Page 190 - Special Topic Session (STS) - Volume 1
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STS 423 Avery S. et al.
                  ground reference data (above 95% producer’s accuracy) (Boryan et al., 2018),
                  and has been operationally used for Hurricanes Harvey and Irma in 2017 and
                  Hurricanes  Florence and  Michael  in  2018.   During  fire  events,  daily  optical
                  imagery, such as MODIS data, and active fire location geospatial data, such as
                  Cal  Fire  (Cal  Fire,  2019)  and  the  USDA  Forest  Service  Remote  Sensing
                  Applications  Center  (USDA/Forest  Service  Remote  Sensing  Applications
                  Center, 2019),  are combined with the CDL and Cultivated Layer to identify
                  agricultural  areas  within  an  active  fire  perimeter.    This  methodology  was
                  implemented for agricultural areas impacted by the 2017 northern California
                  wildfires 2017 and a 2018 Oregon substation fire.

                  3.  Current and Future Efforts
                      The CDL and its derivatives have been used to inform NASS processes as
                  in  the  yield  modelling  and  the  JAS  imputation.  NASS  is  now  moving  to
                  integrate  its  survey  and  administrative  data  with  the  remotely  sensed
                  information. Two examples will be discussed here. First, as discussed above,
                  official estimates of the acreages planted to various crops are published each
                  year. Currently, initial estimates are obtained from survey data, FSA data, and
                  the  CDL.  These  estimates  are  combined  using  expert  opinion  during  the
                  Agricultural  Statistics  Board  process.  However,  the  information  from  all  of
                  these  sources  can  potentially  be  geospatially  integrated  to  provide  an
                  improved estimate. Efforts are now underway to evaluate this approach for the
                  state of Iowa with the goal of providing estimates for all states.
                      Currently,  the  responses  to  the  Census  of  Agriculture  questionnaire
                  provide  the  foundation  for  all  official  Census  estimates.  For  the  2022  and
                  subsequent censuses, NASS is moving rapidly to make full use of the remotely
                  sensed  information  and  administrative  data.  In  addition  to  using  current
                  administrative data to reduce respondent burden, remotely sensed data will
                  be used to inform estimates. Using the CDL with the FSA administrative data
                  as  the  foundation  with  the  questionnaire  being  used  to  fill  in  gaps  in
                  information  is  being  explored  for  possible  implementation  for  the  2027
                  Census.

                  4.  Discussion and Conclusion
                      The numbers of uses and derivative products of the CDL have increased
                  over  its  11-year  history.  Most  recently  NASS  has  begun  developing  maps
                  displaying the extent of the impact of natural disasters, such as floods and
                  fires, as well as quantifying the extent of the potential damage by crop. The
                  resulting products have been used, within NASS, within the US Department of
                  Agriculture, and more broadly to inform relief efforts. Yet, other opportunities
                  for using the CDL certainly exist, especially as NASS moves to integrate the
                  CDL  information  with  NASS  survey  and  administrative  data.  By  combining

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