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A review of deterministic and data-driven methods to quantify energy efficiency savings and to predict retrofitting scenarios in buildings
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 …
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 …
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 …
Building energy forecasting methodologies utilized by municipal governments tend to be
geared heavily towards depicting broader qualitative representations of regional change …
geared heavily towards depicting broader qualitative representations of regional change …
Review of developments in whole-building statistical energy consumption models for commercial buildings
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 …
implement methods are needed to calculate building energy consumption for a wide range …
Data analytics to improve building performance: A critical review
The data inherent in building automation systems, computerized maintenance management
systems, security and access control systems, and IT networks represent an untapped …
systems, security and access control systems, and IT networks represent an untapped …
Gaussian process modeling for measurement and verification of building energy savings
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 …
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)
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 …
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?
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 …
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
A poorly calibrated model undermines confidence in the effectiveness of building energy
simulation, impeding the widespread application of advanced energy conservation …
simulation, impeding the widespread application of advanced energy conservation …
Mathematical description for the measurement and verification of energy efficiency improvement
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 …
improvement is identified as the quickest and most effective solution to this problem. Many …