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Explora: Environment
            and Resource                                                               Climate change and apple yield




            Table 4. Correlation matrix of air pollutant concentration and climatic parameters
            Parameters  Correlation  CO    CO     NO     Chill unit  Snowfall  Apple yield   Temperature  Rainfall
                                             2      x
            CO              R 2      1     0.742  0.469    0.121     −0.098     −0.119       0.500      0.179
                        Sig. (2-tailed)    0.001  0.057    0.642     0.707      0.649        0.051      0.493
            CO              R 2             1     0.631    0.161     −0.149     −0.061       0.29       0.455
              2
                        Sig. (2-tailed)           0.007    0.537     0.568      0.816        0.258      0.066
            NO              R 2                    1      −0.081     0.281      −0.199       0.142      0.126
               x
                        Sig. (2-tailed)                    0.758     0.274      0.444        0.586      0.629
            Chill unit      R 2                             1         0.18      0.327       −0.022      0.135
                        Sig. (2-tailed)                              0.489      0.201        0.933      0.604
            Snowfall        R 2                                        1        0.065       −0.408      −0.012
                        Sig. (2-tailed)                                         0.804        0.104      0.964
            Apple yield     R 2                                                   1          −0.07      0.149
                        Sig. (2-tailed)                                                      0.789      0.569
            Temperature     R 2                                                               1         0.238
                        Sig. (2-tailed)                                                                 0.357
            Rainfall        R 2                                                                          1
            *Correlation is significant at the 0.05 level (2-tailed).
                                                               of climatic condition variations on the yield and quality of
                                                               crop has been reported. 32
                                                               3.7. Yield reduction risk

                                                               Yield reduction risk was calculated by the equations
                                                               mentioned  in  the  section  of  materials  and  methods.
                                                               Figure 6 shows the results of yield reduction risk calculated
                                                               for the apple yield of the Shimla district. It indicated that
                                                               apple production may decrease by 11.48% in upcoming
                                                               years if this trend of climate change continues.

                                                               4. Discussion
            Figure 4. Changes of chill unit over time from 1991 to 2018
                                                               This study aimed to assess the effect of regional climate
            other hand, CO  showed a significant positive relationship   change on apple yield in Shimla district of Himachal
                        2
            with chill units, temperature, and rainfall, while it was   Pradesh, India. Time series data of climatic variables were
            significantly negatively associated with snowfall and apple   analyzed to substantiate the occurrence of climate change
            yield. NO  also presented a significant negative correlation   in the region. The linear trend model showed a significant
                    x
            with chill unit and apple yield as well as a positive correlation   increase in the minimum and maximum temperatures. It
            with snowfall, temperature, and rainfall. Therefore, these   was shown that snowfall presented an apparent declining
            pollutants may directly or indirectly impact on climatic   trend in the past decades. Similar trends in the changes of
            parameters and crop yield.                         temperature and snowfall were also reported by Bhan and
                                                               Singh who investigated these parameters in other study
              Chill unit was significantly positively correlated with   area.  The temperature was negatively correlated with
                                                                   33
            snowfall, apple yield, and rainfall, but was negatively   apple yield in the present study, implying that temperature,
            correlated with temperature. It was shown that an increase   especially the minimum temperature, had a negative effect
            of chill unit may increase the apple yield. Separately,   on apple yield. A similar effect of minimum temperature
            snowfall had a significant positive correlation with apple   on annual apple yield was also reported in China,
            yield but was negatively correlated with temperature and   although snowfall was not quantified and analysed.  A
                                                                                                          34
            rainfall. Apple yield had a significant negative correlation   study observed that the bud development and flowering
            with temperature. Similar finding delineating the impact   of apple trees were impaired due to increasing minimum


            Volume 1 Issue 1 (2024)                         6                                doi: 10.36922/eer.3608
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