015)

Proceedings Paper Green & Sustainable Science & Technology

Multi-linear Regression Models to Predict the Annual Energy Consumption of an Office Building with Different Shapes

Mohammad Mottahedi et al.

DEFINING THE FUTURE OF SUSTAINABILITY AND RESILIENCE IN DESIGN, ENGINEERING AND CONSTRUCTION (2015)

Proceedings Paper Construction & Building Technology

Using Support Vector Machine to Predict Next Day Electricity Load of Public Buildings with Sub-metering Devices

Yangyang Fu et al.

9TH INTERNATIONAL SYMPOSIUM ON HEATING, VENTILATION AND AIR CONDITIONING (ISHVAC) JOINT WITH THE 3RD INTERNATIONAL CONFERENCE ON BUILDING ENERGY AND ENVIRONMENT (COBEE) (2015)

Proceedings Paper Computer Science, Information Systems

Fuzzy modeling to forecast an electric load time series

Cesar Machado Pereira et al.

3RD INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND QUANTITATIVE MANAGEMENT, ITQM 2015 (2015)

Article Computer Science, Information Systems

A Review of Wireless-Sensor-Network-Enabled Building Energy Management Systems

Aqeel H. Kazmi et al.

ACM TRANSACTIONS ON SENSOR NETWORKS (2014)

Article Computer Science, Artificial Intelligence

Accurately predicting building energy performance using evolutionary multivariate adaptive regression splines

Min-Yuan Cheng et al.

APPLIED SOFT COMPUTING (2014)

Article Construction & Building Technology

Neural network model ensembles for building-level electricity load forecasts

Jorjeta G. Jetcheva et al.

ENERGY AND BUILDINGS (2014)

Article Construction & Building Technology

Modeling heating and cooling loads by artificial intelligence for energy-efficient building design

Jui-Sheng Chou et al.

ENERGY AND BUILDINGS (2014)

Article Construction & Building Technology

Modeling and short-term prediction of HVAC system with a clustering algorithm

Fan Tang et al.

ENERGY AND BUILDINGS (2014)

Article Construction & Building Technology

Development of an energy prediction tool for commercial buildings using case-based reasoning

Danielle Monfet et al.

ENERGY AND BUILDINGS (2014)

Article Construction & Building Technology

Building energy consumption on-line forecasting using physics based system identification

Xiwang Li et al.

ENERGY AND BUILDINGS (2014)

Article Construction & Building Technology

A prediction model based on neural networks for the energy consumption of a bioclimatic building

R. Mena et al.

ENERGY AND BUILDINGS (2014)

Article Construction & Building Technology

Data mining in building automation system for improving building operational performance

Fu Xiao et al.

ENERGY AND BUILDINGS (2014)

Article Computer Science, Artificial Intelligence

A new hybrid Modified Firefly Algorithm and Support Vector Regression model for accurate Short Term Load Forecasting

Abdollah Kavousi-Fard et al.

EXPERT SYSTEMS WITH APPLICATIONS (2014)

Article Engineering, Electrical & Electronic

A new short-term load forecast method based on neuro-evolutionary algorithm and chaotic feature selection

Sajjad Kouhi et al.

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2014)

Article Engineering, Electrical & Electronic

Application of a hybrid quantized Elman neural network in short-term load forecasting

Penghua Li et al.

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2014)

Article Engineering, Electrical & Electronic

A novel hybrid model for bi-objective short-term electric load forecasting

JinXing Che

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2014)

Article Operations Research & Management Science

Platform selection for complex systems: Building automation systems

Geerten van de Kaa et al.

JOURNAL OF SYSTEMS SCIENCE AND SYSTEMS ENGINEERING (2014)

Review Green & Sustainable Science & Technology

Optimisation of energy management in commercial buildings with weather forecasting inputs: A review

Dimitris Lazos et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2014)

Review Green & Sustainable Science & Technology

A review on the basics of building energy estimation

Nelson Fumo

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2014)

Review Green & Sustainable Science & Technology

Review of building energy modeling for control and operation

Xiwang Li et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2014)

Review Green & Sustainable Science & Technology

A review on applications of ANN and SVM for building electrical energy consumption forecasting

A. S. Ahmad et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2014)

Article Energy & Fuels

A new hybrid day-ahead peak load forecasting method for Iran's National Grid

M. Moazzami et al.

APPLIED ENERGY (2013)

Article Engineering, Multidisciplinary

Application of seasonal SVR with chaotic gravitational search algorithm in electricity forecasting

Fuh-Yuh Ju et al.

