A review of artificial intelligence based building energy use prediction: Contrasting the capabilities of single and ensemble prediction models
Z Wang, RS Srinivasan - Renewable and Sustainable Energy Reviews, 2017 - Elsevier
Building energy use prediction plays an important role in building energy management and
conservation as it can help us to evaluate building energy efficiency, conduct building …
conservation as it can help us to evaluate building energy efficiency, conduct building …
A state of the art review on the prediction of building energy consumption using data-driven technique and evolutionary algorithms
Energy consumption forecasting for buildings plays a significant role in building energy
management, conservation and fault diagnosis. Owing to the ease of use and adaptability of …
management, conservation and fault diagnosis. Owing to the ease of use and adaptability of …
A novel ensemble learning approach to support building energy use prediction
Broadly speaking, building energy use prediction can be classified into two categories
based on modeling approaches namely engineering and Artificial Intelligence (AI). While …
based on modeling approaches namely engineering and Artificial Intelligence (AI). While …
A review of data-driven building energy consumption prediction studies
K Amasyali, NM El-Gohary - Renewable and Sustainable Energy Reviews, 2018 - Elsevier
Energy is the lifeblood of modern societies. In the past decades, the world's energy
consumption and associated CO 2 emissions increased rapidly due to the increases in …
consumption and associated CO 2 emissions increased rapidly due to the increases in …
A review of the-state-of-the-art in data-driven approaches for building energy prediction
Building energy prediction plays a vital role in developing a model predictive controller for
consumers and optimizing energy distribution plan for utilities. Common approaches for …
consumers and optimizing energy distribution plan for utilities. Common approaches for …
A comprehensive overview on the data driven and large scale based approaches for forecasting of building energy demand: A review
Energy consumption models play an integral part in energy management and conservation,
as it pertains to buildings. It can assist in evaluating building energy efficiency, in carrying …
as it pertains to buildings. It can assist in evaluating building energy efficiency, in carrying …
[HTML][HTML] Data-driven tools for building energy consumption prediction: A review
The development of data-driven building energy consumption prediction models has gained
more attention in research due to its relevance for energy planning and conservation …
more attention in research due to its relevance for energy planning and conservation …
Accuracy analyses and model comparison of machine learning adopted in building energy consumption prediction
Z Liu, D Wu, Y Liu, Z Han, L Lun… - Energy Exploration …, 2019 - journals.sagepub.com
It is of great significance to achieve the prediction of building energy consumption. However,
machine learning, as a promising technique for many practical applications, was rarely …
machine learning, as a promising technique for many practical applications, was rarely …
[HTML][HTML] Machine learning for estimation of building energy consumption and performance: a review
Ever growing population and progressive municipal business demands for constructing new
buildings are known as the foremost contributor to greenhouse gasses. Therefore …
buildings are known as the foremost contributor to greenhouse gasses. Therefore …
Buildings' energy consumption prediction models based on buildings' characteristics: Research trends, taxonomy, and performance measures
Building's energy consumption prediction is essential to achieve energy efficiency and
sustain-ability. Building's energy consumption is highly dependent on buildings' …
sustain-ability. Building's energy consumption is highly dependent on buildings' …