Results 1 to 10 of about 5,549 (113)

Construction and Application of Short-Term and Mid-Term Power System Load Forecasting Model Based on Hybrid Deep Learning

open access: yesIEEE Access, 2023
Power system load forecasting model plays an important role in all aspects of power system planning, operation and control. Therefore, accurate power load forecasting provides an important guarantee for the stable operation of the power grid system. This
Hongsheng Xu   +3 more
doaj   +3 more sources

A Short-Term Load Forecasting Method Using Integrated CNN and LSTM Network

open access: yesIEEE Access, 2021
In this study, a new technique is proposed to forecast short-term electrical load. Load forecasting is an integral part of power system planning and operation.
Shafiul Hasan Rafi   +3 more
doaj   +3 more sources

Short-term power load forecasting based on the CEEMDAN-TCN-ESN model. [PDF]

open access: yesPLoS ONE, 2023
Ensuring an adequate electric power supply while minimizing redundant generation is the main objective of power load forecasting, as this is essential for the power system to operate efficiently.
Jiacheng Huang   +2 more
doaj   +2 more sources

Short-term power load forecasting method based on Bagging-stochastic configuration networks. [PDF]

open access: yesPLoS ONE
Accurate short-term load forecasting is of great significance in improving the dispatching efficiency of power grids, ensuring the safe and reliable operation of power grids, and guiding power systems to formulate reasonable production plans and reduce ...
Xinfu Pang   +4 more
doaj   +2 more sources

Short-term power load forecasting based on gray relational analysis and support vector machine optimized by artificial bee colony algorithm [PDF]

open access: yesPeerJ Computer Science, 2022
Short-term power load forecasting is essential in ensuring the safe operation of power systems and a prerequisite in building automated power systems.
Xinfu Pang   +4 more
doaj   +3 more sources

Short-Term Power Load Forecasting: An Integrated Approach Utilizing Variational Mode Decomposition and TCN–BiGRU

open access: yesEnergies, 2023
Accurate short-term power load forecasting is crucial to maintaining a balance between energy supply and demand, thus minimizing operational costs. However, the intrinsic uncertainty and non-linearity of load data substantially impact the accuracy of ...
Zhuoqun Zou   +5 more
doaj   +3 more sources

Short-term power load forecasting based on I-GWO-KELM algorithm [PDF]

open access: yesMATEC Web of Conferences, 2021
In this paper, I-GWO-KELM algorithm is used for short-term power load forecasting. Normalize the power data and meteorological data of the short-term power load, and use GWO to optimize the regularization coefficient of KELM and the RBF kernel parameters.
Chen Xiaoyu, Dong Xiangli, Shi Li
doaj   +1 more source

Short-term load forecasting method for power system based on key feature optimization

open access: yesZhejiang dianli, 2023
Accurate forecasting of short-term power load is an important condition for the safe and economic operation of the power system. To improve the accuracy of short-term load forecasting for the power system, a short-term load forecasting method based on ...
ZHU Geng   +4 more
doaj   +1 more source

A Short-Term Residential Load Forecasting Model Based on LSTM Recurrent Neural Network Considering Weather Features

open access: yesEnergies, 2021
With economic growth, the demand for power systems is increasingly large. Short-term load forecasting (STLF) becomes an indispensable factor to enhance the application of a smart grid (SG).
Yizhen Wang, Ningqing Zhang, Xiong Chen
doaj   +1 more source

A short-term power load forecasting method for industrial sectors based on an improved correlation analysis

open access: yesZhejiang dianli, 2023
Accurate forecasting of short-term power load for industrial sectors plays a pivotal role in ensuring the safe and economic operation of regional power grids. To address this critical need, a short-term power load forecasting model in industries based on
YU Yinshu   +4 more
doaj   +1 more source

Home - About - Disclaimer - Privacy