Effect of input variables on cooling load prediction accuracy of an office building
Y Ding, Q Zhang, T Yuan, F Yang - Applied Thermal Engineering, 2018 - Elsevier
Data-driven models have been widely used for building cooling load prediction. However,
the prediction accuracy depends not only on prediction models, but also on the selection of …
the prediction accuracy depends not only on prediction models, but also on the selection of …
A study of the importance of occupancy to building cooling load in prediction by intelligent approach
SSK Kwok, EWM Lee - Energy Conversion and Management, 2011 - Elsevier
Building cooling load prediction is one of the key factors in the success of energy-saving
measures. Many computational models available in the industry today have been developed …
measures. Many computational models available in the industry today have been developed …
An intelligent approach to assessing the effect of building occupancy on building cooling load prediction
Building cooling load prediction is one of the key factors in the success of energy-saving
measures. Many computational models available in the industry have been developed from …
measures. Many computational models available in the industry have been developed from …
A Bayesian Network model for predicting cooling load of commercial buildings
Cooling load prediction is indispensable to many building energy saving strategies. In this
paper, we proposed a new method for predicting the cooling load of commercial buildings …
paper, we proposed a new method for predicting the cooling load of commercial buildings …
Analysis of hourly cooling load prediction accuracy with data-mining approaches on different training time scales
C Fan, Y Ding, Y Liao - Sustainable Cities and Society, 2019 - Elsevier
Data-mining approaches for improving building cooling load predictions are presented and
analyzed on different training time scales (T-1 to T-6) in this paper. Multiple linear regression …
analyzed on different training time scales (T-1 to T-6) in this paper. Multiple linear regression …
A training pattern recognition algorithm based on weight clustering for improving cooling load prediction accuracy of HVAC system
The cooling load-based optimal control is an advanced technology for the efficient operation
of heating, ventilation, and air conditioning (HVAC). Thus, the prediction reliability of cooling …
of heating, ventilation, and air conditioning (HVAC). Thus, the prediction reliability of cooling …
A cooling load prediction method using improved CEEMDAN and Markov Chains correction
Y Gao, Y Hang, M Yang - Journal of Building Engineering, 2021 - Elsevier
Due to having the characters of non-linear and non-stationary, it is difficult to accurately
predict the air conditioning cooling load. In order to predict the load more accurately, this …
predict the air conditioning cooling load. In order to predict the load more accurately, this …
Development and validation of a simplified online cooling load prediction strategy for a super high-rise building in Hong Kong
Cooling load prediction is important and essential for many building energy efficient
controls, such as morning start control of chiller plant. However, most of the existing methods …
controls, such as morning start control of chiller plant. However, most of the existing methods …
An improved office building cooling load prediction model based on multivariable linear regression
G Qiang, T Zhe, D Yan, Z Neng - Energy and Buildings, 2015 - Elsevier
The cooling load prediction of heating, ventilating and air-conditioning (HVAC) systems in
office buildings is fundamental work for optimizing the operation of HVAC systems. In this …
office buildings is fundamental work for optimizing the operation of HVAC systems. In this …
Deployment of data-mining short and medium-term horizon cooling load forecasting models for building energy optimization and management
In this study, data-mining techniques comprising three forecasting algorithms for accurate
and precise cooling load requirement prediction in the building environment, with the …
and precise cooling load requirement prediction in the building environment, with the …