<?xml version="1.0" encoding="UTF-8"?>
<?xml-stylesheet type="text/xsl" href="fgdc_classic.xsl"?>
<metadata xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:noNamespaceSchemaLocation="https://water.usgs.gov/GIS/metadata/usgswrd/fgdc-std-001-1998.xsd">
  <idinfo>
    <citation>
      <citeinfo>
        <origin>J.L. Smith</origin>
        <pubdate>2001</pubdate>
        <title>Classification of evapotranspiration units in major discharge areas of Death Valley regional</title>
        <edition>Version 1.0</edition>
        <geoform>remote-sensing image</geoform>
        <pubinfo>
          <pubplace>Reston, Virginia</pubplace>
          <publish>U.S. Geological Survey</publish>
        </pubinfo>
        <onlink>https://water.usgs.gov/lookup/getspatial?etunit</onlink>
        <lworkcit>
          <citeinfo>
            <origin>Laczniak, Smith, Elliott, and DeMeo</origin>
            <pubdate>2001</pubdate>
            <title>Ground-water discharge determined from
estimates of evapotranspiration, Death Valley
regional flow system, Nevada and California</title>
            <serinfo>
              <sername>Water-Resources Investigations Report</sername>
              <issue>01-4195</issue>
            </serinfo>
            <pubinfo>
              <pubplace>Reston, Virginia</pubplace>
              <publish>U.S. Geological Survey</publish>
            </pubinfo>
            <onlink>https://pubs.usgs.gov/wri/wri014195/</onlink>
          </citeinfo>
        </lworkcit>
      </citeinfo>
    </citation>
    <descript>
      <abstract>The raster-based classification of evapotranspiration
(ET) units is for nine major discharge areas in the Death
Valley regional flow system.  The ET units delineate general
areas of similar vegetation and soil-moisture conditions.
Classifications were derived from Landsat Thematic Mapper
imagery data acquired June 13, 1992; Sept. 1, 1992; and
June 21, 1989.</abstract>
      <purpose>The data set was created to delineate the aerial extent and
quantify acreage of the different ET units found within the
many major discharge areas of the Death Valley regional flow
system.</purpose>
      <supplinf>Introduction
The raster-based classification of ET units within the major
discharge areas of the Death Valley regional flow system
determined from Landsat Thematic Mapper (TM) imagery data
acquired June 13, 1992, Sept. 1, 1992; and June 21, 1989.
Background information on classification procedures can be
found in American Society of Photogrammetry (1983).  Except
for Sarcobatus Flat, all discharge areas were classified
using the 1992 TM imagery.  An accurate classification of
Sarcobatus Flat could not be attained from 1992 TM imagery
because of extensive cloud cover over the area.  Instead,
Sarcobatus Flat was classified from TM data acquired June
21, 1989.
		
Reviews
		
The final classification of ET units within each major
discharge area was checked for consistency and accuracy
during data processing.  Two external reviews were done.
The reviewers were asked to check metadata and other
documentation files for completeness and accuracy.
Reviewers also were asked to check the topological
consistency, tolerances, projections, and geographic extent.
		
Related_Spatial_and_Tabular_Data_Sets
		
The Landsat entity identification numbers for the two June
13, 1992 scenes, which were used to classify ET units
throughout most of the discharge areas in the Death Valley
regional flow system are LT5040034009216510 and
LT5040035009216510. The entity identification number of the
June 21, 1989 scene, which was used to classify ET units in
Sarcobatus Flat, is LT5040034008917210, and of the Sept. 1,
1992 scene, which was used in addition to classify Ash
Meadows, is LT5040035009224510.
		