APPLIED MATHEMATICAL MODELLING (2013)

Article Construction & Building Technology

Baseline building energy modeling and localized uncertainty quantification using Gaussian mixture models

Abhishek Srivastav et al.

ENERGY AND BUILDINGS (2013)

Article Engineering, Electrical & Electronic

A Multi-Agent System Architecture for Smart Grid Management and Forecasting of Energy Demand in Virtual Power Plants

Luis Hernandez et al.

IEEE COMMUNICATIONS MAGAZINE (2013)

Article Engineering, Electrical & Electronic

A Strategy for Short-Term Load Forecasting by Support Vector Regression Machines

Ervin Ceperic et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2013)

Article Computer Science, Artificial Intelligence

Time series forecasting by evolving artificial neural networks with genetic algorithms, differential evolution and estimation of distribution algorithm

Juan Peralta Donate et al.

NEURAL COMPUTING & APPLICATIONS (2013)

Article Construction & Building Technology

Multivariate regression as an energy assessment tool in early building design

Janelle S. Hygh et al.

BUILDING AND ENVIRONMENT (2012)

Article Construction & Building Technology

Building hourly thermal load prediction using an indexed ARX model

Kyungtae Yun et al.

ENERGY AND BUILDINGS (2012)

Article Construction & Building Technology

The use of occupancy space electrical power demand in building cooling load prediction

M. C. Leung et al.

ENERGY AND BUILDINGS (2012)

Article Construction & Building Technology

Accurate quantitative estimation of energy performance of residential buildings using statistical machine learning tools

Athanasios Tsanas et al.

ENERGY AND BUILDINGS (2012)

Article Construction & Building Technology

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

Richard E. Edwards et al.

ENERGY AND BUILDINGS (2012)

Article Construction & Building Technology

Assessment of potential energy saving using cluster analysis: A case study of lighting systems in buildings

Siriwarin Petcharat et al.

ENERGY AND BUILDINGS (2012)

Article Engineering, Electrical & Electronic

Holiday Load Forecasting Using Fuzzy Polynomial Regression With Weather Feature Selection and Adjustment

Young-Min Wi et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2012)

Article Engineering, Electrical & Electronic

Long-term load forecasting by a collaborative fuzzy-neural approach

Toly Chen et al.

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2012)

Review Green & Sustainable Science & Technology

A review on the prediction of building energy consumption

Hai-xiang Zhao et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2012)

Article Construction & Building Technology

Kernel regression for real-time building energy analysis

Matthew Brown et al.

JOURNAL OF BUILDING PERFORMANCE SIMULATION (2012)

Proceedings Paper Energy & Fuels

Hybrid of ARIMA and SVMs for Short-Term Load Forecasting

Hongzhan Nie et al.

2012 INTERNATIONAL CONFERENCE ON FUTURE ENERGY, ENVIRONMENT, AND MATERIALS, PT C (2012)

Article Computer Science, Interdisciplinary Applications

Feature Selection for Predicting Building Energy Consumption Based on Statistical Learning Method

Hai-xiang Zhao et al.

JOURNAL OF ALGORITHMS & COMPUTATIONAL TECHNOLOGY (2012)

Article Construction & Building Technology

Forecasting building energy consumption using neural networks and hybrid neuro-fuzzy system: A comparative study

Kangji Li et al.

ENERGY AND BUILDINGS (2011)

Article Construction & Building Technology

New artificial neural network prediction method for electrical consumption forecasting based on building end-uses

Guillermo Escriva-Escriva et al.

ENERGY AND BUILDINGS (2011)

Article Construction & Building Technology

A systematic procedure to study the influence of occupant behavior on building energy consumption

Zhun Yu et al.

ENERGY AND BUILDINGS (2011)

Article Thermodynamics

A study of the importance of occupancy to building cooling load in prediction by intelligent approach

Simon S. K. Kwok et al.

ENERGY CONVERSION AND MANAGEMENT (2011)

Article Computer Science, Artificial Intelligence

Prediction of building energy needs in early stage of design by using ANFIS

Betul Bektas Ekici et al.

EXPERT SYSTEMS WITH APPLICATIONS (2011)

Article Engineering, Electrical & Electronic

Monthly electricity demand forecasting based on a weighted evolving fuzzy neural network approach

Pei-Chann Chang et al.

