A Comparison of Deep Learning vs Traditional Machine Learning for Electricity Price Forecasting

Mapping Intimacies ◽

10.1109/icict52872.2021.00009 ◽

2021 ◽

Author(s):

Christian O'Leary ◽

Conor Lynch ◽

Rose Bain ◽

Gary Smith ◽

Diarmuid Grimes

Keyword(s):

Machine Learning ◽

Deep Learning ◽

Electricity Price ◽

Price Forecasting ◽

Electricity Price Forecasting

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Deep Learning Approach for Electricity Price Forecasting Using Stacked Autoencoders

11th IET International Conference on Advances in Power System Control, Operation and Management (APSCOM 2018) ◽

10.1049/cp.2018.1815 ◽

2018 ◽

Author(s):

Hairong Li ◽

Guibin Wang ◽

Gangqiang Li ◽

Huaizhi Wang ◽

Chao Wu ◽

...

Keyword(s):

Deep Learning ◽

Electricity Price ◽

Learning Approach ◽

Price Forecasting ◽

Electricity Price Forecasting ◽

Stacked Autoencoders

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A Comparative Study Using Deep Learning and Support Vector Regression for Electricity Price Forecasting in Smart Grids

2019 IEEE 6th International Conference on Industrial Engineering and Applications (ICIEA) ◽

10.1109/iea.2019.8715213 ◽

2019 ◽

Author(s):

Sara Atef ◽

Amr B. Eltawil

Keyword(s):

Deep Learning ◽

Comparative Study ◽

Support Vector Regression ◽

Smart Grids ◽

Electricity Price ◽

Support Vector ◽

Price Forecasting ◽

Electricity Price Forecasting

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A novel machine learning-based electricity price forecasting model based on optimal model selection strategy

Energy ◽

10.1016/j.energy.2021.121989 ◽

2022 ◽

Vol 238 ◽

pp. 121989

Author(s):

Wendong Yang ◽

Shaolong Sun ◽

Yan Hao ◽

Shouyang Wang

Keyword(s):

Machine Learning ◽

Model Selection ◽

Electricity Price ◽

Selection Strategy ◽

Forecasting Model ◽

Price Forecasting ◽

Optimal Model ◽

Model Based ◽

Electricity Price Forecasting

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Electricity Price Forecasting for Cloud Computing Using an Enhanced Machine Learning Model

IEEE Access ◽

10.1109/access.2020.3035328 ◽

2020 ◽

Vol 8 ◽

pp. 200971-200981

Author(s):

Saleh Albahli ◽

Muhammad Shiraz ◽

Nasir Ayub

Keyword(s):

Machine Learning ◽

Cloud Computing ◽

Learning Model ◽

Electricity Price ◽

Price Forecasting ◽

Electricity Price Forecasting ◽

Machine Learning Model

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GHTnet: Tri-Branch Deep Learning Network for Real-Time Electricity Price Forecasting

Energy ◽

10.1016/j.energy.2021.122052 ◽

2021 ◽

pp. 122052

Author(s):

Haolin Yang ◽

Kristen R. Schell

Keyword(s):

Deep Learning ◽

Real Time ◽

Electricity Price ◽

Price Forecasting ◽

Learning Network ◽

Electricity Price Forecasting ◽

Deep Learning Network

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An Integrated Machine Learning Model for Day-Ahead Electricity Price Forecasting

2006 IEEE PES Power Systems Conference and Exposition ◽

10.1109/psce.2006.296159 ◽

2006 ◽

Author(s):

Shu Fan ◽

James Liao ◽

Kazuhiro Kaneko ◽

Luonan Chen

Keyword(s):

Machine Learning ◽

Learning Model ◽

Electricity Price ◽

Price Forecasting ◽

Electricity Price Forecasting ◽

Machine Learning Model

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Deep learning for day‐ahead electricity price forecasting

IET Smart Grid ◽

10.1049/iet-stg.2019.0258 ◽

2020 ◽

Vol 3 (4) ◽

pp. 462-469 ◽

Author(s):

Chi Zhang ◽

Ran Li ◽

Heng Shi ◽

Furong Li

Keyword(s):

Deep Learning ◽

Electricity Price ◽

Price Forecasting ◽

Electricity Price Forecasting

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An Extensive Comparative Between Univariate and Multivariate Deep Learning Models in Day-Ahead Electricity Price Forecasting

10.1007/978-3-030-87869-6_64 ◽

2021 ◽

pp. 675-684

Author(s):

Belén Vega-Márquez ◽

Javier Solís-García ◽

Isabel A. Nepomuceno-Chamorro ◽

Cristina Rubio-Escudero

Keyword(s):

Deep Learning ◽

Electricity Price ◽

Price Forecasting ◽

Learning Models ◽

Electricity Price Forecasting

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A Novel Deep Learning Ensemble Model with Secondary Decomposition for Short-Term Electricity Price Forecasting

Lecture Notes in Electrical Engineering - Proceedings of 2020 Chinese Intelligent Systems Conference ◽

10.1007/978-981-15-8450-3_8 ◽

2020 ◽

pp. 69-77

Author(s):

Na Chen ◽

Xueqing Yang ◽

Yiming Gan ◽

Wuneng Zhou ◽

Hangyang Cheng

Keyword(s):

Deep Learning ◽

Electricity Price ◽

Price Forecasting ◽

Ensemble Model ◽

Electricity Price Forecasting

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A Deep Learning Based Hybrid Framework for Day-Ahead Electricity Price Forecasting

IEEE Access ◽

10.1109/access.2020.3014241 ◽

2020 ◽

Vol 8 ◽

pp. 143423-143436 ◽

Author(s):

Rongquan Zhang ◽

Gangqiang Li ◽

Zhengwei Ma

Keyword(s):

Deep Learning ◽

Electricity Price ◽

Price Forecasting ◽

Electricity Price Forecasting ◽

Hybrid Framework

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