In this documentation, under Spatial_Domain, the coordinates
given represent the extent of a combined TM image.  The
combined image was generated by mosaicking the two June 13,
1992 TM scenes.  Under Spatial_Data_Organization_Information,
the Row_Count and Column_Count are pixel counts based on the
combined TM image.  Nine areas of ground-water discharge were
classified.  These discharge areas and their given ArcInfo
grid names are Ash Meadows, etunit_am; Chicago Valley, etunit_cv;
Franklin Lake, etunit_fl; Franklin Well, etunit_fw; Oasis Valley,
etunit_ov; Sarcobatus Flat, etunit_sf; Shoshone area, etunit_sa;
Stewart Valley, etunit_sv; and Tecopa area, etunit_ta (includes
California Valley and the Resting Spring area).  A table
describing each area follows.  The boundaries are given in
Universal Transverse Mercator (Zone 11) coordinates.  The row
and column counts given are based on 18 meter pixels.
		
&gt;---------------------------------------------------------------
&gt; Grid     Row  Column   West      South      East      North
&gt; Name     Count Count Boundary   Boundary  Boundary   Boundary
&gt;---------------------------------------------------------------
&gt;etunit_am 2068  1646  548630.00 4016213.00 578258.00 4053437.00
&gt;etunit_cv  561   263  572090.43 3979129.12 576824.43 3989227.12
&gt;etunit_fl  656   282  553199.89 4009055.15 558275.89 4020863.15
&gt;etunit_fw  340   388  544386.83 4027209.97 551370.83 4033329.97
&gt;etunit_ov 1556  1167  510666.66 4078337.52 531672.66 4106345.52
&gt;etunit_sf 1345  1420  487910.10 4107068.27 513470.10 4131278.27
&gt;etunit_sa  585   151  565211.96 3973515.00 567929.96 3984045.00
&gt;etunit_sv  844   858  572004.20 3998813.15 587448.20 4014005.15
&gt;etunit_ta 1050  1153  566305.22 3955508.14 587059.22 3974408.14
&gt;---------------------------------------------------------------
		
References
		
American Society of Photogrammetry, 1983, Manual of remote
sensing: The Sheridan Press, 2440 p.
		
Beverley, A.M., and Penton, P.G., eds., 1989, ELAS, Science
and Technology Laboratory Applications Software--Vol. II,
User Reference:  National Aeronautics and Space
Administration, Science and Technology Laboratory Report
183, [unpaginated].
		
Chavez, P.S., 1989, Radiometric calibration of Landsat
Thematic Mapper multispectral images:  Photogrammetric
Engineering and Remote Sensing, v. 55, no. 9, p. 1285-1294.
		
Laczniak, R.J., DeMeo, G.A., Reiner, S.R., Smith, J.L., and
Nylund, W.E., 1999, Estimates of ground-water discharge
as determined from measurements of evapotranspiration, Ash
Meadows area, Nye County, Nevada:  U.S. Geological Survey
Water-Resources Investigation Report 99-4079, 70 p.
		
U.S. Geological Survey, 1989, Landsat Thematic Mapper
imagery:  Sioux Falls, S.D., U.S. Geological Survey.
		
U.S. Geological Survey, 1992, Landsat Thematic Mapper
imagery:  Sioux Falls, S.D., U.S. Geological Survey.
		
Notes
		
Any use of trade, product, or firm names is for descriptive
purposes only and does not imply endorsement by the U.S.
Government.  Although this data set has been used by the
U.S.  Geological Survey, Department of the Interior, no
warranty expressed or implied is made by the U.S. Geological
Survey as to the accuracy of the data and related materials.
		
Although this Federal Geographic Data Committee-compliant
metadata file is intended to document the data set in
non-proprietary form, as well as in ArcInfo(R) format, this
metadata file may include some ArcInfo-specific
terminology.
		