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2011)

Article Energy & Fuels

A data-driven approach for steam load prediction in buildings

Andrew Kusiak et al.

APPLIED ENERGY (2010)

Article Construction & Building Technology

A decision tree method for building energy demand modeling

Zhun Yu et al.

ENERGY AND BUILDINGS (2010)

Article Thermodynamics

Principal component analysis and long-term building energy simulation correlation

Joseph C. Lam et al.

ENERGY CONVERSION AND MANAGEMENT (2010)

Article Computer Science, Artificial Intelligence

Power load forecasting using support vector machine and ant colony optimization

Dongxiao Niu et al.

EXPERT SYSTEMS WITH APPLICATIONS (2010)

Article Automation & Control Systems

Classification of Energy Consumption in Buildings With Outlier Detection

Xiaoli Li et al.

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS (2010)

Article Computer Science, Interdisciplinary Applications

Parallel Support Vector Machines Applied to the Prediction of Multiple Buildings Energy Consumption

Hai Xiang Zhao et al.

JOURNAL OF ALGORITHMS & COMPUTATIONAL TECHNOLOGY (2010)

Article Construction & Building Technology

A data fusion scheme for building automation systems of building central chilling plants

Gongsheng Huang et al.

AUTOMATION IN CONSTRUCTION (2009)

Article Thermodynamics

Prediction of energy demands using neural network with model identification by global optimization

Ryohei Yokoyama et al.

ENERGY CONVERSION AND MANAGEMENT (2009)

Article Engineering, Electrical & Electronic

Hybrid evolutionary algorithms in a SVR-based electric load forecasting model

Wei-Chiang Hong

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS (2009)

Article Computer Science, Artificial Intelligence

Time series prediction using RBF neural networks with a nonlinear time-varying evolution PSO algorithm

Cheng-Ming Lee et al.

NEUROCOMPUTING (2009)

Article Construction & Building Technology

Comparison between detailed model simulation and artificial neural network for forecasting building energy consumption

Alberto Hernandez Neto et al.

ENERGY AND BUILDINGS (2008)

Article Mathematics, Applied

Integration of artificial neural networks and genetic algorithm to predict electrical energy consumption

A. Azadeh et al.

APPLIED MATHEMATICS AND COMPUTATION (2007)

Article Construction & Building Technology

Using intelligent data analysis to detect abnormal energy consumption in buildings

John E. Seem

ENERGY AND BUILDINGS (2007)

Article Construction & Building Technology

Using intelligent clustering techniques to classify the energy performance of school buildings

M. Santamouris et al.

ENERGY AND BUILDINGS (2007)

Article Engineering, Electrical & Electronic

Short-term load forecasting based on an adaptive hybrid method

S Fan et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2006)

Article Construction & Building Technology

On-line building energy prediction using adaptive artificial neural networks

J Yang et al.

ENERGY AND BUILDINGS (2005)

Article Engineering, Electrical & Electronic

Short-term load forecasting, profile identification, and customer segmentation: A methodology based on periodic time series

M Espinoza et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2005)

Article Engineering, Electrical & Electronic

Forecasting regional electricity load based on recurrent support vector machines with genetic algorithms

PF Pai et al.

ELECTRIC POWER SYSTEMS RESEARCH (2005)

Article Engineering, Electrical & Electronic

A particle swarm optimization to identifying the ARMAX model for short-term load forecasting

CM Huang et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2005)

Article Construction & Building Technology

Applying support vector machines to predict building energy consumption in tropical region

B Dong et al.

ENERGY AND BUILDINGS (2005)

Article Engineering, Electrical & Electronic

Short-term load forecasting for the holidays using fuzzy linear regression method

KB Song et al.

IEEE TRANSACTIONS ON POWER SYSTEMS (2005)

Article Energy & Fuels

Statistical analysis of neural networks as applied to building energy prediction

RH Dodier et al.

JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME (2004)

Article Thermodynamics

Hourly cooling load prediction by a combined forecasting model based on Analytic Hierarchy Process

Y Yao et al.

INTERNATIONAL JOURNAL OF THERMAL SCIENCES (2004)

Article Engineering, Electrical & Electronic

Short-term hourly load forecasting using time-series modeling with peak load estimation capability

N Amjady

IEEE TRANSACTIONS ON POWER SYSTEMS (2001)