Short-Term Forecasting of Temperature Driven Electricity Load Using Time Series and Neural Network Model

Journal of Clean Energy Technologies ◽

10.7763/jocet.2014.v2.149 ◽

2014 ◽

Vol 2 (4) ◽

pp. 327-331 ◽

Author(s):

Nengbao Liu ◽

Vahan Babushkin ◽

Afshin Afshari

Keyword(s):

Neural Network ◽

Time Series ◽

Network Model ◽

Neural Network Model ◽

Electricity Load ◽

Short Term Forecasting

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An improved self-organizing incremental neural network model for short-term time-series load prediction

Applied Energy ◽

10.1016/j.apenergy.2021.116912 ◽

2021 ◽

Vol 292 ◽

pp. 116912

Author(s):

Rong Wang Ng ◽

Kasim Mumtaj Begam ◽

Rajprasad Kumar Rajkumar ◽

Yee Wan Wong ◽

Lee Wai Chong

Keyword(s):

Neural Network ◽

Time Series ◽

Network Model ◽

Neural Network Model ◽

Load Prediction ◽

Self Organizing

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Short-term prediction of the influent quantity time series of wastewater treatment plant based on a chaos neural network model

Frontiers of Environmental Science & Engineering in China ◽

10.1007/s11783-007-0057-6 ◽

2007 ◽

Vol 1 (3) ◽

pp. 334-338 ◽

Author(s):

Xiaodong Li ◽

Guangming Zeng ◽

Guohe Huang ◽

Jianbing Li ◽

Ru Jiang

Keyword(s):

Neural Network ◽

Time Series ◽

Wastewater Treatment ◽

Network Model ◽

Neural Network Model ◽

Wastewater Treatment Plant ◽

Treatment Plant ◽

Term Prediction ◽

Short Term Prediction

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Long Short-Term Memory Neural Network Model for Time Series Forecasting: Case Study of Forecasting IHSG during Covid-19 Outbreak

Journal of Physics Conference Series ◽

10.1088/1742-6596/1863/1/012016 ◽

2021 ◽

Vol 1863 (1) ◽

pp. 012016

Author(s):

Raden Aurelius Andhika Viadinugroho ◽

Dedi Rosadi

Keyword(s):

Neural Network ◽

Time Series ◽

Network Model ◽

Neural Network Model ◽

Short Term Memory ◽

Time Series Forecasting ◽

Term Memory ◽

Long Short Term Memory

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Short-term forecasting of available parking space using wavelet neural network model

IET Intelligent Transport Systems ◽

10.1049/iet-its.2013.0184 ◽

2015 ◽

Vol 9 (2) ◽

pp. 202-209 ◽

Author(s):

Yanjie Ji ◽

Phil Blythe ◽

Weihong Guo ◽

Wei Wang ◽

Dounan Tang

Keyword(s):

Neural Network ◽

Network Model ◽

Neural Network Model ◽

Wavelet Neural Network ◽

Parking Space ◽

Short Term Forecasting

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Performance Improvement of Artificial Neural Network Model in Short-term Forecasting of Wind Farm Power Output

Journal of Modern Power Systems and Clean Energy ◽

10.35833/mpce.2018.000792 ◽

2020 ◽

Vol 8 (3) ◽

pp. 484-490

Author(s):

Sergio Velazquez Medina ◽

Ulises Portero Ajenjo

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Performance Improvement ◽

Network Model ◽

Neural Network Model ◽

Power Output ◽

Artificial Neural Network Model ◽

Wind Farm ◽

Short Term Forecasting

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Time-series well performance prediction based on Long Short-Term Memory (LSTM) neural network model

Journal of Petroleum Science and Engineering ◽

10.1016/j.petrol.2019.106682 ◽

2020 ◽

Vol 186 ◽

pp. 106682 ◽

Author(s):

Xuanyi Song ◽

Yuetian Liu ◽

Liang Xue ◽

Jun Wang ◽

Jingzhe Zhang ◽

...

Keyword(s):

Neural Network ◽

Time Series ◽

Network Model ◽

Neural Network Model ◽

Performance Prediction ◽

Short Term Memory ◽

Well Performance ◽

Term Memory ◽

Long Short Term Memory

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Research on neural network model based on maximum conditional entropy and its application on short term load forecasting

2006 China International Conference on Electricity Distribution (CICED 2006) ◽

10.1049/cp:20061766 ◽

2006 ◽

Author(s):

Jianchang Lu ◽

Wei Sun ◽

Ming Meng

Keyword(s):

Neural Network ◽

Network Model ◽

Neural Network Model ◽

Load Forecasting ◽

Conditional Entropy ◽

Model Based ◽

Short Term Load Forecasting

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Particle Swarm optimization based Neural Network Model for Chaotic Time Series Forecasting

2020 12th International Conference on Advanced Computational Intelligence (ICACI) ◽

10.1109/icaci49185.2020.9177737 ◽

2020 ◽

Author(s):

Xin Li ◽

Weijie Ren ◽

Jingying Zhao ◽

Min Han

Keyword(s):

Neural Network ◽

Time Series ◽

Particle Swarm Optimization ◽

Network Model ◽

Neural Network Model ◽

Particle Swarm ◽

Time Series Forecasting ◽

Chaotic Time Series ◽

Swarm Optimization

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Short-Term Load-Forecasting Method Based on Wavelet Decomposition With Second-Order Gray Neural Network Model Combined With ADF Test

IEEE Access ◽

10.1109/access.2017.2738029 ◽

2017 ◽

Vol 5 ◽

pp. 16324-16331 ◽

Author(s):

Bowen Li ◽

Jing Zhang ◽

Yu He ◽

Yang Wang

Keyword(s):

Neural Network ◽

Network Model ◽

Neural Network Model ◽

Wavelet Decomposition ◽

Load Forecasting ◽

Second Order ◽

Forecasting Method ◽

Short Term Load Forecasting ◽

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A Novel Quantum Neural Network Model with Variable Selection for Short Term Load Forecasting

Applied Mechanics and Materials ◽

10.4028/www.scientific.net/amm.20-23.612 ◽

2010 ◽

Vol 20-23 ◽

pp. 612-617 ◽

Author(s):

Wei Sun ◽

Yu Jun He ◽

Ming Meng

Keyword(s):

Neural Network ◽

Variable Selection ◽

Network Model ◽

Neural Network Model ◽

Load Forecasting ◽

Quantum Neural Network ◽

Short Term Load Forecasting ◽

The paper presents a novel quantum neural network (QNN) model with variable selection for short term load forecasting. In the proposed QNN model, first, the combiniation of maximum conditonal entropy theory and principal component analysis method is used to select main influential factors with maximum correlation degree to power load index, thus getting effective input variables set. Then the quantum neural network forecating model is constructed. The proposed QNN forecastig model is tested for certain province load data. The experiments and the performance with QNN neural network model are given, and the results showed the method could provide a satisfactory improvement of the forecasting accuracy compared with traditional BP network model.

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