(contd. ) 
                        In the Fourier integrals of (1) and (2), the coordinate positions in the signal and frequency domains can now be expressed by the respective mapping functions such that,  
                                                
                        and  
                                                
                        The signal amplitudes shall not be changed by the coordinate mapping i.e.  
                        
                          
                              | 
                            (3.2.8)  | 
                           
                                                 The spectral values must also uniquely be mapped, but may be subject to a constant scaling of amplitudes,  
                                                
                        Then, comparing eqn(3.2.4) ,(3.2.5) to (3.2.9) we get.  
                          
                          
                        and as  
                          
                        we have,  
                          
                        For the 2D case   imposes four conditions on the basis vectors:  
                         ;  
                        It is evident that each basis vectors   in spatial domain has its orthogonal counterpart   in frequency domain s.t.   for  ;.  
                        For  ; the inner product of vectors is unity. We say that the basis systems described by   and   are bi-orthogonal   is the dual matrix of  .  
                      (continued in the next slide)   |