Analyzing the Geostatistical Methods Accuracy in Preparing Air Temperature Spatial Distribution in Mountainous Regions (Case Study: Karoun Basin)
Author(s):
Abstract:
The lack of enough meteorological stations at high elevations in mountainous regions causes a limitation for using regression relations to interpolate air temperatures at different time scales. Therefore, in this study, geostatistical methods include Kriging, Co-Kriging and Weighting moving average has been compared with elevation-temperature relation using a data series of 25 years (1975-2000). Evaluating the selected interpolation methods has been done based on Root Mean Square Error, Mean Absolute Error and Mean Biass Error. Also the physical conception of estimated values has been analyzed based on extracted maps. Results showed that using elevation as a covariate in Cokriging method caused a 28% increase in effective range. Although Kriging method overestimate the monthly and yearly air temperature, no significant difference was observed in evaluating indices between Kriging and Cokriging methods. Results also demonstrated that both Kriging and Cokriging method could be used instead of linear regression to interpolate air temperature in the study area. Analyzing prepared maps showed a decreasing pattern in air temperature from east to west parts.
Keywords:
Language:
Persian
Published:
Journal of Watershed Management Research, Volume:6 Issue: 11, 2015
Pages:
36 to 46
https://www.magiran.com/p1423509
سامانه نویسندگان
مقالات دیگری از این نویسنده (گان)
-
Development of system dynamics model for sustainable management of water resources by python approach in Tajan watershed level
Seyedeh Fatemeh Hashemi, *, Roozbeh Mustafavi Eshkelak, Sonia Sadeghi
Irrigation Sciences and Engineering, -
Increasing the productivity of agricultural water under the optimization scenario of water resource allocation using the algorithm (NSGA-II)
Fatemeh Zahra Sahabifard, *, Sonia Sadeghi
Journal of Water and Irrigation Management,