Users should exercise caution and judgment in applying these
data, and be aware that errors may be present in any or
all of the digital image data.  If errors are encountered
in this data set, it will be appreciated if the user would
pass this information to the Metadata_Contact.</supplinf>
    </descript>
    <timeperd>
      <timeinfo>
        <sngdate>
          <caldate>19890621, 19920613, and 19920901</caldate>
        </sngdate>
      </timeinfo>
      <current>The classification is appropriate only
for the date of the imagery.</current>
    </timeperd>
    <status>
      <progress>Complete</progress>
      <update>None planned</update>
    </status>
    <spdom>
      <bounding>
        <westbc>-117.14110287</westbc>
        <eastbc>-116.02616289</eastbc>
        <northbc>37.3203447</northbc>
        <southbc>35.73952569</southbc>
      </bounding>
    </spdom>
    <keywords>
      <theme>
        <themekt>USGS Thesaurus</themekt>
        <themekey>evapotranspiration</themekey>
        <themekey>ET</themekey>
        <themekey>classification</themekey>
        <themekey>inlandWaters</themekey>
      </theme>
      <theme>
        <themekt>ISO 19115 Topic Category</themekt>
        <themekey>geoscientificInformation</themekey>
        <themekey>inlandWaters</themekey>
        <themekey>environment</themekey>
      </theme>
      <theme>
        <themekt>USGS Metadata Identifier</themekt>
        <themekey>USGS:ac575a6f-00f1-4816-a538-ea0bf544c71c</themekey>
      </theme>
       <place>
        <placekt>Geographic Names Information System</placekt>
        <placekey>Nevada</placekey>
        <placekey>southern Nevada</placekey>
        <placekey>eastern California</placekey>
        <placekey>Ash Meadows</placekey>
        <placekey>California Valley</placekey>
        <placekey>Chicago Valley</placekey>
        <placekey>China Ranch</placekey>
        <placekey>Death Valley</placekey>
        <placekey>Franklin Lake</placekey>
        <placekey>Franklin Well</placekey>
        <placekey>Oasis Valley</placekey>
        <placekey>Resting Spring</placekey>
        <placekey>Sarcobatus Flat</placekey>
        <placekey>Shoshone</placekey>
        <placekey>Stewart Valley</placekey>
        <placekey>Tecopa</placekey>
      </place>
    </keywords>
    <accconst>None</accconst>
    <useconst>The data are derived from copyrighted data provided by EOSAT
Corporation.  No use constraints apply.  Users should exercise
caution when using these data.
		
Use with similarly scaled data.
		
