Works about LOAD forecasting (Electric power systems)

Results: 1314

基于 MSCNN-BiGRU-Attention 的短期电力负荷预测.

Published in:

Electric Power, 2025, v. 58, n. 6, p. 10, doi. 10.11930/j.issn.1004-9649.202406098

By:

李科;
潘庭龙;
许德智

Publication type:

Article

Optimizing Short-term Power Load Forecasting with a Hybrid PSO-SVR-LSTM Approach based on Data Analysis.

Published in:

Engineering Letters, 2025, v. 33, n. 7, p. 2501

By:

Ahmad, Shakeel;
Jinsong Tao;
Ali, Rahat

Publication type:

Article

A Study on Interpretable Electric Load Forecasting Model with Spatiotemporal Feature Fusion Based on Attention Mechanism.

Published in:

Technologies (2227-7080), 2025, v. 13, n. 6, p. 219, doi. 10.3390/technologies13060219

By:

Li, Shuaishuai;
Chen, Weizhen

Publication type:

Article

Short-Term Electric Load Probability Forecasting Based on the BiGRU-GAM-GPR Model.

Published in:

Sustainability (2071-1050), 2025, v. 17, n. 12, p. 5267, doi. 10.3390/su17125267

By:

Shao, Qizhuan;
Bao, Rungang;
Liu, Shuangquan;
Fu, Kaixiang;
Mo, Li;
Xiao, Wenjing

Publication type:

Article

The Hybrid PSO-ANN Methodology for Enhancing Net Load Prediction in Modern Power Systems.

Published in:

Journal of Mines, Metals & Fuels, 2025, v. 73, n. 6, p. 1833, doi. 10.18311/jmmf/2025/49104

By:

Kulkarni, Haripriya;
Patel, Prashant;
Jape, Vidula;
Soman, Anagha;
Mishra, Ekta;
Maniyar, Kamalkishor;
Patil, Ganesh

Publication type:

Article

An Efficient Decision-Making Approach for Short Term Indoor Room Temperature Forecasting in Smart Environment: Evidence from India.

Published in:

International Journal of Information Technology & Decision Making, 2021, v. 20, n. 2, p. 733, doi. 10.1142/S0219622021500164

By:

Pandey, Kamal;
Basu, Bhaskar;
Karmakar, Sandipan

Publication type:

Article

Stochastic Model of Conditional Non-stationary Time Series of the Wind Chill Index in West Siberia.

Published in:

Methodology & Computing in Applied Probability, 2022, v. 24, n. 3, p. 1467, doi. 10.1007/s11009-021-09861-x

By:

Kargapolova, Nina;
Ogorodnikov, Vasily

Publication type:

Article

Conditional variational autoencoders for probabilistic wind turbine blade fatigue estimation using Supervisory, Control, and Data Acquisition data.

Published in:

Wind Energy, 2021, v. 24, n. 10, p. 1122, doi. 10.1002/we.2621

By:

Mylonas, Charilaos;
Abdallah, Imad;
Chatzi, Eleni

Publication type:

Article

Short‐term wind speed multistep combined forecasting model based on two‐stage decomposition and LSTM.

Published in:

Wind Energy, 2021, v. 24, n. 9, p. 991, doi. 10.1002/we.2613

By:

Liao, Xuechao;
Liu, Zhenxing;
Deng, Wanxiong

Publication type:

Article

Forecasting model for wind power integrating least squares support vector machine, singular spectrum analysis, deep belief network, and locality‐sensitive hashing.

Published in:

Wind Energy, 2020, v. 23, n. 2, p. 235, doi. 10.1002/we.2425

By:

Habib, Arslan;
Abbassi, Rabeh;
Aristizábal, Andrés Julián;
Abbassi, Abdelkader

Publication type:

Article

A multivariate framework to study spatio‐temporal dependency of electricity load and wind power.

Published in:

Wind Energy, 2019, v. 22, n. 12, p. 1825, doi. 10.1002/we.2407

By:

Khuntia, Swasti R.;
Rueda, Jose L.;
Meijden, Mart A.M.M.

Publication type:

Article

Improving short-term streamflow forecasting by flow mode clustering.

Published in:

Stochastic Environmental Research & Risk Assessment, 2023, v. 37, n. 5, p. 1799, doi. 10.1007/s00477-022-02367-z

By:

Liu, Shuqi;
Zhou, Xinzhi;
Li, Bo;
He, Xin;
Zhang, Yuexin;
Fu, Yi

Publication type:

Article

A comparative study of models for short-term streamflow forecasting with emphasis on wavelet-based approach.

