Adequacy Evaluation of Power System Ramping Capability Based on Net Load Forecast Error Statistics
In the context of rapid development of renewable energy, the power system is required to keep sufficient ramping capability for coping with the renewable generation's fluctuation and intermittence. Analyzing the supply-demand situation of the power system's ramping capability can discover...
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| Format: | Article |
| Language: | zho |
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State Grid Energy Research Institute
2024-05-01
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| Series: | Zhongguo dianli |
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| Online Access: | https://www.electricpower.com.cn/CN/10.11930/j.issn.1004-9649.202309084 |
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| author | Zhongfei CHEN Yue ZHAO Qiuna CAI Qiaoyu ZHANG Zelin WANG Xiaojuan DAI Yuguo CHEN |
| author_facet | Zhongfei CHEN Yue ZHAO Qiuna CAI Qiaoyu ZHANG Zelin WANG Xiaojuan DAI Yuguo CHEN |
| author_sort | Zhongfei CHEN |
| collection | DOAJ |
| description | In the context of rapid development of renewable energy, the power system is required to keep sufficient ramping capability for coping with the renewable generation's fluctuation and intermittence. Analyzing the supply-demand situation of the power system's ramping capability can discover the risk of insufficient ramping capability and improve the security and stability of the power system operation. This paper firstly proposes the logic and procedure for power system ramping capability adequacy evaluation, and clarifies the definitions and concepts of the netload ramping capacity, uncertainty ramping capacity, surplus ramping capability and its demand-supply ratio. And the theories and specific calculation methods for estimating the netload forecast error based on the confidence statistics and quantile regression, as well as the specific calculation methods for the above parameters, are subsequently proposed. Finally, an example analysis is carried out based on the data of forty historical operating days and four typical days in Guangdong to validate the effectiveness of the proposed adequacy evaluation method. This research indicates that the surplus ramping capability demand-supply ratio can effectively identify the ramping characteristics in different typical days and special periods, reflecting the adequacy of ramping capability in the day and minute scale; the indicators such as coverage, excess, and estimation quantity can be used to evaluate the applicability of error estimation models in different regions and scenarios, serving as a reference for model selection. |
| format | Article |
| id | doaj-art-19828ce351de421eb998f7f200c4c701 |
| institution | DOAJ |
| issn | 1004-9649 |
| language | zho |
| publishDate | 2024-05-01 |
| publisher | State Grid Energy Research Institute |
| record_format | Article |
| series | Zhongguo dianli |
| spelling | doaj-art-19828ce351de421eb998f7f200c4c7012025-08-20T02:47:33ZzhoState Grid Energy Research InstituteZhongguo dianli1004-96492024-05-01575506010.11930/j.issn.1004-9649.202309084zgdl-57-05-zhenzhongfeiAdequacy Evaluation of Power System Ramping Capability Based on Net Load Forecast Error StatisticsZhongfei CHEN0Yue ZHAO1Qiuna CAI2Qiaoyu ZHANG3Zelin WANG4Xiaojuan DAI5Yuguo CHEN6Power Dispatching and Control Center of Guangdong Power Grid Co., Ltd., Guangzhou 510600, ChinaPower Dispatching and Control Center of Guangdong Power Grid Co., Ltd., Guangzhou 510600, ChinaPower Dispatching and Control Center of Guangdong Power Grid Co., Ltd., Guangzhou 510600, ChinaPower Dispatching and Control Center of Guangdong Power Grid Co., Ltd., Guangzhou 510600, ChinaBeijing TsIntergy Technology Co., Ltd., Beijing 100080, ChinaBeijing TsIntergy Technology Co., Ltd., Beijing 100080, ChinaBeijing TsIntergy Technology Co., Ltd., Beijing 100080, ChinaIn the context of rapid development of renewable energy, the power system is required to keep sufficient ramping capability for coping with the renewable generation's fluctuation and intermittence. Analyzing the supply-demand situation of the power system's ramping capability can discover the risk of insufficient ramping capability and improve the security and stability of the power system operation. This paper firstly proposes the logic and procedure for power system ramping capability adequacy evaluation, and clarifies the definitions and concepts of the netload ramping capacity, uncertainty ramping capacity, surplus ramping capability and its demand-supply ratio. And the theories and specific calculation methods for estimating the netload forecast error based on the confidence statistics and quantile regression, as well as the specific calculation methods for the above parameters, are subsequently proposed. Finally, an example analysis is carried out based on the data of forty historical operating days and four typical days in Guangdong to validate the effectiveness of the proposed adequacy evaluation method. This research indicates that the surplus ramping capability demand-supply ratio can effectively identify the ramping characteristics in different typical days and special periods, reflecting the adequacy of ramping capability in the day and minute scale; the indicators such as coverage, excess, and estimation quantity can be used to evaluate the applicability of error estimation models in different regions and scenarios, serving as a reference for model selection.https://www.electricpower.com.cn/CN/10.11930/j.issn.1004-9649.202309084ramping capability adequacydemand-supply rationetload forecast errorconfidence statisticsquantile regression |
| spellingShingle | Zhongfei CHEN Yue ZHAO Qiuna CAI Qiaoyu ZHANG Zelin WANG Xiaojuan DAI Yuguo CHEN Adequacy Evaluation of Power System Ramping Capability Based on Net Load Forecast Error Statistics Zhongguo dianli ramping capability adequacy demand-supply ratio netload forecast error confidence statistics quantile regression |
| title | Adequacy Evaluation of Power System Ramping Capability Based on Net Load Forecast Error Statistics |
| title_full | Adequacy Evaluation of Power System Ramping Capability Based on Net Load Forecast Error Statistics |
| title_fullStr | Adequacy Evaluation of Power System Ramping Capability Based on Net Load Forecast Error Statistics |
| title_full_unstemmed | Adequacy Evaluation of Power System Ramping Capability Based on Net Load Forecast Error Statistics |
| title_short | Adequacy Evaluation of Power System Ramping Capability Based on Net Load Forecast Error Statistics |
| title_sort | adequacy evaluation of power system ramping capability based on net load forecast error statistics |
| topic | ramping capability adequacy demand-supply ratio netload forecast error confidence statistics quantile regression |
| url | https://www.electricpower.com.cn/CN/10.11930/j.issn.1004-9649.202309084 |
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