Application of Differential Evolution Cuckoo Search Algorithm in Parameter Optimization of VG Equation

Author:

Yuan Bo12ORCID,Chen Deji1

Affiliation:

1. Department of Computer Science and Technology, Tongji University, Shanghai 201804, P. R. China

2. Jiangxi Engineering Laboratory of IoT Technologies for Crop Growth, Ji’an 343009, P. R. China

Abstract

Van Genuchten (VG) equation is the most commonly used equation of soil moisture characteristic curve, and the accuracy of its parameters directly affects the calculation accuracy of soil moisture motion equation. In order to obtain the parameters of the equation more accurately, this paper establishes an optimization model of the VG equation parameters. This optimization model uses the advantages of the cuckoo search algorithm and the differential evolution algorithm to combine the two into a new hybrid cuckoo search algorithm, namely DECS algorithm, and uses this algorithm to solve the parameter optimization problem of VG equation of soil moisture characteristic curve. By collecting and analyzing the relevant experimental data of various soil qualities, the dehumidification and moisture absorption curves of three different soil qualities were selected for simulation calculation. The results show that in the experiment of solving the parameter estimation problem of the VG equation, the DECS hybrid algorithm has better exploration and development capabilities than the cuckoo search algorithm. The hybrid algorithm has relatively significant performance in terms of calculation accuracy and convergence.

Funder

Natural Science Foundation of Guizhou Province in China

National Natural Science Foundation of China

Publisher

World Scientific Pub Co Pte Ltd

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Software

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