Published in:

Stochastic Environmental Research & Risk Assessment, 2019, v. 33, n. 10, p. 1875, doi. 10.1007/s00477-019-01734-7

By:

Sun, Yuqing;
Niu, Jun;
Sivakumar, Bellie

Publication type:

Article

An adaptive prediction method for ultra-short-term generation power of power system based on the improved long- and short-term memory network of sparrow algorithm.

Published in:

Energy Informatics, 2025, v. 8, n. 1, p. 1, doi. 10.1186/s42162-025-00543-3

By:

Yang, Peipei;
Chen, Zhidong;
Tang, Wen;
Liu, Zongyang;
He, Bingrui

Publication type:

Article

A machine learning approach for wind turbine power forecasting for maintenance planning.

Published in:

Energy Informatics, 2025, v. 8, n. 1, p. 1, doi. 10.1186/s42162-024-00459-4

By:

Dhungana, Hariom

Publication type:

Article

Research on Electricity Load Forecasting and Demand Side Modeling Based on the Integration of Big Data and Machine Learning.

Published in:

Strategic Planning for Energy & the Environment, 2025, v. 44, n. 1, p. 107, doi. 10.13052/spee1048-5236.4415

By:

Yonggang Zhang;
Yunqian Wei;
Haitao Zhang;
Tao Xu

Publication type:

Article

Design of Short-Term Power Load Forecasting Model Based on Deep Neural Network.

Published in:

Strategic Planning for Energy & the Environment, 2024, v. 43, n. 2, p. 425, doi. 10.13052/spee1048-5236.43211

By:

Qinwei Duan;
Zhu Chao;
Cong Fu;
Yashan Zhong;
Jiaxin Zhuo;
Ye Liao

Publication type:

Article

SARIMA-Based Medium- and Long-Term Load Forecasting.

Published in:

Strategic Planning for Energy & the Environment, 2023, v. 42, n. 2, p. 283, doi. 10.13052/spee1048-5236.4222

By:

Chunlin Yin;
Kaihua Liu;
Qiangjian Zhang;
Kai Hu;
Zheng Yang;
Li Yang;
Na Zha

Publication type:

Article

Methods on reflecting electricity consumption change characteristics and electricity consumption forecasting based on clustering algorithms and fuzzy matrices in buildings.

Published in:

Building Services Engineering Research & Technology, 2022, v. 43, n. 6, p. 703, doi. 10.1177/01436244221122851

By:

Zhao, Tianyi;
Zhang, Chengyu;
Ujeed, Terigele;
Ma, Liangdong

Publication type:

Article

Short-term load forecasting coupled with weather profile generation methodology.

Published in:

Building Services Engineering Research & Technology, 2018, v. 39, n. 3, p. 310, doi. 10.1177/0143624417740858

By:

Zhu, Guangya;
Chow, Tin-Tai;
Tse, Norman

Publication type:

Article

Hybrid Deep Learning Applied on Saudi Smart Grids for Short-Term Load Forecasting.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 15, p. 2666, doi. 10.3390/math10152666

By:

Alrasheedi, Abdullah;
Almalaq, Abdulaziz

Publication type:

Article

Mathematical Modeling and Short-Term Forecasting of the COVID-19 Epidemic in Bulgaria: SEIRS Model with Vaccination.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 15, p. 2570, doi. 10.3390/math10152570

By:

Margenov, Svetozar;
Popivanov, Nedyu;
Ugrinova, Iva;
Hristov, Tsvetan

Publication type:

Article

A Stacking Learning Model Based on Multiple Similar Days for Short-Term Load Forecasting.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 14, p. N.PAG, doi. 10.3390/math10142446

By:

Jiang, Qi;
Cheng, Yuxin;
Le, Haozhe;
Li, Chunquan;
Liu, Peter X.

Publication type:

Article

A Two-Stage Hybrid Extreme Learning Model for Short-Term Traffic Flow Forecasting.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 12, p. 2087, doi. 10.3390/math10122087

By:

Cui, Zhihan;
Huang, Boyu;
Dou, Haowen;
Cheng, Yan;
Guan, Jitian;
Zhou, Teng

Publication type:

Article

Electricity Spot Price Forecast by Modelling Supply and Demand Curve.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 12, p. 2012, doi. 10.3390/math10122012

By:

Pinhão, Miguel;
Fonseca, Miguel;
Covas, Ricardo

Publication type:

Article

Wind Speed Prediction via Collaborative Filtering on Virtual Edge Expanding Graphs.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 11, p. 1943, doi. 10.3390/math10111943

By:

Ying, Xiang;
Zhao, Keke;
Liu, Zhiqiang;
Gao, Jie;
He, Dongxiao;
Li, Xuewei;
Xiong, Wei

Publication type:

Article

A Multi-View Ensemble Width-Depth Neural Network for Short-Term Wind Power Forecasting.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 11, p. 1824, doi. 10.3390/math10111824

By:

Wan, Jing;
Huang, Jiehui;
Liao, Zhiyuan;
Li, Chunquan;
Liu, Peter X.