Acknowledgment of the U.S. Geological Survey and the U.S.
Department of Energy would be appreciated in any products
derived from these data.</useconst>
    <ptcontac>
      <cntinfo>
        <cntperp>
          <cntper>J.L. Smith</cntper>
          <cntorg>U.S. Geological Survey</cntorg>
        </cntperp>
        <cntpos>Hydrologist</cntpos>
        <cntaddr>
          <addrtype>mailing and physical address</addrtype>
          <address>333 W. Nye Ln.</address>
          <city>Carson City</city>
          <state>NV</state>
          <postal>89706</postal>
          <country>USA</country>
        </cntaddr>
        <cntvoice>1-888-275-8747</cntvoice>
        <cntfax>(775) 887-7629</cntfax>
        <cntemail>jlsmith@usgs.gov</cntemail>
      </cntinfo>
    </ptcontac>
    <browse>
      <browsen>https://pubs.usgs.gov/wri/wri014195/text/figures/figure06.htm</browsen>
      <browsed>Illustration of data set</browsed>
      <browset>htm</browset>
    </browse>
    <datacred>Compilation of this data set and the associated metadata was
done in cooperation with the U.S. Department of Energy, Nevada
Operations Office.</datacred>
    <native>IRIX64, 6.4, IP27 UNIX
ArcInfo version 7.2.1</native>
  </idinfo>
  <dataqual>
    <attracc>
      <attraccr>See Entity_Attribute_Information</attraccr>
      <qattracc>
        <attraccv>See Explanation.</attraccv>
        <attracce>Where present an explanation is used to describe each
attribute defined in the Entity_and_Attribute section.</attracce>
      </qattracc>
    </attracc>
    <logic>Not applicable for raster data.</logic>
    <complete>Complete</complete>
    <posacc>
      <horizpa>
        <horizpar>For geometric corrections, 72 control points evenly
distributed throughout the image generally are collected.
First order global polynomial models were used.  During
geocorrection model evaluation, some control points are
dropped but others in the immediate area are collected
as replacements. Maps at a scale of 1:24,000 were used
for initial control point collection.  These procedures
produced acceptable models for TM data geocorrection.
In some areas, more than a one- or two-pixel error has been
observed as compared with Digital Line Graph (DLG) data.
Distortions in the mountainous areas probably were greater
than one pixel due to relief.</horizpar>
        <qhorizpa>
          <horizpav>25.0 meters</horizpav>
          <horizpae>Overall root-mean-square (RMS) errors of the geocorrection
models were less than one pixel and generally ranged
from 15 to 25 meters in the x and y directions. Some
individual control points may have RMS errors approaching
40 meters.</horizpae>
        </qhorizpa>
      </horizpa>
    </posacc>
    <lineage>
      <srcinfo>
        <srccite>
          <citeinfo>
            <origin>U.S. Geological Survey (USGS)</origin>
            <pubdate>19890621 and 19920613</pubdate>
            <title>Landsat Thematic Mapper (TM) Imagery</title>
            <geoform>remote-sensing image</geoform>
            <pubinfo>
              <pubplace>Sioux Falls, SD   67198</pubplace>
              <publish>USGS</publish>
            </pubinfo>
          </citeinfo>
        </srccite>
        <typesrc>CD-ROM</typesrc>
        <srctime>
          <timeinfo>
            <sngdate>
              <caldate>19890621 and 19920613</caldate>
            </sngdate>
          </timeinfo>
          <srccurr>ground condition</srccurr>
        </srctime>
        <srccitea>Landsat TM</srccitea>
        <srccontr>The Landsat TM was processed using the National Landsat
Archive Production System (NLAPS) systematic correction.</srccontr>
      </srcinfo>
      <procstep>
        <procdesc>The TM data are converted to NASA ELAS format (Science
and Technology Laboratory Application Software; Beverley
and Penton, 1989).  Data quality is assessed, statistics
are collected, classification is produced, and geometric
corrections are performed using ELAS.  Preprocessing of
the TM data included mosaicking the two scenes together.
Since the scenes were the same date, a common point was
found in the overlap area and the scenes were copied
together into an output file.  The imagery was then
converted to ArcInfo(R) GRID format for analysis and
integration with other geographic information.
		
An unsupervised approach was used to identify the unique
spectral responses present within the imagery.  Training
statistics were collected in each of the major discharge
areas (areas of significant ground-water ET).  Additional
training statistics were collected over the entire data set
using an algorithm that searched for homogeneous areas by
sliding a three-by-three pixel window across the image.  A
maximum-likelihood classification was used to associate
individual pixels with spectral responses developed by the
training statistics.
		
Through field observations and the analysis of the training
statistics, a final ET-unit classification was interpreted.
Statistics in each initial spectral response showed similar
patterns.   Initially the training statistics were analyzed
and grouped into several clusters.  Atmospheric and
radiometric correction of the statistics were made using
the programs TMHAZE and TM2REF developed and described;
Chavez (1989).  Maps of the initial classification at a
scale of 1:24,000 were made for field trips.  Field trips
included taking photographs of selected sites which were
documented on standard forms or in a field notebook.
Precision Light-weight Global Positioning Systems (GPS)
Receiver (PLGR) was to locate field sites. An outer
boundary around each major discharge area was mapped
during field visits.  The boundary was located to include
phreatophytes and moist soil areas within the major
discharge area.  The boundary focused the analysis on the
major discharge areas and eliminated potential confusion
between phreatophytes and lush desert and mountain
vegetation during the final classification procedure.
Clusters were regrouped as necessary to reflect any noted
field observations prior to a final ET-unit classification.
		
