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CPS1911 Nurkhairary A. M. et al.
                The  simultaneous  functional  relationship  model  for  circular  variables
            proposed by Mokhtar et al. (2015) is applied to these data and resulting the
            parameter estimates of the data. The result is shown in Table 1.

                         Table 1. Parameter estimates of wind direction data
                                  ̂                        0.146597
                                    1
                                  ̂                        6.099307
                                    2

                             variance (̂ )                 0.018729
                                        
                                   ̃                       1.082606


                              variance (̃)                 0.055049

                Therefore, from Table 1, it can be said that the model of wind direction
            data in Kota Kinabalu during northeast monsoon from 2015 to 2017 is
                  = 0.146597 + (mod 2) and  = 6.099307 + ( 2)
                                                  2
                  1
            with  the  error  concentration  parameter  of  1.018729  where   is  the  wind
                                                                          1
            direction of 2016,   is the wind direction of 2017 and x represents the wind
                               2
            direction of 2015.
                From the parameter estimates, the rotation parameters ̂  and ̂  are very
                                                                       1
                                                                              2
            close     to    each     other     and     small     error    concentration
            ̃. This is in agreement with the representation of the rose diagrams.

            4.  Discussion and Conclusion
                To conclude, this paper discusses about modelling wind direction data in
            Kota Kinabalu coastal station in Malaysia during northeast monsoon for three
            consecutive  years  using  the  simultaneous  linear  functional  relationship  for
            multivariate  circular.  The  wind  direction  data  are  considered  with  the  von
            Mises  distribution  in  which  the  rotation  parameter  and  the  concentration
            parameter are estimated using the maximum likelihood estimation. From this
            model, we can say that the rotation parameter is very near to zero radian and
            error  concentration  parameter  of  wind  direction  is  less  concentrated  and
            dispersed.  Using  the  simultaneous  linear  functional  relationship  model,  we
            may conclude that the relationship between the three years is not strong with
            relatively low ̃ value.

            Acknowledgement
            We would like to thank National Defence University of Malaysia and University
            of Malaya (grant number: GPF006H-2018) for supporting this work.


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