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To be specific and to avoid general phrasing the test will be explained for rainfall series, where rainfall may be replaced by any other spatial parameter.
In this chapter the following topics will be discussed:

  • selection of neighbour stations
  • estimation of point rainfall
  • test criterion
  • corrections for heterogeneity
  • limitations
    Selection of neighbour stations
    Following criteria are used to select the neighbours of the test station:
    1. series with selected data type and the same interval as the one under investigation should be available;
    2. the distance between the test station and a neighbour should be less than a specified maximum correlation distance Rmax (km);
    3. maximum amount of neighbours is 8;
    4. per quadrant at maximum 4 stations out of 4 fulfilling criterion 2 can be selected, but criterion 3 remains valid, default are the two stations nearest to the base station.
    The selection on quadrants is applied to obtain a proper spatial distribution of stations around the test station. However, due to prevailing wind conditions or orographical effects spatial heterogeneity may be present. In those cases normalised rather than actual values should be investigated.

    Estimation of point rainfall

    The point estimate for the test station based on the observations at N neighbour stations for the same time interval reads:
    Image Modified
    where:
    Pest (t) = estimated rainfall at the test station at time t
    Pi (t) = measured rainfall at neighbour station i at time t
    Di = distance between the test station and neighbour station i
    N = number of neighbour stations taken into account
    b = power of distance D, (default b = 2).

    Test criterion

    The difference between the observed value, Pobs (t), and the estimated value, Pest (t), is considered to be insignificant if the following conditions are met:
    ¦Pobs (t) - Pest (t)¦ £Xabs , and)
    ¦Pobs (t) - Pest (t)¦ £Xrel * Image Modified
    with:
    Xabs = admissible absolute difference
    Image Modified = standard deviation of neighbouring values, see equation (6.4)
    Xrel = multiplier of standard deviation
    Image Modified
    If the difference is unacceptably high, the recorded value is flagged "+" or "-", depending on whether the observed total is greater or less than the estimate. In case no estimate is available the value will be flagged with "*". Only the flagged, i.e. the suspicious, data will be printed.

    Corrections for heterogeneity

    To correct for sources of heterogeneity, e.g. orographic effects, normalised rather then actual values may be used. This implies that in the equations (6.1) through (6.4) the observations at the neighbour stations are multiplied by the ratio of the test station normal and the neighbour station normal:
    Pci = (Ntest /Ni ).Pi
    where:
    Pci = for heterogeneity corrected value at neighbour station i
    Ntest = normal of test station
    Ni = normal of neighbour station i
    The station normals are read from a station-normal file or are given as a function of the altitude of a station.
    The station normal as a function of the station altitude is of the following form:
    Ni = a1 + b1 . HS {} for HS £H1
    Ni = a2 + b2 . HS {} for HS > H1

    Limitations

    Following limitations to the use of the spatial validation option apply:
  • Only series with the same time interval are considered