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      • Open Access Article

        1 - Modelling monthly runoff by using data mining methods based on attribute selection algorithms
        محمدتقی ستاری Ali Rezazadeh Joudi
        Given the importance of catchment basin output flow for surface water management, precise understanding of the relationship between the amount of runoff and climatic parameters such as precipitation and temperature is important. therefore the identification of parameter More
        Given the importance of catchment basin output flow for surface water management, precise understanding of the relationship between the amount of runoff and climatic parameters such as precipitation and temperature is important. therefore the identification of parameters are important in the modeling process.  In this paper, after homogeneity tests have been carried out for monthly precipitation, temperature, and runoff data in the Navroud Catchment Basin in Iran, two combinations of effective factors for runoff are considered according to Relief and Correlation algorithms. A new Relief Algorithm first identifies effective features within a set of data in an orderly manner especially when the amount of available data is low. The new method uses a data-related weight vector average and a threshold value. Applying support vector regression and the nearest neighbor method, monthly runoff was modeled based on the two proposed combinations. The results showed that support vector regression approach which utilizes a radial basis function kernel, yields higher accuracy and lower error than the nearest neighbor method for estimating runoff. The improvement is particularly noticeable for flooding situations. Manuscript profile
      • Open Access Article

        2 - Examine The Types and Severity of Erosion In The Sub-Basins Watershed Navrood
        Tahereh Fatolazadeh
        Basins in terms of geology, climate and other factors on the roughness and erosion are very different, the aim of this study was to evaluate Navrood watershed erosion, erosion rate, sediment yield and factors in the relationship between the physiographic features, topog More
        Basins in terms of geology, climate and other factors on the roughness and erosion are very different, the aim of this study was to evaluate Navrood watershed erosion, erosion rate, sediment yield and factors in the relationship between the physiographic features, topography, climate, geology, geomorphology, vegetation, soil erosion is generally determined. The basin has an area of about 265/46 square kilometers. The aim of this study was to evaluate the erosion and sediment production in the watershed and to find the sensitive areas of erosion. To achieve the above objective, the erosion potential (EPM) was used for data collection. The data collection tools, aerial photos, map types, methods and library sources are observed. In this study, using EPM (Erosion Potential Method) erosion rate in each sub-basin (sub-basin 11) has been investigated. In relation to the regional geomorphologic outcrop s is composed of 15 types. By integrating them into the structure of the slope, lithology and resistance to wear and combine them work units respectively. The erosion rate and sediment production in each experimental work units using EPM (quantitative) took place. Based on the results obtained, the following basins 4 and 5 of erosion is most severe erosion (erosion rate of 0/24 and 0/22). The highest sediment than the other sub-basins have been allocated. Because of the large number of specific erosion and deposition in the sub-basin, sub-basin compared to other high slopes and rock sensitivity to erosion, Switch, grassland and forest degradation, road-building. Manuscript profile