Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Estimating energy consumption for a building using dilated convolutional neural networks
Certain examples described herein relate to systems and methods for estimating energy consumption data for a building. A system (600) for estimating an energy use of a building uses a dilated convolutional neural network architecture (610) to receive time-series data (620) for the building and to predict one or more time-series data points (650) representing an estimated energy consumption for the building. A method for estimating an energy use of a building includes obtaining time-series data for the building, providing the time-series data as input to a dilated convolutional neural network architecture, and predicting one or more time-series data points representing an estimated energy consumption for the building using the dilated convolutional neural network architecture. The systems and methods may be used to help users and building controllers reduce energy use within a building.
Estimating energy consumption for a building using dilated convolutional neural networks
Certain examples described herein relate to systems and methods for estimating energy consumption data for a building. A system (600) for estimating an energy use of a building uses a dilated convolutional neural network architecture (610) to receive time-series data (620) for the building and to predict one or more time-series data points (650) representing an estimated energy consumption for the building. A method for estimating an energy use of a building includes obtaining time-series data for the building, providing the time-series data as input to a dilated convolutional neural network architecture, and predicting one or more time-series data points representing an estimated energy consumption for the building using the dilated convolutional neural network architecture. The systems and methods may be used to help users and building controllers reduce energy use within a building.
Estimating energy consumption for a building using dilated convolutional neural networks
07.10.2020
Patent
Elektronische Ressource
Englisch
Prediction of building energy consumption by using artificial neural networks
Tema Archiv | 2009
|Robust Building Identification from Street Views Using Deep Convolutional Neural Networks
DOAJ | 2024
|Sequencing of chillers by estimating chiller power consumption using artificial neural networks
British Library Online Contents | 2007
|