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Research article

First published 2021-06-21

Energy time series forecasting-analytical and empirical assessment of conventional and machine learning models

Hala Hamdoun, Alaa Sagheer, Hassan Youness

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

Open access

Research article

First published 2023-11

Predicting global energy demand for the next decade: A time-series model using nonlinear autoregressive neural networks

Qasem Abu Al-Haija, Omar Mohamed, Wejdan Abu Elhaija

Energy Exploration & Exploitation

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Research article

First published 2021-8

Trend-based time series data clustering for wind speed forecasting

Varsha Kushwah, Rajesh Wadhvani, Anil Kumar Kushwah

Wind Engineering

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Research article

First published 2012-8

One day-ahead forecasting of energy production in solar photovoltaic installations: An empirical study

Marco Cococcioni, Eleonora D'Andrea, Beatrice Lazzerini

Intelligent Decision Technologies

Open access

Research article

First published 2025-1

Comparative study of long short-term memory (LSTM),bidirectional LSTM,and traditional machine learning approaches for energy consumption prediction

Hamed Alizadegan, Behzad Rashidi Malki, Arian Radmehr [...]

Energy Exploration & Exploitation

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Research article

First published 2024-5

Forecasting United Kingdom's energy consumption using machine learning and hybrid approaches

Dahiru A Bala, Mohammed Shuaibu

Energy & Environment

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Research article

First published 2020-05-29

A new fuzzy time series forecasting method based on clustering and weighted average approach

Shafqat Iqbal, Chongqi Zhang, Muhammad Arif [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2022-10

Adaptive wind data normalization to improve the performance of forecasting models

Deepali Patil, Rajesh Wadhvani, Sanyam Shukla [...]

Wind Engineering

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Research article

First published 2019-11

Monthly electricity demand forecasting using empirical mode decomposition-based state space model

Zhineng Hu, Jing Ma, Liangwei Yang [...]

Energy & Environment

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Other

First published 2006-8

Advances in optimization and prediction techniques: Real-world applications

Alicia Troncoso Lora

The European Journal on Artificial Intelligence

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