A hybrid model for building energy consumption forecasting using long short term memory networks
Sign Up to like & getrecommendations! Published in 2020 at "Applied Energy"
DOI: 10.1016/j.apenergy.2019.114131
Abstract: Data driven building energy consumption forecasting models play a significant role in enhancing the energy efficiency of the buildings through building energy management, energy operations, and control strategies. The multi-source and heterogeneous energy consumption data… read more here.
Keywords: energy consumption; energy; consumption forecasting; model ... See more keywords
Effective sparse adaboost method with ESN and FOA for industrial electricity consumption forecasting in China
Sign Up to like & getrecommendations! Published in 2018 at "Energy"
DOI: 10.1016/j.energy.2018.04.175
Abstract: Abstract Accurate electricity consumption forecasting is a challenging task for its unstable behavior and influence mechanism based on multiple factors. In this study, a neural network ensemble approach is designed to solve this problem. In… read more here.
Keywords: esn; consumption forecasting; electricity; electricity consumption ... See more keywords
Natural gas consumption forecasting: A discussion on forecasting history and future challenges
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Natural Gas Science and Engineering"
DOI: 10.1016/j.jngse.2021.103930
Abstract: Abstract Natural gas consumption forecasting technology has been researched for 70 years. This paper reviews the history of natural gas consumption forecasting, and discusses the changes in forecasting horizons, influencing factors, and forecasting performance. According… read more here.
Keywords: term forecasting; consumption forecasting; term; gas consumption ... See more keywords
Decision Support Application for Energy Consumption Forecasting
Sign Up to like & getrecommendations! Published in 2019 at "Applied Sciences"
DOI: 10.3390/app9040699
Abstract: Energy consumption forecasting is crucial in current and future power and energy systems. With the increasing penetration of renewable energy sources, with high associated uncertainty due to the dependence on natural conditions (such as wind… read more here.
Keywords: application; consumption forecasting; prediction; energy ... See more keywords
An Ensemble Energy Consumption Forecasting Model Based on Spatial-Temporal Clustering Analysis in Residential Buildings
Sign Up to like & getrecommendations! Published in 2021 at "Energies"
DOI: 10.3390/en14113020
Abstract: Due to the availability of smart metering infrastructure, high-resolution electric consumption data is readily available to study the dynamics of residential electric consumption at finely resolved spatial and temporal scales. Analyzing the electric consumption data… read more here.
Keywords: consumption forecasting; consumption data; consumption; model ... See more keywords
Equipping Seasonal Exponential Smoothing Models with Particle Swarm Optimization Algorithm for Electricity Consumption Forecasting
Sign Up to like & getrecommendations! Published in 2021 at "Energies"
DOI: 10.3390/en14134036
Abstract: Electricity consumption forecasting plays an important role in investment planning of electricity infrastructure, and in electricity production/generation and distribution. Accurate electricity consumption prediction over the mid/long term is of great interest to both practitioners and… read more here.
Keywords: seasonal exponential; consumption forecasting; exponential smoothing; electricity ... See more keywords