Page 174 - Modern Spatiotemporal Geostatistics
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Uncertainty  Assessment                   155


























         Figure  8.4.  BME  confidence  intervals  plotted  on  a  typical  single-point
               posterior  pdf.



         The   Equus     Beds    Aquifer
         The  Equus Beds aquifer  is an alluvial deposit  near the city of Wichita  in  south-
         central  Kansas.  The  Wichita  well  field  was developed  in  the  Equus  Beds  to
         supply  water  for  the  city.  Pumping  started  in  1940.  Groundwater  pumping
         from  the  well  field  and droughts  during  the  1950's  and late  1980's  resulted  in
         a  substantial  decline of  water  levels over a large  area.  The  decline of  this  vital
         resource  has motivated  regulatory  agencies to  monitor  the  water  levels  using a
         network  of  groundwater  observation  wells (Olea,  1982).  Measurements of  the
         water  level at the  observation wells were made throughout  the  years.  However,
         because of  recording  errors and due to  the  difficulties  of  accurately measuring
         fluctuating water  level in a pumping well field,  the  available knowledge  base  S
         consists  of  a combination  of  hard and soft  (uncertain)  data.  The  purpose  of
         this case study  is to  incorporate  both  hard and soft  data into  BME  analysis in
         order  to  produce accurate water-level elevation spatiotemporal  maps and, also,
         to  make a reliable  uncertainty  assessment.

         The  study area

         The  study  area  covers approximately  4,000  km 2  (Fig.  8.5).  A  total  of  70 ob-
         servation  wells were used, numbered from  1 to  70 by increasing Northing.  The
         Little Arkansas River flows from  northwest  to  southeast through the study  area,
         and  the  land surface slopes towards the  river,  as depicted  by the  contour  lines
         of  equal land-surface elevation  (in  feet)  above sea level  (Fig.  8.5).  The  water-
         level decline  in the  Equus Beds aquifer has been documented in  previous works.
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