A review of deterministic and data-driven methods to quantify energy efficiency savings and to predict retrofitting scenarios in buildings

B Grillone, S Danov, A Sumper, J Cipriano… - … and Sustainable Energy …, 2020‏ - Elsevier
Increasing the energy efficiency of the built environment has become a priority worldwide
and especially in Europe. Because of the relatively low turnover rate of the existing built …

Literature Review on Calibration of Building Energy Simulation Programs: Uses, Problems, Procedures, Uncertainty, and Tools.

TA Reddy - ASHRAE transactions, 2006‏ - search.ebscohost.com
Calibrated simulation is the process of using an existing building simulation computer
program and 'tuning'or calibrating the various inputs to the program so that observed energy …

Investigating the application of a commercial and residential energy consumption prediction model for urban Planning scenarios with Machine Learning and Shapley …

SS Amiri, M Mueller, S Hoque - Energy and buildings, 2023‏ - Elsevier
Building energy forecasting methodologies utilized by municipal governments tend to be
geared heavily towards depicting broader qualitative representations of regional change …

Review of developments in whole-building statistical energy consumption models for commercial buildings

H Fu, JC Baltazar, DE Claridge - Renewable and Sustainable Energy …, 2021‏ - Elsevier
A significant portion of energy consumption occurs in buildings today. Accurate and easy-to-
implement methods are needed to calculate building energy consumption for a wide range …

Data analytics to improve building performance: A critical review

HB Gunay, W Shen, G Newsham - Automation in Construction, 2019‏ - Elsevier
The data inherent in building automation systems, computerized maintenance management
systems, security and access control systems, and IT networks represent an untapped …

Gaussian process modeling for measurement and verification of building energy savings

Y Heo, VM Zavala - Energy and Buildings, 2012‏ - Elsevier
We present a Gaussian process (GP) modeling framework to determine energy savings and
uncertainty levels in measurement and verification (M&V) practices. Existing M&V guidelines …

Calibrating detailed building energy simulation programs with measured data—Part I: General methodology (RP-1051)

TA Reddy, I Maor, C Panjapornpon - Hvac&R Research, 2007‏ - Taylor & Francis
Calibrated simulation is the process of using a building simulation program for an existing
building and “tuning” or calibrating the various inputs to the program so that predictions …

Performance testing of energy models: are we using the right statistical metrics?

D Chakraborty, H Elzarka - Journal of Building Performance …, 2018‏ - Taylor & Francis
Testing the predictive performance of energy models (EMs) is necessary to evaluate their
accuracies. This paper investigates the adequacy of existing statistical metrics that are often …

Evaluating different levels of information on the calibration of building energy simulation models

S Cheng, ZD Tekler, H Jia, W Li, A Chong - Building Simulation, 2024‏ - Springer
A poorly calibrated model undermines confidence in the effectiveness of building energy
simulation, impeding the widespread application of advanced energy conservation …

Mathematical description for the measurement and verification of energy efficiency improvement

X **a, J Zhang - Applied Energy, 2013‏ - Elsevier
Insufficient energy supply is a problem faced by many countries, and energy efficiency
improvement is identified as the quickest and most effective solution to this problem. Many …