Simulating Tariff Impact in Electrical Energy Consumption Profiles With Conditional Variational Autoencoders

The implementation of efficient demand response (DR) programs for household electricity consumption would benefit from data-driven methods capable of simulating the impact of different tariffs schemes. This paper proposes a novel method based on conditional variational autoencoders (CVAE) to generat...

Full description

Bibliographic Details
Main Authors: Margaux Bregere, Ricardo J. Bessa
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9139305/