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Jason Giovannettone
               Michael Wright
Institute for Water Resources
                    ICI-WaRM
•   Objective: Develop a free tool that uses available
    rainfall data to create rainfall frequency maps.
•   Useful in arid & semi-arid regions.
•   Many developing countries are located in dry
    regions.
•   Maps assist in identifying areas vulnerable to climate
    change impacts on precipitation.
•   Overall Result: Assist in long-range planning for arid
    developing countries where changes in rainfall due to
    climate change can be expected.
• Taken from Schafer et al. (2007). “Regional precipitation-frequency analysis and spatial
mapping of 24-hour precipitation for Oregon,” prepared by MGS Engineering Consultants, Inc.
for the Oregon State Department of Transportation, 84 pp.
•   ICIWaRM: International Center for Integrated
    Water Resources Management.
•   Category 2 UNESCO center headquartered at the
    Institute for Water Resources
•   Consortium of universities, U.S. gov’t agencies, &
    NGOs supporting UNESCO’s IHP strategic program.
•   Software supports ICIWaRM mission of aiding
    developing countries in water resources
    management & contributing to developing non-
    proprietary analytical tools.
 L-moments are the
  statistics used to
  determine the exact
  shape of the regional
  frequency.
 L-Mean, L-Coefficient
  of Variation, L-
  Skew, L-Kurtosis
 Developed by John
  Hosking & James
  Wallis
 Regional rainfall
  frequency analysis is
  performed by grouping
  rainfall data from
  multiple sites with
  similar frequency
  distributions.
 Caution must be
  exercised in
  determining regions
  (e.g. Are sites only
  located on rivers?)
 A drought (rainfall
 frequency) atlas is
 a collection of
 maps/statistics
 that reveals the
 spatial distribution
 of storm
 intensities for
 particular
 frequencies.
 Choose a period to
  analyze.
 Beginning month =
  February.
 Period duration =
  February – April.
 Each site requires
  40 good periods of
  data to be used.
 A graph of t4 vs. t3
  gives an initial
  impression of
  which distribution
  may fit the data
  best.
 The probability
  distribution
  function (PDF) for
  the region can be
  fit with up to 13
  frequency
  distributions.
 The Cumulative
 Distribution
 Function (CDF) of
 the PDF is used to
 compute the
 Exceedance Curve.
 This curve gives the
 intensity of rain
 events with
 frequencies
 between 1 year up
 to 1000 years.
For droughts that occur every
20 years, how much total
precipitation can be expected
over 5 years?
 Source: NOAA’s Global
  Histórical Climatology
  Network
 As can be seen here, more
  data sites are needed to
  improve resolution and
  smoothness of contours.
ICI-RAFT (presented at AMS 2012)

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ICI-RAFT (presented at AMS 2012)

  • 1. Jason Giovannettone Michael Wright Institute for Water Resources ICI-WaRM
  • 2. Objective: Develop a free tool that uses available rainfall data to create rainfall frequency maps. • Useful in arid & semi-arid regions. • Many developing countries are located in dry regions. • Maps assist in identifying areas vulnerable to climate change impacts on precipitation. • Overall Result: Assist in long-range planning for arid developing countries where changes in rainfall due to climate change can be expected.
  • 3. • Taken from Schafer et al. (2007). “Regional precipitation-frequency analysis and spatial mapping of 24-hour precipitation for Oregon,” prepared by MGS Engineering Consultants, Inc. for the Oregon State Department of Transportation, 84 pp.
  • 4. ICIWaRM: International Center for Integrated Water Resources Management. • Category 2 UNESCO center headquartered at the Institute for Water Resources • Consortium of universities, U.S. gov’t agencies, & NGOs supporting UNESCO’s IHP strategic program. • Software supports ICIWaRM mission of aiding developing countries in water resources management & contributing to developing non- proprietary analytical tools.
  • 5.  L-moments are the statistics used to determine the exact shape of the regional frequency.  L-Mean, L-Coefficient of Variation, L- Skew, L-Kurtosis  Developed by John Hosking & James Wallis
  • 6.  Regional rainfall frequency analysis is performed by grouping rainfall data from multiple sites with similar frequency distributions.  Caution must be exercised in determining regions (e.g. Are sites only located on rivers?)
  • 7.  A drought (rainfall frequency) atlas is a collection of maps/statistics that reveals the spatial distribution of storm intensities for particular frequencies.
  • 8.
  • 9.  Choose a period to analyze.  Beginning month = February.  Period duration = February – April.  Each site requires 40 good periods of data to be used.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.  A graph of t4 vs. t3 gives an initial impression of which distribution may fit the data best.
  • 15.  The probability distribution function (PDF) for the region can be fit with up to 13 frequency distributions.
  • 16.  The Cumulative Distribution Function (CDF) of the PDF is used to compute the Exceedance Curve. This curve gives the intensity of rain events with frequencies between 1 year up to 1000 years.
  • 17. For droughts that occur every 20 years, how much total precipitation can be expected over 5 years?  Source: NOAA’s Global Histórical Climatology Network  As can be seen here, more data sites are needed to improve resolution and smoothness of contours.