SPATIAL PATTERNS OF PRECIPITATION IN BOSNIA AND HERZEGOVINA
DOI:
https://doi.org/10.2298/IJGI1903185PKeywords:
precipitation, spatial patterns, Principal Component Analysis, Cluster Analysis, Bosnia and HerzegovinaAbstract
The paper investigates the spatial distribution of the seasonal and annual precipitation in Bosnia and Herzegovina. The mean monthly precipitation data from 40 meteorological stations covering the standard climatological thirty‐year period (1961-1990) were used for the analysis. Seven precipitation‐based parameters were used to regionalize climate in Bosnia and Herzegovina by using the Principal Component Analysis and clustering techniques. The spatial patterns of precipitation were determined by using the R‐mode principal component analysis with varimax rotation. The first two principal components, which describe 97.60% of the total variance, were taken into consideration. The varimax rotated scores were subjected to the Cluster Analysis in order to identify homogeneous precipitation regions over the territory of Bosnia and Herzegovina. The agglomerative hierarchical clustering identified three sub‐regions with different precipitation regimes. The complex orography, i.e., the influence of the Pannonian Basin, the Dinaric Alps, and the Adriatic Sea, is one of the most decisive factors that affect spatial patterns of precipitation in Bosnia and Herzegovina.
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Alpert, P., Ben‐Gai, T., Baharad, A., Benjamini, Y., Yekutieli, D., Colacino, M., . . . Manes, A. (2002). The Paradoxical Increase of Mediterranean Extreme Daily Rainfall in Spite of Decrease in Total Values. Geophysical Research Letters, 29(11), 31–1–31–4. https://doi.org/10.1029/2001GL013554
Anderberg, M. R. (1973). Cluster Analysis for Applications. New York, NY: Academic Press.
Baeriswyl, P.-A., & Rebetez, M. (1997). Regionalization of Precipitation in Switzerland by Means of Principal Component Analysis. Theoretical and Applied Climatology, 58(1), 31-41. https://doi.org/10.1007/BF00867430
Bajić, D., & Trbić, G. (2016). Klimatski atlas Bosne i Hercegovine [Climate Atlas of Bosnia and Herzegovina] [Climate maps]. Retrieved from http://www.unfccc.ba/klimatski_atlas/index.html
Benzi, R., Deidda, R., & Marrocu, M. (1997). Characterization of Temperature and Precipitation Fields over Sardinia with Principal Component Analysis and Singular Spectrum Analysis. International Journal of Climatology, 17(11), 1231-1262. https://doi.org/10.1002/(SICI)1097-0088(199709)17:11<1231::AID-JOC170>3.0.CO;2-A
Comrie, A. C., & Glenn, E. C. (1998). Principal Components-Based Regionalization of Precipitation Regimes Across The Southwest United States and Northern Mexico, with an Application to Monsoon Precipitation Variability. Climate Research, 10(3), 201-215. https://doi.org/10.3354/cr010201
Demšar, U., Harris, P., Brunsdon, C., Fotheringham, A. S., & McLoone, S. (2013). Principal Component Analysis on Spatial Data: An Overview. Annals of the Association of American Geographers, 103(1), 106-128. https://doi.org/10.1080/00045608.2012.689236
Everitt, B. S., Landau, S., Leese, M., & Stahl, D. (2011). Cluster Analysis (5th Edition). Chichester, England: John Wiley & Sons.
Gocic, M., & Trajkovic, S. (2014). Spatio-Temporal Patterns of Precipitation in Serbia. Theoretical and Applied Climatology, 117(3–4), 419-431. https://doi.org/10.1007/s00704-013-1017-7
Jolliffe, I. T. (2002). Principal Component Analysis (2nd Edition). New York, NY: Springer-Verlag.
