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Qin, et al.

                              A                                   B


















                     Figure 2. Temporal characteristics of (A) wind and (B) solar energy resources from 1961 to 2019
                Note: UF/UB represents the statistical values calculated based on the ascending/descending order of the time series.


                              A















                              B


















                        Figure 3. Wavelet analysis of the (A) wind and (B) solar energy resources from 1961 to 2019

                 Table 1. Feature statistics of wind and solar energy resources in the time series

                 Index  Central frequency  Principal period   Abrupt    UF     Interannual      Variation trend
                        domain scale      of oscillation  change year          variation
                 Wind   25 – 40 years     29 years           1991      <−1.96  −0.598W·m ·a −1  Significant decrease
                                                                                         −2
                 Solar  23 – 44 years     30 years           2005      <−1.96  −5.663MJ·m ·a −1  Significant decrease
                                                                                          −2

                for EWED and 1975 – 2006 for annual TSR, during     trend. Stage III spanned 1992 – 2019 for EWED and
                which UF values were <0, and a sudden change point   1975 – 2019 for annual TSR, with UF values below
                was observed, indicating the beginning of a downward   −1.96, indicating a significant downward trend.



                Volume 22 Issue 4 (2025)                        32                           doi: 10.36922/AJWEP025190147
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