Title of article
Decision support for irrigation project planning using a genetic algorithm
Author/Authors
Sheng-Feng Kuo، نويسنده , , Gary P Merkley، نويسنده , , Chen-Wuing Liu، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2000
Pages
24
From page
243
To page
266
Abstract
This work presents a model based on on-farm irrigation scheduling and the simple genetic algorithm optimization (GA) method for decision support in irrigation project planning. The proposed model is applied to an irrigation project located in Delta, Utah of 394.6 ha in area, for optimizing economic profits, simulating the water demand, crop yields, and estimating the related crop area percentages with specified water supply and planted area constraints. The user-interface model generates daily weather data based on long-term monthly average and standard deviation data. The generated daily weather data are then applied to simulate the daily crop water demand and relative crop yield for seven crops within two command areas. Information on relative crop yield and water demand allows the genetic algorithm to optimize the objective function for maximizing the projected benefits. Optimal planning for the 394.6 ha irrigation project can be summarized as follows: (1) projected profit equals US$ 114,000, (2) projected water demand equals 3.03×106 M3, (3) area percentages of crops within UCA#2 command area are 70.1, 19, and 10.9% for alfalfa, barley, and corn, respectively, and (4) area percentages of crops within UCA#4 command area are 41.5, 38.9, 14.4, and 5.2% for alfalfa, barley, corn, and wheat, respectively. Simulation results also demonstrate that the most appropriate parameters of GA for this study are as follows: (1) number of generations equals 800, (2) population sizes equal 50, (3) probability of crossover equals 0.6, and (4) probability of mutation equals 0.02.
Keywords
simulation , Irrigation management , Genetic Algorithm , Crop yield , Decision support , Optimization
Journal title
Agricultural Water Management
Serial Year
2000
Journal title
Agricultural Water Management
Record number
1325177
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