Evaluating irrigation water requirements requires quantifying crop consumptive use (evapotranspiration, $Cu$), which represents the combined volume of water transpired by plants and evaporated from adjacent soil. Standard empirical estimation methods include the Blaney-Criddle Equation, given by $$Cu = \sum \frac{k \cdot p \cdot t}{100},$$ where $k$ is the crop consumptive use coefficient, $p$ is the monthly daylight hours percentage, and $t$ is the mean monthly temperature in Celsius. System effectiveness is evaluated through specific efficiencies: Water Conveyance Efficiency: $\eta_c = \left(\frac{W_f}{W_r}\right) \times 100\%,$ where $W_f$ is water delivered to the farm and $W_r$ is water diverted from the reservoir. Water Application Efficiency: $\eta_a = \left(\frac{W_s}{W_f}\right) \times 100\%,$ where $W_s$ is water stored in the root zone during irrigation. In major agricultural command regions across India, static empirical formulas often over- or under-estimate water ...