In addition to the June 13, 1992, TM data, the classification
of Ash Meadows used TM data acquired Sept. 1, 1992.  The
procedure differed from that presented above in that it
combined two independent classifications, each derived from TM
data acquired on a different date.  One date represented late
spring conditions and the other represented fall conditions.
The procedure is described in detail in Laczniak and others
(1999).
		
The Sarcobatus Flat area was classified using June 21, 1989 TM
data.  An accurate classification of Sarcobatus Flat could
not be attained from the June 13, 1992, TM imagery because
of intense cloud cover throughout the area.  Instead a June
21, 1989 TM scene was processed as described above to
produce separate training statistics from which the final
classification was performed.</procdesc>
        <srcused>Landsat TM</srcused>
        <procdate>1995-97</procdate>
      </procstep>
    </lineage>
  </dataqual>
  <spdoinfo>
    <direct>Raster</direct>
    <rastinfo>
      <rasttype>grid cell</rasttype>
      <rowcount>13955</rowcount>
      <colcount>11270</colcount>
    </rastinfo>
  </spdoinfo>
  <spref>
    <horizsys>
      <planar>
        <gridsys>
          <gridsysn>Universal Transverse Mercator</gridsysn>
          <utm>
            <utmzone>11</utmzone>
            <transmer>
              <sfctrmer>
              </sfctrmer>
              <longcm>
              </longcm>
              <latprjo>
              </latprjo>
              <feast>
              </feast>
              <fnorth>
              </fnorth>
            </transmer>
          </utm>
        </gridsys>
        <planci>
          <plance>coordinate pair</plance>
          <coordrep>
            <absres>18.0</absres>
            <ordres>18.0</ordres>
          </coordrep>
          <plandu>Meters</plandu>
        </planci>
      </planar>
      <geodetic>
        <horizdn>North American Datum of 1927</horizdn>
        <ellips>Clarke 1866</ellips>
        <semiaxis>6378206.4</semiaxis>
        <denflat>294.98</denflat>
      </geodetic>
    </horizsys>
  </spref>
  <eainfo>
    <detailed>
      <enttyp>
        <enttypl>grid cell</enttypl>
        <enttypd>grid cell used for ET unit value</enttypd>
        <enttypds>ArcInfo(R) GIS software</enttypds>
      </enttyp>
      <attr>
        <attrlabl>VALUE</attrlabl>
        <attrdef>ET unit value</attrdef>
        <attrdefs>Author</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>0</rdommin>
            <rdommax>10</rdommax>
          </rdom>
        </attrdomv>
      </attr>
    </detailed>
    <overview>
      <eaover>A value of 0 indicates that a pixel was unclassified.  A
value greater than 0 indicates that a pixel was classified as
an ET unit.  Ten ET units were identified within the major
discharge areas of the Death Valley regional flow system.
Each ET unit is designated an integer from 1 to 10 as
follows:
		
&gt;0 - no significant ET,
&gt;1 - open water,
&gt;2 - submerged aquatic vegetation,
&gt;3 - dense wetland vegetation,
&gt;4 - dense meadow and forested vegetation,
&gt;5 - dense to moderately dense grassland vegetation,
&gt;6 - sparse grassland vegetation,
&gt;7 - moist bare soil,
&gt;8 - sparse to moderately dense shrubland vegetation,
&gt;9 - sparse woodland vegetation,
&gt;10- open playa.
		
The code in VALUE is a categorical number created from the
classification procedure. The VAT file of the ArcInfo grid
also contains the attribute COUNT which is the number of
pixels having an assigned VALUE. The ArcInfo grid also
includes a statistic file (ETUNIT_[area].STA) which contains
the attributes MIN, MAX, MEAN, and STDV, where MIN is the
minimum of VALUE, MAX is the maximum of VALUE, MEAN is the
mean of VALUE, and STDV is the standard deviation of VALUE.
These attributes have limited relevance in that they summarize
the statistics of categorical data, and therefore, are not
included in any non-proprietary digital data sets.
		
