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40       Modern Spatiotemporal   Geostatistics —  Chapter 2


        where MI,  w, 2  is a pair  of real-valued  parameters that serve as  registration
        numbers  or  identification  marks for  the  curves of  the  local  mesh  under
        consideration,  and dui,  du- 2  vary between  0 and  1.  Within this  mesh  the
        corresponding  distances  are





        where  Cn  and  {22  are parameters  obtained  from  physical  measurements.

            The  parameters £u  and  £22  do  not  change  as  long  as  we  stay  within
        the  specific mesh,  although  they  may change when we move from one mesh  to
        another  (see also the following  section,  "Metrical  Structure").  The coordinates
        of  any  point  on  the  surface  covered  by  the  Gaussian  system  (Fig.  2.8)  are
        then  known  precisely  if  we  know  the  values  of  £n  and  £22  for  every  mesh.
        These  values  are obtained  from  physical measurements  carried out  by  always
        remaining on the  surface and  never  going  outside  of  it.
        EXAMPLE   2.9:  As  we  saw above,  Gaussian  coordinates  are  useful when  it  is
        desirable  to  establish a  coordinate  system  without  leaving  the  surface  under
        study,  i.e.,  internally.  Consider a  sphere,  say, the  Earth.  If  we think  of  the
        space inside and outside the  Earth, we have a three-dimensional continuum with
        straight-line  geodesies  (the  shortest  distances between points)  and we can use
        Euclidean  geometry:  a Cartesian coordinate system with  origin  at  the  Earth's
        center  and axes along three mutually perpendicular diameters; and we have  to
        refer  to  external  points,  lines,  and  planes.  This  would  be very  inconvenient,
        since  it  would  necessitate taking  measurements below the  Earth's surface near
        its  hot  center,  flying  out  into the  atmosphere, etc.  Things  could  be simplified
        considerably  by having our coordinate system right on the surface of the  Earth.
        In this  case,  straight  lines will  be replaced  by arcs,  for  these are the  geodesies.
        A  triangle  will  consist  of  three  intersecting  arcs,  and  the  sum  of  its  angles
        will  be greater  than  180°.  Longitude  and  latitude  and all  geographical facts
        related  to  them  are defined in  terms  of  the  Earth's  surface,  i.e.,  they  are all
        internal  aspects of the  surface.  Therefore, on the surface of the  Earth we have
        a  two-dimensional  continuum  with  a  non-Euclidean geometry  of  the  Gaussian
        type.
            The  preceding analysis reveals an important  aspect regarding the choice of
        a  coordinate system to  describe natural phenomena.  This  aspect concerns  the
        distinction  between extrinsic  vs.  intrinsic  coordinate  systems  (which  is related
        to  a  similar  distinction  between  visualization viewpoints—see  Postulate  2.4)
        and  is summarized in  the  following  postulate.
        POSTULATE 2.5:    In certain  situations  understanding  may be enhanced
        if the  conception  of  points  extrinsic  (external)  to  physical  space can be
        avoided  and,  instead,  the  analysis  is  performed  in  terms  of  intrinsic
        (internal)  properties  of  the  physical space.
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