Household Power Demand Prediction Using Evolutionary Ensemble Neural Network Pool with Multiple Network Structures

Household Power Demand Prediction Using Evolutionary Ensemble Neural Network Pool with Multiple Network Structures

The progress of technology on energy and IoT fields has led to an increasingly complicated electric environment in low-voltage local microgrid, along with the extensions of electric vehicle, micro-generation, and local storage. It is required to establish a home energy management system (HEMS) to ef...

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Bibliographic Details
Main Authors: Songpu Ai, Antorweep Chakravorty, Chunming Rong
Format: Article
Language:English
Published: MDPI AG 2019-02-01
Series:Sensors
Subjects:
machine learning
artificial neural network
smart sensor
evolutionary algorithm
ensemble learning
long short-term memory
gated recurrent unit
demand prediction
HEMS
missing data
Online Access:https://www.mdpi.com/1424-8220/19/3/721

Internet

https://www.mdpi.com/1424-8220/19/3/721

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