CRAN/E | hydroMOPSO

hydroMOPSO

Multi-Objective Calibration of Hydrological Models using MOPSO

Installation

About

State-of-the-art Multi-Objective Particle Swarm Optimiser (MOPSO), based on the algorithm developed by Lin et al. (2018) doi:10.1109/TEVC.2016.2631279 with improvements described by Marinao-Rivas & Zambrano-Bigiarini (2020) doi:10.1109/LA-CCI48322.2021.9769844. This package is inspired by and closely follows the philosophy of the single objective 'hydroPSO' R package ((Zambrano-Bigiarini & Rojas, 2013) doi:10.1016/j.envsoft.2013.01.004), and can be used for global optimisation of non-smooth and non-linear R functions and R-base models (e.g., 'TUWmodel', 'GR4J', 'GR6J'). However, the main focus of 'hydroMOPSO' is optimising environmental and other real-world models that need to be run from the system console (e.g., 'SWAT+'). 'hydroMOPSO' communicates with the model to be optimised through its input and output files, without requiring modifying its source code. Thanks to its flexible design and the availability of several fine-tuning options, 'hydroMOPSO' can tackle a wide range of multi-objective optimisation problems (e.g., multi-objective functions, multiple model variables, multiple periods). Finally, 'hydroMOPSO' is designed to run on multi-core machines or network clusters, to alleviate the computational burden of complex models with long execution time.

gitlab.com/rmarinao/hydroMOPSO
Bug report File report

Key Metrics

Version 0.1-3
R ≥ 4.2.0
Published 2023-04-25 507 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks hydroMOPSO results

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Maintainer

Maintainer

Rodrigo Marinao-Rivas

Authors

Rodrigo Marinao-Rivas

aut / cre / cph

Mauricio Zambrano-Bigiarini

aut / ctb / cph

Material

README
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-develnot available

x86_64

r-releasenot available

x86_64

r-oldrelnot available

x86_64

Depends

R ≥ 4.2.0

Imports

zoo
parallel
randtoolbox
lhs
hydroTSM
xts
methods

Suggests

knitr
rmarkdown
smoof
hydroGOF
airGR
TUWmodel