Abstract:
Because it produces 15% of the water vapour in the atmosphere, evapotranspiration is a crucial 
step in the water cycle. In order to allocate water effectively, manage irrigation, assess the 
effects of shifting land use on water yield, evaluate the environment, and establish best 
management practises to safeguard surface and groundwater quantity and quality, accurate 
quantification of ET is essential. The Penman method was modified in 1965 by Monteith through 
incorporating the aerodynamic resistance and surface resistance factors, leading to the 
generation of the well-known Penman-Monteith method, which can be directly used to calculate 
ET. In this research work two evapotranspiration models namely one Modified Optimized 
Temesgen Melese ET-TM and two Modified Hargreaves methods of ET estimation models were 
compared with the Penman Monteith method interms of statistical parameter and model 
performance parameters. In this research work the Modified Optimized Temesgen Melese ET TM ET estimation models have shown good model performance in terms of R2
slope and 
intercept as compared with the. Penman-Monteith method.But the Hargreaves ET estimation 
method was show satisfactory model performance for Debrabirhan and Mekelle stations, poor 
value for Addis Ababa and good model performance for Dessie. Moreover all the other 
statistical parameters such as CE, RMSE and MPE have also shown in the results. Modified 
Optimized Temesgen Melese method should be compared with Penmann-Montieth (PM) method 
which is the standard ET estimation method