Design of Substation Carbon Emission Prediction Model Based on Cloud Model
In order to achieve the goal of energy conservation and emission reduction, all walks of life are taking active actions. Power system, as the main dispatching application of energy, is in full swing in the monitoring and management of carbon emissions and other related studies. The purpose of this p...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
EDP Sciences
2023-01-01
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| Series: | E3S Web of Conferences |
| Online Access: | https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/30/e3sconf_eppct2023_03002.pdf |
| _version_ | 1797807697509220352 |
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| author | Wang Zilei Wang Shuhao Li Yu |
| author_facet | Wang Zilei Wang Shuhao Li Yu |
| author_sort | Wang Zilei |
| collection | DOAJ |
| description | In order to achieve the goal of energy conservation and emission reduction, all walks of life are taking active actions. Power system, as the main dispatching application of energy, is in full swing in the monitoring and management of carbon emissions and other related studies. The purpose of this paper is to study the design of substation carbon emission prediction model based on the cloud model. First, the basic concepts and numerical characteristics of the cloud model are introduced. Secondly, it introduces the principle of carbon emission prediction method based on cloud model and the common carbon emission prediction method. Combining the real-time substation carbon emission data simulation with the cloud model prediction, the prediction results were compared with the BP neural network, and two average error values were used to measure the prediction results. It was found that the cloud model had a higher accuracy in predicting carbon emission, which verified its feasibility and superiority. |
| first_indexed | 2024-03-13T06:26:30Z |
| format | Article |
| id | doaj.art-1f0c03c3470541e0ab7caa2dcffe7df9 |
| institution | Directory Open Access Journal |
| issn | 2267-1242 |
| language | English |
| last_indexed | 2024-03-13T06:26:30Z |
| publishDate | 2023-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | E3S Web of Conferences |
| spelling | doaj.art-1f0c03c3470541e0ab7caa2dcffe7df92023-06-09T09:12:44ZengEDP SciencesE3S Web of Conferences2267-12422023-01-013930300210.1051/e3sconf/202339303002e3sconf_eppct2023_03002Design of Substation Carbon Emission Prediction Model Based on Cloud ModelWang Zilei0Wang Shuhao1Li Yu2State Grid Shanghai Economic Research InstituteState Grid Shanghai Economic Research InstituteState Grid Shanghai Economic Research InstituteIn order to achieve the goal of energy conservation and emission reduction, all walks of life are taking active actions. Power system, as the main dispatching application of energy, is in full swing in the monitoring and management of carbon emissions and other related studies. The purpose of this paper is to study the design of substation carbon emission prediction model based on the cloud model. First, the basic concepts and numerical characteristics of the cloud model are introduced. Secondly, it introduces the principle of carbon emission prediction method based on cloud model and the common carbon emission prediction method. Combining the real-time substation carbon emission data simulation with the cloud model prediction, the prediction results were compared with the BP neural network, and two average error values were used to measure the prediction results. It was found that the cloud model had a higher accuracy in predicting carbon emission, which verified its feasibility and superiority.https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/30/e3sconf_eppct2023_03002.pdf |
| spellingShingle | Wang Zilei Wang Shuhao Li Yu Design of Substation Carbon Emission Prediction Model Based on Cloud Model E3S Web of Conferences |
| title | Design of Substation Carbon Emission Prediction Model Based on Cloud Model |
| title_full | Design of Substation Carbon Emission Prediction Model Based on Cloud Model |
| title_fullStr | Design of Substation Carbon Emission Prediction Model Based on Cloud Model |
| title_full_unstemmed | Design of Substation Carbon Emission Prediction Model Based on Cloud Model |
| title_short | Design of Substation Carbon Emission Prediction Model Based on Cloud Model |
| title_sort | design of substation carbon emission prediction model based on cloud model |
| url | https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/30/e3sconf_eppct2023_03002.pdf |
| work_keys_str_mv | AT wangzilei designofsubstationcarbonemissionpredictionmodelbasedoncloudmodel AT wangshuhao designofsubstationcarbonemissionpredictionmodelbasedoncloudmodel AT liyu designofsubstationcarbonemissionpredictionmodelbasedoncloudmodel |