Publication type:

Article

Numerical Studies of Channel Management Strategies for Nonstationary Immersion Environments: EURUSD Case Study.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 9, p. 1408, doi. 10.3390/math10091408

By:

Musaev, Alexander;
Makshanov, Andrey;
Grigoriev, Dmitry

Publication type:

Article

Forecasting of Electrical Energy Consumption in Slovakia.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 4, p. N.PAG, doi. 10.3390/math10040577

By:

Pavlicko, Michal;
Vojteková, Mária;
Blažeková, Oľga

Publication type:

Article

A VMD–CISSA–LSSVM Based Electricity Load Forecasting Model.

Published in:

Mathematics (2227-7390), 2022, v. 10, n. 1, p. 28, doi. 10.3390/math10010028

By:

Wang, Guijuan;
Wang, Xinheng;
Wang, Zuoxun;
Ma, Chunrui;
Song, Zengxu

Publication type:

Article

Hour-Ahead Photovoltaic Output Forecasting Using Wavelet-ANFIS.

Published in:

Mathematics (2227-7390), 2021, v. 9, n. 19, p. 2438, doi. 10.3390/math9192438

By:

Chen, Chao-Rong;
Ouedraogo, Faouzi Brice;
Chang, Yu-Ming;
Larasati, Devita Ayu;
Tan, Shih-Wei

Publication type:

Article

Diving Deep into Short-Term Electricity Load Forecasting: Comparative Analysis and a Novel Framework.

Published in:

Mathematics (2227-7390), 2021, v. 9, n. 6, p. 611, doi. 10.3390/math9060611

By:

Ullah, Fath U Min;
Khan, Noman;
Hussain, Tanveer;
Lee, Mi Young;
Baik, Sung Wook;
Chen, Bo-Hao

Publication type:

Article

Improving Accuracy and Generalization Performance of Small-Size Recurrent Neural Networks Applied to Short-Term Load Forecasting.

Published in:

Mathematics (2227-7390), 2020, v. 8, n. 12, p. 2169, doi. 10.3390/math8122169

By:

Matrenin, Pavel V.;
Manusov, Vadim Z.;
Khalyasmaa, Alexandra I.;
Antonenkov, Dmitry V.;
Eroshenko, Stanislav A.;
Butusov, Denis N.

Publication type:

Article

Entropy-Randomized Forecasting of Stochastic Dynamic Regression Models.

Published in:

Mathematics (2227-7390), 2020, v. 8, n. 7, p. 1119, doi. 10.3390/math8071119

By:

Popkov, Yuri S.;
Popkov, Alexey Yu.;
Dubnov, Yuri A.;
Solomatine, Dimitri

Publication type:

Article

Short-Term Traffic Flow Forecasting Based on Data-Driven Model.

Published in:

Mathematics (2227-7390), 2020, v. 8, n. 2, p. 152, doi. 10.3390/math8020152

By:

Zhang, Su-qi;
Lin, Kuo-Ping

Publication type:

Article

Research on a Short-Term Power Load Forecasting Method Based on a Three-Channel LSTM-CNN.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 11, p. 2262, doi. 10.3390/electronics14112262

By:

Zhao, Xiaojing;
Peng, Huimin;
Zhang, Lanyong;
Ma, Hongwei

Publication type:

Article

Short-Term Load Forecasting Model Based on Time Series Clustering and Transformer in Smart Grid.

Published in:

Electronics (2079-9292), 2025, v. 14, n. 2, p. 230, doi. 10.3390/electronics14020230

By:

Liu, Yan;
Zheng, Ruijuan;
Liu, Muhua;
Zhu, Junlong;
Zhao, Xuhui;
Zhang, Mingchuan

Publication type:

Article

Research on Joint Forecasting Technology of Cold, Heat, and Electricity Loads Based on Multi-Task Learning.

Published in:

Electronics (2079-9292), 2024, v. 13, n. 22, p. 4396, doi. 10.3390/electronics13224396

By:

Han, Ruicong;
Jiang, He;
Wei, Mofan;
Guo, Rui

Publication type:

Article

Innovative Load Forecasting Models and Intelligent Control Strategy for Enhancing Distributed Load Levelling Techniques in Resilient Smart Grids.

