A Cross-Correlation Analysis of Irradiation, Temperature and Wind Speed Based on Detrended Cross-Correlation Method
Exploiting the interconnections among meteorological factors properly can reduce the operating costs and enhance the stability of the system. In this paper, the measured data of irradiation, wind velocity and temperature at three different areas in the United States are used to explore the long-rang...
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State Grid Energy Research Institute
2020-06-01
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| Series: | Zhongguo dianli |
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| Online Access: | https://www.electricpower.com.cn/CN/10.11930/j.issn.1004-9649.201809009 |
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| author | Xiaosheng WU Yuewen JIANG |
| author_facet | Xiaosheng WU Yuewen JIANG |
| author_sort | Xiaosheng WU |
| collection | DOAJ |
| description | Exploiting the interconnections among meteorological factors properly can reduce the operating costs and enhance the stability of the system. In this paper, the measured data of irradiation, wind velocity and temperature at three different areas in the United States are used to explore the long-range auto correlation and the interactions between these factors. First of all, the detrended fluctuation analysis method (DFA) is adopted to analyze the long-range auto correlation of these meteorological factors at three areas, respectively. Moreover, the detrended cross-correlation analysis method (DCCA) and the coefficient for reciprocity of DCCA is used to quantify the interactions of these three factors at different scales. Finally, several wind-solar hybrid generation scenarios are developed to evaluate the general and seasonal characteristics of the complementarity between wind and solar energy. The results verify the validity and necessity of the proposed model. |
| format | Article |
| id | doaj-art-60c23709c02646d89ffbb0fdb247dfbb |
| institution | OA Journals |
| issn | 1004-9649 |
| language | zho |
| publishDate | 2020-06-01 |
| publisher | State Grid Energy Research Institute |
| record_format | Article |
| series | Zhongguo dianli |
| spelling | doaj-art-60c23709c02646d89ffbb0fdb247dfbb2025-08-20T02:04:51ZzhoState Grid Energy Research InstituteZhongguo dianli1004-96492020-06-015369710610.11930/j.issn.1004-9649.201809009zgdl-53-5-wuxiaoshengA Cross-Correlation Analysis of Irradiation, Temperature and Wind Speed Based on Detrended Cross-Correlation MethodXiaosheng WU0Yuewen JIANG1College of Electrical Engineering and Automation, Fuzhou University, Fuzhou 350108, ChinaCollege of Electrical Engineering and Automation, Fuzhou University, Fuzhou 350108, ChinaExploiting the interconnections among meteorological factors properly can reduce the operating costs and enhance the stability of the system. In this paper, the measured data of irradiation, wind velocity and temperature at three different areas in the United States are used to explore the long-range auto correlation and the interactions between these factors. First of all, the detrended fluctuation analysis method (DFA) is adopted to analyze the long-range auto correlation of these meteorological factors at three areas, respectively. Moreover, the detrended cross-correlation analysis method (DCCA) and the coefficient for reciprocity of DCCA is used to quantify the interactions of these three factors at different scales. Finally, several wind-solar hybrid generation scenarios are developed to evaluate the general and seasonal characteristics of the complementarity between wind and solar energy. The results verify the validity and necessity of the proposed model.https://www.electricpower.com.cn/CN/10.11930/j.issn.1004-9649.201809009dfacross-correlationlong-range auto-correlationwind speedirradiationtemperature |
| spellingShingle | Xiaosheng WU Yuewen JIANG A Cross-Correlation Analysis of Irradiation, Temperature and Wind Speed Based on Detrended Cross-Correlation Method Zhongguo dianli dfa cross-correlation long-range auto-correlation wind speed irradiation temperature |
| title | A Cross-Correlation Analysis of Irradiation, Temperature and Wind Speed Based on Detrended Cross-Correlation Method |
| title_full | A Cross-Correlation Analysis of Irradiation, Temperature and Wind Speed Based on Detrended Cross-Correlation Method |
| title_fullStr | A Cross-Correlation Analysis of Irradiation, Temperature and Wind Speed Based on Detrended Cross-Correlation Method |
| title_full_unstemmed | A Cross-Correlation Analysis of Irradiation, Temperature and Wind Speed Based on Detrended Cross-Correlation Method |
| title_short | A Cross-Correlation Analysis of Irradiation, Temperature and Wind Speed Based on Detrended Cross-Correlation Method |
| title_sort | cross correlation analysis of irradiation temperature and wind speed based on detrended cross correlation method |
| topic | dfa cross-correlation long-range auto-correlation wind speed irradiation temperature |
| url | https://www.electricpower.com.cn/CN/10.11930/j.issn.1004-9649.201809009 |
| work_keys_str_mv | AT xiaoshengwu acrosscorrelationanalysisofirradiationtemperatureandwindspeedbasedondetrendedcrosscorrelationmethod AT yuewenjiang acrosscorrelationanalysisofirradiationtemperatureandwindspeedbasedondetrendedcrosscorrelationmethod AT xiaoshengwu crosscorrelationanalysisofirradiationtemperatureandwindspeedbasedondetrendedcrosscorrelationmethod AT yuewenjiang crosscorrelationanalysisofirradiationtemperatureandwindspeedbasedondetrendedcrosscorrelationmethod |