The suitability of machine learning to minimise uncertainty in the measurement and verification of energy savings
Sign Up to like & getrecommendations! Published in 2018 at "Energy and Buildings"
DOI: 10.1016/j.enbuild.2017.10.041
Abstract: Abstract Accurate energy modelling is a critical step in the measurement and verification (M&V) of energy savings, as a model for consumption in the baseline period is required. Machine learning (ML) algorithms offer an alternative… read more here.
Keywords: machine learning; energy savings; energy; verification energy ... See more keywords
Development of hybrid artificial neural network for quantifying energy saving using measurement and verification
Sign Up to like & getrecommendations! Published in 2017 at "Indonesian Journal of Electrical Engineering and Computer Science"
DOI: 10.11591/ijeecs.v8.i1.pp137-145
Abstract: This paper presents a Hybrid Artificial Neural Network (HANN) for chiller system Measurement and Verification (M&V) model development. In this work, hybridization of Evolutionary Programming (EP) and Artificial Neural Network (ANN) are considered in modeling… read more here.
Keywords: energy; artificial neural; measurement verification; hybrid artificial ... See more keywords
Uncertainty Matters: Bayesian Probabilistic Forecasting for Residential Smart Meter Prediction, Segmentation, and Behavioral Measurement and Verification
Sign Up to like & getrecommendations! Published in 2021 at "Energies"
DOI: 10.3390/en14051481
Abstract: As new grid edge technologies emerge—such as rooftop solar panels, battery storage, and controllable water heaters—quantifying the uncertainties of building load forecasts is becoming more critical. The recent adoption of smart meter infrastructures provided new… read more here.
Keywords: smart meter; probabilistic forecasting; forecasting residential; model ... See more keywords
IMPROVED ENERGY BUDGETING PROCESS USING MEASUREMENT AND VERIFICATION PRINCIPLES
Sign Up to like & getrecommendations! Published in 2020 at "South African Journal of Industrial Engineering"
DOI: 10.7166/31-3-2418
Abstract: Budgets are used to predict and measure a mine’s performance. Problems arise when the budget is developed by financial resources with little focus on operational changes. The implementation of energy-saving measures, and the number of… read more here.
Keywords: improved energy; verification principles; measurement verification; budget ... See more keywords