Publications: Consumption Prediction

Evolutionary model construction for electricity consumption prediction

Nowadays the ever-increasing energy consumption in buildings has caused supply shortages and adverse environmental impacts. The accurate prediction of energy consumption in smart buildings may help

Evolutionary model construction Electricity Consumption Prediction electricity Consumption Prediction Evolutionary
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Evolutionary Multi-objective Ensemble Learning for Multivariate Electricity Consumption Prediction

Energy consumption prediction typically corresponds to a multivariate time series prediction task where different channels in the multivariate time series represent energy consumption data and va

Multivariate electricity consumption prediction Ensemble Learning Electricity Consumption electricity Multivariate Consumption Prediction
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Multivariate electricity consumption prediction with Extreme Learning Machine

In this paper, Extreme Learning Machine (ELM) is shown to be a powerful tool for electricity consumption prediction, demonstrated by its competitive prediction accuracy and superior computational

Multivariate electricity consumption prediction Machine Learning electricity Consumption Prediction Multivariate
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Multi-resolution Selective Ensemble Extreme Learning Machine for Electricity Consumption Prediction

We propose a multi-resolution selective ensemble extreme learning machine (MRSE-ELM) method for time-series prediction with the application to the next-step and next-day electricity consumption p

Electricity Consumption Prediction Machine Learning Multi-resolution Selective Ensemble Ensemble Learning electricity Consumption Prediction
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© 2021 Flora Salim - CRUISE Research Group.