Irrigation & Drainage Systems Engineering

Ozgur Kisi

Publications

• Research Article
  Evapotranspiration Estimation using Six Different Multi-layer Perceptron Algorithms
  Author(s): Ozgur Kisi and Vahdettin DemirOzgur Kisi and Vahdettin Demir
  
  Evapotranspiration has a vital importance in water resources planning and management. In this study, the applicability of six different multi-layer perceptron (MLP) algorithms, Quasi-Newton, Conjugate Gradient, Levenberg- Marquardt, One Step Secant, Resilient Back propagation and Scaled Conjugate Gradient algorithms, in modeling reference evapotranspiration (ET0) is investigated. Daily climatic data of solar radiation, air temperature, relative humidity and wind speed from Antalya City are used as inputs to the MLP models to estimate daily ET0 values obtained using FAO 56 Penman Monteith empirical method. The results of the MLP algorithms are compared with those of the multiple linear regression models with respect to root mean square error (RMSE), mean absolute error (MAE), Willmott index of agreement (d) and determination coefficient (R2). The comparison results indicate that the Le.. Read More»
  DOI: 10.4172/2168-9768.1000164

  Abstract PDF