Meta-models for building energy loads at an arbitrary location
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Building Engineering"
DOI: 10.1016/j.jobe.2019.100823
Abstract: Abstract Meta-model-based optimization eases the burden of large time and computational costs by replacing the entire simulation process (which requires solutions of transient transfer equations) with the evaluation of simple meta-model functions (such as polynomials)… read more here.
Keywords: energy loads; models building; meta models; building energy ... See more keywords
Tuning machine learning models for prediction of building energy loads
Sign Up to like & getrecommendations! Published in 2019 at "Sustainable Cities and Society"
DOI: 10.1016/j.scs.2019.101484
Abstract: Abstract There have been numerous simulation tools utilised for calculating building energy loads for efficient design and retrofitting. However, these tools entail a great deal of computational cost and prior knowledge to work with. Machine… read more here.
Keywords: energy loads; building energy; models prediction; energy ... See more keywords
Effect of urban form on microclimate and energy loads: Case study of generic residential district prototypes in Nanjing, China
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DOI: 10.1016/j.scs.2021.102930
Abstract: Abstract To conduct a more comprehensive evaluation regarding the correlations between urban form, microclimate and energy performance of buildings, this study investigates eight generic residential district prototypes in Nanjing, China. Cases are characterized based on… read more here.
Keywords: microclimate; energy loads; urban form; district ... See more keywords