Time series analytics using sliding window metaheuristic optimization-based machine learning system for identifying building energy consumption patterns

Applied Energy ◽

10.1016/j.apenergy.2016.05.074 ◽

2016 ◽

Vol 177 ◽

pp. 751-770 ◽

Author(s):

Jui-Sheng Chou ◽

Ngoc-Tri Ngo

Keyword(s):

Machine Learning ◽

Time Series ◽

Energy Consumption ◽

Sliding Window ◽

Building Energy ◽

Learning System ◽

Consumption Patterns ◽

Building Energy Consumption ◽

Metaheuristic Optimization ◽

Energy Consumption Patterns

Download Full-text

Predicting Building Energy Consumption by Time Series Model Based on Machine Learning and Empirical Mode Decomposition

2020 5th IEEE International Conference on Big Data Analytics (ICBDA) ◽

10.1109/icbda49040.2020.9101335 ◽

2020 ◽

Author(s):

Dandan Liu ◽

Qiangqiang Yang ◽

Fang Yang

Keyword(s):

Machine Learning ◽

Time Series ◽

Energy Consumption ◽

Empirical Mode Decomposition ◽

Building Energy ◽

Time Series Model ◽

Building Energy Consumption ◽

Model Based ◽

Mode Decomposition

Download Full-text

Analysis of Building Energy Consumption Patterns according to Building Types Using Clustering Methods

Journal of The Korean Society of Living Environmental System ◽

10.21086/ksles.2017.04.24.2.232 ◽

2017 ◽

Vol 24 (2) ◽

pp. 232-237 ◽

Author(s):

Young-Ran Yoon ◽

Sang-Heon Shin ◽

Hyeun-Jun Moon

Keyword(s):

Energy Consumption ◽

Building Energy ◽

Consumption Patterns ◽

Building Energy Consumption ◽

Clustering Methods ◽

Energy Consumption Patterns

Download Full-text

Load Forecast Model Switching Scheme for Improved Robustnessto Changes in Building Energy Consumption Patterns

Energies ◽

10.3390/en6031329 ◽

2013 ◽

Vol 6 (3) ◽

pp. 1329-1343 ◽

Author(s):

Jaeyeong Yoo ◽

Kyeon Hur

Keyword(s):

Energy Consumption ◽

Forecast Model ◽

Building Energy ◽

Consumption Patterns ◽

Building Energy Consumption ◽

Switching Scheme ◽

Load Forecast ◽

Energy Consumption Patterns

Download Full-text

Mining for Building Energy-consumption Patterns by using Intelligent Clustering

IEIE Transactions on Smart Processing and Computing ◽

10.5573/ieiespc.2021.10.6.469 ◽

2021 ◽

Vol 10 (6) ◽

pp. 469-476

Author(s):

Nam Anh Dao ◽

Hai Minh Nguyen ◽

Khanh Tung Nguyen

Keyword(s):

Energy Consumption ◽

Building Energy ◽

Consumption Patterns ◽

Building Energy Consumption ◽

Energy Consumption Patterns

Download Full-text

Integrated model for characterization of spatiotemporal building energy consumption patterns in neighborhoods and city districts

Applied Energy ◽

10.1016/j.apenergy.2014.12.068 ◽

2015 ◽

Vol 142 ◽

pp. 247-265 ◽

Author(s):

Jimeno A. Fonseca ◽

Arno Schlueter

Keyword(s):

Energy Consumption ◽

Building Energy ◽

Integrated Model ◽

Consumption Patterns ◽

Building Energy Consumption ◽

Energy Consumption Patterns

Download Full-text

Identifying critical building-oriented features in city-block-level building energy consumption: A data-driven machine learning approach

Applied Energy ◽

10.1016/j.apenergy.2021.117453 ◽

2021 ◽

Vol 301 ◽

pp. 117453

Author(s):

Zhongnan Ye ◽

Kuangly Cheng ◽

Shu-Chien Hsu ◽

Hsi-Hsien Wei ◽

Clara Man Cheung

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Building Energy ◽

Data Driven ◽

Learning Approach ◽

Building Energy Consumption ◽

Machine Learning Approach ◽

Block Level ◽

Download Full-text

Building energy consumption prediction for residential buildings using deep learning and other machine learning techniques

Journal of Building Engineering ◽

10.1016/j.jobe.2021.103406 ◽

2022 ◽

Vol 45 ◽

pp. 103406

Author(s):

Razak Olu-Ajayi ◽

Hafiz Alaka ◽

Ismail Sulaimon ◽

Funlade Sunmola ◽

Saheed Ajayi

Keyword(s):

Machine Learning ◽

Deep Learning ◽

Energy Consumption ◽

Residential Buildings ◽

Building Energy ◽

Machine Learning Techniques ◽

Building Energy Consumption ◽

Learning Techniques ◽

Energy Consumption Prediction ◽

Consumption Prediction

Download Full-text

Spatial and Temporal Modeling of Urban Building Energy Consumption Using Machine Learning and Open Data

Computing in Civil Engineering 2019 ◽

10.1061/9780784482445.059 ◽

2019 ◽

Author(s):

Jonathan Roth ◽

Aimee Bailey ◽

Sonika Choudhary ◽

Rishee K. Jain

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Open Data ◽

Building Energy ◽

Building Energy Consumption ◽

Temporal Modeling

Download Full-text

Machine learning for estimation of building energy consumption and performance: a review

Visualization in Engineering ◽

10.1186/s40327-018-0064-7 ◽

2018 ◽

Vol 6 (1) ◽

Author(s):

Saleh Seyedzadeh ◽

Farzad Pour Rahimian ◽

Ivan Glesk ◽

Marc Roper

Keyword(s):

Machine Learning ◽

Energy Consumption ◽

Building Energy ◽

Building Energy Consumption ◽

And Performance

Download Full-text

Multistep energy consumption forecasting by metaheuristic optimization of time‐series analysis and machine learning

International Journal of Energy Research ◽

10.1002/er.6125 ◽

2020 ◽

Author(s):

Jui‐Sheng Chou ◽

Dinh‐Nhat Truong

Keyword(s):

Machine Learning ◽

Time Series ◽

Energy Consumption ◽

Time Series Analysis ◽

Series Analysis ◽

Metaheuristic Optimization

Download Full-text