Document Type : Research Paper

Authors

Abstract

This study was aimed to determine the feasibility of spatial statisticsin studying the spatial variations of density, canopy cover, and production for Artemisia fragrans in the southeast slopes of Sabalan. Initially, the normality test was conducted using SPSS16 software. Then, spatial statistical analysis including studying the spatial variability of density, canopy cover, and production of the studied species were conducted through the variograms of data and mapping the parameters using different interpolation and spatial statistical methods in the GS+5 and ArcGIS10 software. The accuracy assessment of maps was done using cross validation and three methods including: Root Mean Squared Error (RMSE), Mean Bias Error (MBE), and Mean Absolute Error (MAE). Results showed that the exponential model was the best-fitted variogram model and the data had high spatial structure. Among spatial statisticalmethods, the ordinary and universal co-kiriging were the best methods for the three parameters studied. According to the maps produced from these methods, A. fragrans is mostly distributed on the central and northeast parts and in low altitudes. Overall, spatial statistical techniques could be applied to zone the perennial key species of rangelands with proper sampling units.

Keywords

Asri, Y., 2012. Range Plants of Iran, Dicotyledons. Research Institute of Forest and Rangelands, Tehran, Iran, 575-1107p.
Cambardella, C. A., T. B. Moorman, J. M. Novak, T. B. Parkin, D. L. Karlen, R. F. Turco and Konopka, A. E., 1994. Field-scale variability of soil properties in central Iowa soils. Soil Science Society of America Journal, 58(5): 1501-1511.
Cythia, S. A., Wallace, J., Watts, M. and Stephen, R., 2000. Characterizing the spatial of vegetation communities in the Mojave desert using geostatical techniques. Computers and Geoscinences, 26: 397-410.
Davis, P. H., 1975. Flore of Turkey and the East Aegeen Islends. Edinburgh University Press, London.
Ghorbani, A., Zare Hessari, B., Omidi, A. and Hasani, M., 2011. Assessment of Festuca ovina canopy cover variation using geostatistical techniques in southeast faced slopes of Sabalan. In proceeding of the 19th Iranian National Geomatica Conference, Tehran, Iran.
Ghorbani, A., Sharifi, J., Kavianpoor, H., Malekpoor B. and Mirzaei AghcheGheshlagh, F., 2013. Investigation on ecological characteristics of Festuca ovina L. in south-eastern rangelands of Sabalan. Journal of Range and Desert Research, 20(2): 379-396.
Habibi Arbtani, V., Ahmadi, A. and Fattahi, M. M., 2009. Modeling of spatial variations of some chemical characteristics of underground waters using geostatistical methods. Watershed Management Science and Engineering, 3(7): 23-34.
Hasanipak, A. A., 2013. Geostatistic. Tehran University Press, 328p.
Hengel, T., 2007. A practical guide to geostatistical mapping of enviromental variables. European commission, Joint research center, Institute for enviroment and sustianability. JRC Ispra, Via E. Fermi 1, I- 21020 Ispra (VA), Italy.
Jafari, M., Asgari, H. M., Moazami, M., Beniaz, M. and Tahmores, M., 2008. Investigation of spatial distribution of soil properties by use of geostatistical methods. Pajouhesh and Sazandegi, 80: 177-191.
Jafarian, Z., Kargar, M. and Ghorbani, J. 2014. Spatial variability of quantitative properties of Artemisia aucheri and some soil properties using geostatistics in Vavsar Rangeland of Sari. Iranian Journal of Range and Desert Research, 21(2): 234-246.
Le´on Ruiz, E. J., Garc´ıaMozo, H., Dom´ınguez Vilches, E. and Gal, C., 2012. The use of geostatistics in the study of floral phenology of Vulpia geniculata (L.) Link. The Scientific World Journal, doi:10.1100/2012/624247
Liu, T. L., Jang, K.W., and Lee, D. Y., 2006. Interpolation soil properties using kriging combined with categorical information of soil map. Soil Science Society of America Journal, 70:1200-1209.
Lu, A., Wang, J., Qin, X., Wang, K., Han, P. and Zhang, Sh., 2012. Multivariate and geostatistical analyses of the spatial distribution and origin of heavy metals in the agricultural soils in Shunyi, Beijing, China. Science of the Total Environment, 425: 66-74.
Miller, J., and Franklin, J., 2002. Modeling the distribution of four vegetation alliance using generalized linear models and classification trees with spatial dependence. Ecological Modelling, 157: 227-247.
Mohammadi, J., 2006. Pedometry (Spatial Statistics) Pelk Publications, 453p.
Rizzo, D. M. and Mouser, J. M., 2000. Evaluation of geostatistics for combined hydrochemistry and microbial community fingerprinting at a waste disposal Site. Hydrology, 287: 95-123.
Robinson, T. P. and Metternicht, G., 2006. Testing the performance of spatial interpolation techniques for mapping soil properties. Computer and Electronics in Agriculture, 50: 97-108.
Shahbazi, A., Soffianian, A. R., Afraz, R. and Khodakarami, L., 2011. The spatial distribution of heave metals cadmium, copper and lead in soil and sources of these metals (Case study: Nahavand city). Journal of Applied RS and GIS Techniques in Natural Resource Science, 2(2): 97-109.
Sharifi, J., Fayaz, M., Azimi, F., RostamiKia, Y. and P. Eshvari, P. 2013. Identification of ecological region of Iran (vegetation of Ardabil province), Institute Research of Forest and Rangeland Press. Report No. 42183/37.
Sheikh Goodarzi, M., Mousavi, S. H. and Khorasani. N., 2012. Imulating spatial changes in groundwater qualitative factors using geostatistical methods (case study: Tehran - Karaj plain). Journal of Natural Environment, Iranian Journal of Natural Resources, 65(1): 83-93.
Valizade, E., Jafari, B., Dolgari-Sharaf, J. and Nari Bariji, V. 2012. Evaluating antibacterial activity from essential oil of Artemisia fragrans Willd. in north-western of Iran. African Journal of Microbiology Research, 6: 834-837.
Webster, R. 2000. Is soil variation random? Geoderma, 97: 149-163.
Wu, W., Xiu, D. T. and Liu, H. B., 2009. Spatial variability of soil heavy metals in the three gorges area, multivariate and geostatistical analysis. Journal of Environment Monitoring Assessment, 157: 63–71.
Zare Chahouki, A. and Zare Chahouki, M. A., 2011. Estimation of seasonal and annual precipitation using geostatistical methods (case study: southern Alborz of Semnan province). Journal of Range and Watershed Management, Iranian Journal of Natural Resources, 64(1): 39-51
Zare Hessari, B. 2013. Characterizing spatial structure of production, density and canopy cover of Artemisia fragrans in southeastern slopes of Sabalan using geostatistical techniques. MSc Thesis, University of Mohaghegh Ardabili, Ardabil, Iran. 134p.
Zareh Hesari, B., Ghorbani, A., Azimi Motam, F., Hashmi Majd, K. and Asghari, A., 2014. Study the effective ecological factors on distribution of Artemisia fragrans in southeast faced slopes of Sabalan. Iranian Rangeland Journal, 8(3): 238-250.
Zehtabian, Gh., Janfaza, E., Mohammad Asgari, H., and Nematollahi, M. J. 2010. Modeling of ground water spatial distribution for some chemical properties (Case study in Garmsar watershed). Iranian Journal of Range and Desert Research, 17(1): 61-73.