&gt;ETUNIT_[area].VAT:
&gt;
&gt;COLUMN   ITEM NAME        WIDTH OUTPUT  TYPE N.DEC  ALTERNATE NAME
&gt;    1  VALUE                  4    10     B      -
&gt;    5  COUNT                  4    10     B      -
&gt;
&gt;
&gt;ETUNIT_[area].STA:
&gt;
&gt;COLUMN   ITEM NAME        WIDTH OUTPUT  TYPE N.DEC  ALTERNATE NAME
&gt;    1  MIN                    8    15     F      3
&gt;    9  MAX                    8    15     F      3
&gt;   17  MEAN                   8    15     F      3
&gt;   25  STDV                   8    15     F      3
&gt;</eaover>
      <eadetcit>none</eadetcit>
    </overview>
  </eainfo>
  <distinfo>
    <distrib>
      <cntinfo>
        <cntorgp>
          <cntorg>U.S. Geological Survey</cntorg>
          <cntper>Michael Ierardi</cntper>
        </cntorgp>
        <cntpos>IT Specialist</cntpos>
        <cntaddr>
          <addrtype>mailing</addrtype>
          <address>445 National Center</address>
          <city>Reston</city>
          <state>VA</state>
          <postal>20192</postal>
        </cntaddr>
        <cntvoice>1-888-275-8747 (1-888-ASK-USGS)</cntvoice>
        <cntemail>mierardi@usgs.gov</cntemail>
      </cntinfo>
    </distrib>
    <distliab>Although this data set has been used by the U.S. Geological
Survey, U.S. Department of the Interior, no warranty expressed or
implied is made by the U.S. Geological Survey as to the accuracy
of the data and related materials. The act of distribution shall not 
constitute any such warranty, and no responsibility is assumed by 
the U.S. Geological Survey in the use of this data, software, or 
related materials.
		
Any use of trade, product, or firm names is for descriptive
purposes only and does not imply endorsement by the U.S.
Government.</distliab>
    <stdorder>
      <digform>
        <digtinfo>
          <formname>Export</formname>
          <formcont>Full coverage</formcont>
          <filedec>zipped</filedec>
          <transize>1</transize>
        </digtinfo>
        <digtopt>
          <onlinopt>
            <computer>
              <networka>
                <networkr>https://water.usgs.gov/GIS/dsdl/etunit_data.tgz</networkr>
              </networka>
            </computer>
          </onlinopt>
        </digtopt>
      </digform>
      <digform>
        <digtinfo>
          <formname>Export</formname>
          <formcont>Full coverage</formcont>
          <filedec>zipped</filedec>
          <transize>1</transize>
        </digtinfo>
        <digtopt>
          <onlinopt>
            <computer>
              <networka>
                <networkr>https://water.usgs.gov/GIS/dsdl/etunit_meta.tgz</networkr>
              </networka>
            </computer>
          </onlinopt>
        </digtopt>
      </digform>
      <fees>None. This dataset is provided by USGS as a public service.</fees>
    </stdorder>
  </distinfo>
  <metainfo>
    <metd>20201117</metd>
    <metc>
      <cntinfo>
        <cntorgp>
          <cntorg>U.S. Geological Survey</cntorg>
        </cntorgp>
        <cntpos>Ask USGS -- Water Webserver Team</cntpos>
        <cntaddr>
          <addrtype>mailing</addrtype>
          <address>445 National Center</address>
          <city>Reston</city>
          <state>VA</state>
          <postal>20192</postal>
        </cntaddr>
        <cntvoice>1-888-275-8747 (1-888-ASK-USGS)</cntvoice>
        <cntemail>mierardi@usgs.gov</cntemail>
      </cntinfo>
    </metc>
    <metstdn>FGDC Content Standards for Digital Geospatial Metadata</metstdn>
    <metstdv>FGDC-STD-001-1998</metstdv>
  </metainfo>
</metadata>
