Forecasting Solar Home System Customers’ Electricity Usage with a 3D Convolutional Neural Network to Improve Energy Access

Forecasting Solar Home System Customers’ Electricity Usage with a 3D Convolutional Neural Network to Improve Energy Access

Off-grid technologies, such as solar home systems (SHS), offer the opportunity to alleviate global energy poverty, providing a cost-effective alternative to an electricity grid connection. However, there is a paucity of high-quality SHS electricity usage data and thus a limited understanding of cons...

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Bibliographic Details
Main Authors: Vivien Kizilcec, Catalina Spataru, Aldo Lipani, Priti Parikh
Format: Article
Language:English
Published: MDPI AG 2022-01-01
Series:Energies
Subjects:
convolutional neural network
CNN
load forecasting
solar home system
SHS
energy access
Online Access:https://www.mdpi.com/1996-1073/15/3/857

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