Short-Term Electric Load Prediction and Early Warning in Industrial Parks Based on Neural Network
This paper proposes a load forecasting method based on LSTM model, fully explores the regularity of historical load data of industrial park enterprises, inputs the data features into LSTM units for feature extraction, and applies the attention-based model for load forecasting. The experiments show t...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Wiley
2021-01-01
|
| Series: | Discrete Dynamics in Nature and Society |
| Online Access: | http://dx.doi.org/10.1155/2021/1435334 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849395245505052672 |
|---|---|
| author | Guannan Wang Pei Yang Jiayi Chen |
| author_facet | Guannan Wang Pei Yang Jiayi Chen |
| author_sort | Guannan Wang |
| collection | DOAJ |
| description | This paper proposes a load forecasting method based on LSTM model, fully explores the regularity of historical load data of industrial park enterprises, inputs the data features into LSTM units for feature extraction, and applies the attention-based model for load forecasting. The experiments show that the accuracy of our prediction model and early warning model is better than that of the baseline and can reach the standard of application in practice; this model can also be used for early warning of local sudden large loads and identification of enterprise power demand. Therefore, the validity of the method proposed in this paper is verified using the historical dataset of industrial parks, and relevant technical products and business models are formed to provide value-added services to users by combining existing practical cases for the specific scenario of industrial parks. |
| format | Article |
| id | doaj-art-adc6a49a757b440bbfe5b640de28feba |
| institution | Kabale University |
| issn | 1026-0226 1607-887X |
| language | English |
| publishDate | 2021-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Discrete Dynamics in Nature and Society |
| spelling | doaj-art-adc6a49a757b440bbfe5b640de28feba2025-08-20T03:39:41ZengWileyDiscrete Dynamics in Nature and Society1026-02261607-887X2021-01-01202110.1155/2021/14353341435334Short-Term Electric Load Prediction and Early Warning in Industrial Parks Based on Neural NetworkGuannan Wang0Pei Yang1Jiayi Chen2State Grid Xiongan Financial Technology Group Co., Ltd., Beijing, ChinaState Grid Xiongan Financial Technology Group Co., Ltd., Beijing, ChinaState Grid Xiongan Financial Technology Group Co., Ltd., Beijing, ChinaThis paper proposes a load forecasting method based on LSTM model, fully explores the regularity of historical load data of industrial park enterprises, inputs the data features into LSTM units for feature extraction, and applies the attention-based model for load forecasting. The experiments show that the accuracy of our prediction model and early warning model is better than that of the baseline and can reach the standard of application in practice; this model can also be used for early warning of local sudden large loads and identification of enterprise power demand. Therefore, the validity of the method proposed in this paper is verified using the historical dataset of industrial parks, and relevant technical products and business models are formed to provide value-added services to users by combining existing practical cases for the specific scenario of industrial parks.http://dx.doi.org/10.1155/2021/1435334 |
| spellingShingle | Guannan Wang Pei Yang Jiayi Chen Short-Term Electric Load Prediction and Early Warning in Industrial Parks Based on Neural Network Discrete Dynamics in Nature and Society |
| title | Short-Term Electric Load Prediction and Early Warning in Industrial Parks Based on Neural Network |
| title_full | Short-Term Electric Load Prediction and Early Warning in Industrial Parks Based on Neural Network |
| title_fullStr | Short-Term Electric Load Prediction and Early Warning in Industrial Parks Based on Neural Network |
| title_full_unstemmed | Short-Term Electric Load Prediction and Early Warning in Industrial Parks Based on Neural Network |
| title_short | Short-Term Electric Load Prediction and Early Warning in Industrial Parks Based on Neural Network |
| title_sort | short term electric load prediction and early warning in industrial parks based on neural network |
| url | http://dx.doi.org/10.1155/2021/1435334 |
| work_keys_str_mv | AT guannanwang shorttermelectricloadpredictionandearlywarninginindustrialparksbasedonneuralnetwork AT peiyang shorttermelectricloadpredictionandearlywarninginindustrialparksbasedonneuralnetwork AT jiayichen shorttermelectricloadpredictionandearlywarninginindustrialparksbasedonneuralnetwork |