Martins, D. S., Raziei, T., Paulo, A. A., & Pereira, L. S. (2012). Spatial and Temporal Variability of Precipitation and Drought in Portugal. Natural Hazards and Earth System Sciences, 12, 1493-1501. https://doi.org/10.5194/nhess-12-1493-2012
Matulla, C., Penlap, E. K., Haas, P., & Formayer, H. (2003). Comparative Analysis of Spatial and Seasonal Variability: Austrian Precipitation during the 20th Century. International Journal of Climatology, 23(13), 1577-1588. https://doi.org/10.1002/joc.960
Mihailović, D. T., Drešković, N., & Mimić, G. (2015). Complexity Analysis of Spatial Distribution of Precipitation: An Application to Bosnia and Herzegovina. Atmospheric Science Letters, 16(3), 324-330. https://doi.org/10.1002/asl2.563
Norrant, C., & Douguédroit, A. (2006). Monthly and Daily Precipitation Trends in the Mediterranean (1950–2000). Theoretical and Applied Climatology, 83(1–4), 89-106. https://doi.org/10.1007/s00704-005-0163-y
North, G. R, Bell, T. L., Cahalan, R. F., & Moeng, F. J. (1982). Sampling Errors in the Estimation of Empirical Orthogonal Functions. Monthly Weather Review, 110, 699-706. https://doi.org/10.1175/1520-0493(1982)110<0699:SEITEO>2.0.CO;2
Oliver, J. E. (1980). Monthly Precipitation Distribution: A Comparative Index. The Professional Geographer, 32(3), 300-309. https://doi.org/10.1111/j.0033-0124.1980.00300.x
Philandras, C. M., Nastos, P. T., Kapsomenakis, J., Douvis, K. C., Tselioudis, G., & Zerefos, C. S. (2011). Long Term Precipitation Trends and Variability within the Mediterranean Region. Natural Hazards and Earth System Sciences, 11(12), 3235–3250. https://doi.org/10.5194/nhess-11-3235-2011
Popov, T., Gnjato, S., & Trbić, G. (2018). Analysis of Extreme Precipitation over the Peripannonian Region of Bosnia Hercegovina. IDŐJÁRÁS - Quarterly Journal of the Hungarian Meteorological Service, 122(4), 433–452. https://doi.org/10.28974/idojaras.2018.4.5
Popov, T., Gnjato, S., & Trbić, G. (2019). Changes in Precipitation over the East Herzegovina Region. Bulletin of the Serbian Geographical Society, 99(1), 29-44. https://doi.org/10.2298/GSGD1901029P
Preisendorfer, R. W. (1988). Principal Component Analysis in Meteorology and Oceanography (Developments in Atmospheric Science, Book 17). Amsterdam, Netherlands: Elsevier Science.
Raziei, T., Bordi, I., & Pereira, L. S. (2008). A Precipitation-Based Regionalization for Western Iran and Regional Drought Variability. Hydrology and Earth System Sciences, 12, 1309-1321. https://doi.org/10.5194/hess-12-1309-2008
Richman, M. B. (1986). Rotation of Principal Components. Journal of Climatology, 6(3), 293-335. https://doi.org/10.1002/joc.3370060305
Rodriguez‐Puebla, C., Encinas, A. H., Nieto, S., & Garmendia, J. (1998). Spatial and Temporal Patterns of Annual Precipitation Variability over the Iberian Peninsula. International Journal of Climatology, 18(3), 299-316. https://doi.org/10.1002/(SICI)1097-0088(19980315)18:3<299::AID-JOC247>3.0.CO;2-L
Trbić, G., Ducić, V., & Rudan, N. (2009). Regionalne promjene količina padavina u Republici Srpskoj [Regional Changes in Rainfall in the Republic of Srpska]. Herald, 13, 71-78.
United States Geological Survey. (2014). SRTM 1 Arc-Second Global [Data file]. Retrieved from https://earthexplorer.usgs.gov/
White, D., Richman, M., & Yarnal, B. (1991). Climate Regionalization and Rotation of Principal Components. International Journal of Climatology, 11(1), 1-25. https://doi.org/10.1002/joc.3370110102
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