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Spatiotemporal Continuity of Sequential Rain Suggested by 3-D Variogram

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Progress in Geomathematics
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Abstract

A series of rainfalls observed in central Japan from noon on the 13th to midnight on the 14th, August 1999 (36 h) has been analyzed by spatiotemporal variograms in order to reveal the continuity of rain precipitation in a 3-D space defined by geographic coordinates and time. All instances of zero precipitation are considered, but have been treated as four different cases: Case 0 excludes all zero data, Case 1 includes a zero datum neighboring to each finite value, Case 2 includes a zero neighboring to each finite value and the next neighboring zero, and a fourth case (termed Case A) includes all zeros. Hourly precipitation has a statistical distribution best approximated by a Weibull model, and somewhat less well by a normal distribution, in all four cases. A rectangular variogram of measured values of total precipitation shows that the best continuity appears approximately along the N-S direction (the ranges given by directional variograms are 500 and 80 km in the N-S and W-E directions, respectively). In contrast, temporally stacked rectangular variograms of hourly precipitation shows that the best continuity direction is W-E in all cases (the ranges in Case A are 50 and 100 km along the N-S and W-E directions, respectively). A spatial variogram gives a spatial range independently of time, whereas a temporal variogram gives a temporal range. When geographic coordinates are normalized by the spatial range (here 80 km given by the temporally stacked omnidirectional variogram in Case A), and time is normalized by the temporal range (here 7 h given by the spatially stacked temporal variogram), geographic coordinates and time can be treated as equivalent variables. Consequently, a spatiotemporal variogram can be calculated along a given direction in 3-D space using the normalized coordinates. The continuity direction of a series of rainfalls can be best understood by display on a Wulff net, where each range value is written at a point corresponding to the direction. The direction of the best continuity is N0°W+20° in the normalized space. A rectangular variogram in the normalized space, in which the horizontal and vertical axes represent N-S direction and time, respectively, suggests that the series of heavy rainfalls examined here had a continuity pattern that was elongated from west to east (the range values are 20–30 km and 100 km along N-S and W-E, respectively), and that migrated from south to north with a speed of 30 km/h.

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References

  • Cox DR, Isham V (1988) A simple spatial-temporal model of rainfall. Proc R Soc A, Math Phys Sci 415: 317–328

    Article  Google Scholar 

  • Shoji T (2002a) Calculation of variograms by MS-Excel/VBA. Geoinformatics 13: 9–21 [in Japanese with English abstract]

    Google Scholar 

  • Shoji T (2002b) Stereographic projection and variogram calculation by MS-Excel/VBA. In Proceedings annual conference of international association for mathematical geology (IAMG 2002), Berlin, Germany, 15–20 September, 2002 (Terra Nostra, Schriften der Alfred-Wegener-Stiftung 03/2002), pp. 461–464

    Google Scholar 

  • Shoji T (2005) Continuity of a series of rain suggested by spatio-temporal variogram. In Proceedings annual conference of international association for mathematical geology (IAMG’05) Toronto, Canada, 21–26 August, 2005, vol. 2, pp. 687–691 (CD-ROM SN1213-101o{#}0687-0691_shoji)

    Google Scholar 

  • Shoji T (2006) Spatiotemporal variograms: analysis of continuity of a series of rain, Preprints of Spring Meeting of MMIJ (Mining and Materials Processing Institute of Japan), Mar. 27–29, 2006, Kikaku 55–58. [in Japanese]

    Google Scholar 

  • Shoji T, Kitaura H (2001) Statistical and geostatistical analysis of rain fall in central Japan. In Proceedings annual conference of international association for mathematical geology (IAMG’01), Cancun, Mexico, September 6–12, 2001, CD-ROM (Session D)

    Google Scholar 

  • Shoji T, Kitaura H (2006) Statistical and geostatistical analysis of rainfall in central Japan. Comput Geosci 32: 1007–1024

    Article  Google Scholar 

  • Shoji T, Sasaki M, Nakamura T (2000) Geostatistical analysis of the stockwork gold mineralization in the Nurukawa kuroko-type deposits, northeastern Japan. In Proceedings of international Symposium geostatistical simulation in mining, 28th–29th October 1999, Perth, Australia

    Google Scholar 

  • Wheater HS, Isham VS, Cox DR, Chandler RE, Kakou A, Northrop PJ, Oh L, Onof C, Rodriquez-Iturbe I (2000) Spatial-temporal rainfall fields: modeling and statistical aspects. Hydrol Earth Sys Sci 4: 581–601

    Article  Google Scholar 

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Shoji, T. (2008). Spatiotemporal Continuity of Sequential Rain Suggested by 3-D Variogram. In: Bonham-Carter, G., Cheng, Q. (eds) Progress in Geomathematics. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-69496-0_8

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