ARTÍCULO
TITULO

PERFORMANCE ASSESSMENT OF PSO AND GA IN ESTIMATING SOIL HYDRAULIC PROPERTIES USING NEAR-SURFACE SOIL MOISTURE OBSERVATIONS

Navsal Kumar    
Arunava Poddar    
Ashish Dobhal    
Vijay Shankar    

Resumen

Quantification of soil moisture movement and water uptake dynamics in the vadose zone for sound irrigation management requires the knowledge of soil hydraulic properties. Non-availability of complex and expensive instrumentation hinders identification of soil hydraulic and retention characteristics. The study presents the application of Particle Swarm Optimization (PSO) and Genetic Algorithm (GA) in identifying soil moisture retention ?(h) and hydraulic conductivity K(h) functions by inverting a SWAP model using observed near-surface soil moisture (0-10 cm). Two hydrologic cases, i.e. homogenous soil column with free drainage and with Shallow Groundwater Table (SGT) at the lower boundary, are considered. Study takes into account the agro-climatic data of Palampur (Himachal Pradesh), India. Results for both cases establish the applicability of GA and PSO in identifying soil hydraulic parameters. The identification of soil hydraulic parameters is more accurate when the soil column is draining in comparison to that with SGT. The comparative evaluation of simulated to the field observed soil moisture content indicates root mean square error of 0.0163 and 0.0297 for GA and PSO respectively. GA provides an effective alternative to estimate soil hydraulic properties using inverse approach in absence of experimental values.

 Artículos similares

       
 
Xin Zhang, Dongmin Yu, Kaifei Zhu, Aolai Zhao and Minghao Ren    
The pile-bucket composite foundation represents an innovative foundation form that surpasses the horizontal bearing performance of both single bucket-shaped foundations and pile foundations. The intricate interplay between piles and buckets introduces th... ver más
Revista: Applied Sciences

 
Min Hu, Zhangduo Huang, Jiejin Chen, Yipeng Guo, Yichao Zhou, Dashun Liu and Rong Guo    
Black shale, as a type of soft rock, exhibits high strength when freshly exposed. However, it easily disintegrates upon contact with water, making it unsuitable for direct use in roadbed construction. Using it as discarded material not only increases con... ver más
Revista: Applied Sciences

 
Xie Lian, Xiaolong Hu, Liangsheng Shi, Jinhua Shao, Jiang Bian and Yuanlai Cui    
The parameters of the GR4J-CemaNeige coupling model (GR4neige) are typically treated as constants. However, the maximum capacity of the production store (parX1) exhibits time-varying characteristics due to climate variability and vegetation coverage chan... ver más
Revista: Water

 
Ahmet Demir, Bahadir Ok and Talha Sarici    
In this study, the performance of unpaved road sections over soft clay soil geosynthetic-reinforced and stabilized with rock fill layer was evaluated using repeated plate loading tests. A total of 10 field tests were carried out using a circular model ri... ver más
Revista: Applied Sciences

 
Songyang Wang, Jianjun Ma, Chaosheng Wang, Fengjun Liu and Da Li    
The scouring effect is widely acknowledged as a primary contributor to the weakening in the bearing performance of offshore piles; it often results in asymmetric scour patterns around the pile. To meticulously examine the impact of three-dimensional asym... ver más
Revista: Applied Sciences