Comparison of Deep Learning Architectures for Short-Term Electrical Load Forecasting Based on Multi-Modal Data

Cybernetics & Systems ◽

10.1080/01969722.2021.2008679 ◽

2021 ◽

pp. 1-22

Author(s):

H. Chelabi ◽

M. T. Khadir ◽

B. Chikhaoui ◽

A. J. Telmoudi

Keyword(s):

Deep Learning ◽

Load Forecasting ◽

Electrical Load ◽

Electrical Load Forecasting ◽

Learning Architectures

Download Full-text

Theory-guided deep-learning for electrical load forecasting (TgDLF) via ensemble long short-term memory

Advances in Applied Energy ◽

10.1016/j.adapen.2020.100004 ◽

2021 ◽

Vol 1 ◽

pp. 100004

Author(s):

Yuntian Chen ◽

Dongxiao Zhang

Keyword(s):

Deep Learning ◽

Short Term Memory ◽

Load Forecasting ◽

Electrical Load ◽

Term Memory ◽

Electrical Load Forecasting ◽

Long Short Term Memory

Download Full-text

Short-Term Electrical Load Forecasting Via Deep Learning Algorithms to Mitigate the Impact of Covid-19 Pandemic on Power Demand

10.1109/acmi53878.2021.9528182 ◽

2021 ◽

Author(s):

Badhon Saha ◽

Kazi Firoz Ahmed ◽

Shoumitra Saha ◽

Md. Thoufiqul Islam

Keyword(s):

Deep Learning ◽

Learning Algorithms ◽

Load Forecasting ◽

Power Demand ◽

Electrical Load ◽

Electrical Load Forecasting ◽

Download Full-text

The Evolutionary Deep Learning Model for Electrical Load Forecasting

2020 International Conferences on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) and IEEE Congress on Cybermatics (Cybermatics) ◽

10.1109/ithings-greencom-cpscom-smartdata-cybermatics50389.2020.00147 ◽

2020 ◽

Author(s):

Fei Peng ◽

Dan Li ◽

Tianyu An ◽

Hanjun Wang ◽

Changyi Tian ◽

...

Keyword(s):

Deep Learning ◽

Load Forecasting ◽

Learning Model ◽

Electrical Load ◽

Electrical Load Forecasting ◽

Deep Learning Model

Download Full-text

Optimum input sequence size for a sliding window-based LSTM neural network used in short-term electrical load forecasting

10.1109/telfor52709.2021.9653206 ◽

2021 ◽

Author(s):

Vladimir Urosevic ◽

Sonja Dimitrijevic

Keyword(s):

Neural Network ◽

Load Forecasting ◽

Input Sequence ◽

Sliding Window ◽

Electrical Load ◽

Electrical Load Forecasting ◽

Download Full-text

LSTM-based short-term electrical load forecasting framework with improved input feature space

10.1109/ict-pep53949.2021.9600923 ◽

2021 ◽

Author(s):

Abhishek Sharma ◽

Sachin Kumar Jain

Keyword(s):

Load Forecasting ◽

Feature Space ◽

Electrical Load ◽

Input Feature ◽

Electrical Load Forecasting

Download Full-text

Teaching–Learning-Based Functional Link Artificial Neural Network for Short-Term Electrical Load Forecasting

International Conference on Intelligent Computing and Smart Communication 2019 - Algorithms for Intelligent Systems ◽

10.1007/978-981-15-0633-8_42 ◽

2019 ◽

pp. 433-450

Author(s):

Rudra Narayan Pandey ◽

Sarat Mishra ◽

Sudhansu Kumar Mishra

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Load Forecasting ◽

Electrical Load ◽

Functional Link ◽

Electrical Load Forecasting ◽

Artificial Neural ◽

Teaching Learning

Download Full-text

Short-term electrical load forecasting using predictive machine learning models

2016 IEEE Annual India Conference (INDICON) ◽

10.1109/indicon.2016.7839103 ◽

2016 ◽

Author(s):

Karun P Warrior ◽

M Shrenik ◽

Nimish Soni

Keyword(s):

Machine Learning ◽

Load Forecasting ◽

Electrical Load ◽

Learning Models ◽

Electrical Load Forecasting ◽

Machine Learning Models

Download Full-text

Short-term electrical load forecasting using hybrid ANN–DE and wavelet transforms approach

Electrical Engineering ◽

10.1007/s00202-018-0743-3 ◽

2018 ◽

Vol 100 (4) ◽

pp. 2755-2763 ◽

Author(s):

Surender Reddy Salkuti

Keyword(s):

Wavelet Transforms ◽

Load Forecasting ◽

Electrical Load ◽

Electrical Load Forecasting

Download Full-text

Long-Short-Term Memory Network Based Hybrid Model for Short-Term Electrical Load Forecasting

Information ◽

10.3390/info9070165 ◽

2018 ◽

Vol 9 (7) ◽

pp. 165 ◽

Author(s):

Liwen Xu ◽

Chengdong Li ◽

Xiuying Xie ◽

Guiqing Zhang

Keyword(s):

Hybrid Model ◽

Short Term Memory ◽

Load Forecasting ◽

Electrical Load ◽

Term Memory ◽

Memory Network ◽

Electrical Load Forecasting ◽

Long Short Term Memory

Download Full-text

Support vector machines for short-term electrical load forecasting

International Journal of Energy Research ◽

10.1002/er.787 ◽

2002 ◽

Vol 26 (4) ◽

pp. 335-345 ◽

Author(s):

Mohamed Mohandes

Keyword(s):

Support Vector Machines ◽

Load Forecasting ◽

Support Vector ◽

Electrical Load ◽

Vector Machines ◽

Electrical Load Forecasting

Download Full-text