Published in:

Electronics (2079-9292), 2024, v. 13, n. 17, p. 3552, doi. 10.3390/electronics13173552

By:

Fangzong, Wang;
Nishtar, Zuhaib

Publication type:

Article

A Short-Term Power Load Forecasting Method Based on SBOA–SVMD-TCN–BiLSTM.

Published in:

Electronics (2079-9292), 2024, v. 13, n. 17, p. 3441, doi. 10.3390/electronics13173441

By:

Yang, Mao;
Chen, Yiming;
Fang, Guozhong;
Ma, Chenglian;
Liu, Yunjing;
Wang, Jinxin

Publication type:

Article

Short-Term Load Forecasting Method Based on Bidirectional Long Short-Term Memory Model with Stochastic Weight Averaging Algorithm.

Published in:

Electronics (2079-9292), 2024, v. 13, n. 15, p. 3098, doi. 10.3390/electronics13153098

By:

Zhu, Qingyun;
Zeng, Shunqi;
Chen, Minghui;
Wang, Fei;
Zhang, Zhen

Publication type:

Article

Long-Term Power Load Forecasting Using LSTM-Informer with Ensemble Learning.

Published in:

Electronics (2079-9292), 2023, v. 12, n. 10, p. 2175, doi. 10.3390/electronics12102175

By:

Wang, Kun;
Zhang, Junlong;
Li, Xiwang;
Zhang, Yaxin

Publication type:

Article

A Dual Long Short-Term Memory Model in Forecasting the Number of COVID-19 Infections.

Published in:

Electronics (2079-9292), 2023, v. 12, n. 3, p. 759, doi. 10.3390/electronics12030759

By:

Lai, Jung-Pin;
Pai, Ping-Feng

Publication type:

Article

Smart Electricity Meter Load Prediction in Dubai Using MLR, ANN, RF, and ARIMA.

Published in:

Electronics (2079-9292), 2023, v. 12, n. 2, p. 389, doi. 10.3390/electronics12020389

By:

Sayed, Heba Allah;
William, Ashraf;
Said, Adel Mounir

Publication type:

Article

Research on Short-Term Load Forecasting Based on Optimized GRU Neural Network.

Published in:

Electronics (2079-9292), 2022, v. 11, n. 22, p. 3834, doi. 10.3390/electronics11223834

By:

Li, Chao;
Guo, Quanjie;
Shao, Lei;
Li, Ji;
Wu, Han

Publication type:

Article

CLSTM-AR-Based Multi-Dimensional Feature Fusion for Multi-Energy Load Forecasting.

Published in:

Electronics (2079-9292), 2022, v. 11, n. 21, p. 3481, doi. 10.3390/electronics11213481

By:

Ren, Bowen;
Huang, Cunqiang;
Chen, Laijun;
Mei, Shengwei;
An, Juan;
Liu, Xingwen;
Ma, Hengrui

Publication type:

Article

Short-Term Load Forecasting with an Ensemble Model Based on 1D-UCNN and Bi-LSTM.

Published in:

Electronics (2079-9292), 2022, v. 11, n. 19, p. 3242, doi. 10.3390/electronics11193242

By:

Chen, Wenhao;
Han, Guangjie;
Zhu, Hongbo;
Liao, Lyuchao

Publication type:

Article

A Big Data Approach for Demand Response Management in Smart Grid Using the Prophet Model.

Published in:

Electronics (2079-9292), 2022, v. 11, n. 14, p. N.PAG, doi. 10.3390/electronics11142179

By:

Kumari, Sanju;
Kumar, Neeraj;
Rana, Prashant Singh

Publication type:

Article

A Combined Model Incorporating Improved SSA and LSTM Algorithms for Short-Term Load Forecasting.

Published in:

Electronics (2079-9292), 2022, v. 11, n. 12, p. 1835, doi. 10.3390/electronics11121835

By:

Han, Mingchong;
Zhong, Jianwei;
Sang, Pu;
Liao, Honghua;
Tan, Aiguo

Publication type:

Article

A Proposed Waiting Time Algorithm for a Prediction and Prevention System of Traffic Accidents Using Smart Sensors.

Published in:

Electronics (2079-9292), 2022, v. 11, n. 11, p. 1765, doi. 10.3390/electronics11111765

By:

Jha, Sudan;
Ahmad, Sultan;
Prashar, Deepak;
Salah, Bashir;
Bashir, Majid;
Ullah, Inam;
Salem, Nermin M.

Publication type:

Article