Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "optimization-algorithms" keyword

halfspace-optimizer 0.1.0
Cutting-plane solver for mixed-integer convex optimization problems
3 versions - Latest release: 4 months ago - 1 dependent package - 50 downloads last month - 0 stars on GitHub - 1 maintainer
Top 6.0% on pypi.org
cspy 1.0.3
(Resource) Constrained Shortest Path algorithms in Python
19 versions - Latest release: over 1 year ago - 1 dependent package - 8 dependent repositories - 3.21 thousand downloads last month - 77 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
cvxportfolio 1.3.2
Portfolio optimization and back-testing.
47 versions - Latest release: about 1 month ago - 2 dependent repositories - 879 downloads last month - 791 stars on GitHub - 1 maintainer
mobo 1.0.0
A rational and extensible algorithm for solving multi-objective optimization problems
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 18 downloads last month - 0 stars on GitHub - 1 maintainer
nmoo 5.1.0
A wrapper-based framework for pymoo problem modification.
2 versions - Latest release: almost 2 years ago - 13 downloads last month - 2 stars on GitHub - 1 maintainer
simobility 0.3.0
Lightweight mobility simulation for quick algorithm prototyping
3 versions - Latest release: over 4 years ago - 1 dependent repositories - 17 downloads last month - 36 stars on GitHub - 1 maintainer
fliscopt 0.3.0 💰
Flight scheduling optimization using Genetic Algorithm variants and other algorithms.
6 versions - Latest release: over 2 years ago - 1 dependent repositories - 23 downloads last month - 39 stars on GitHub - 1 maintainer
pso-optimizer 1.0.1
Hyperparameter selection on machine learning models using PSO algorithm.
2 versions - Latest release: 4 months ago - 75 downloads last month - 0 stars on GitHub - 1 maintainer
Top 8.5% on pypi.org
zoofs 0.1.26
zoofs is a Python library for performing feature selection using an variety of nature inspired wr...
26 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.54 thousand downloads last month - 236 stars on GitHub - 1 maintainer
omads 2.1.0
Mesh Adaptive Direct Search (MADS)
10 versions - Latest release: about 1 year ago - 1 dependent repositories - 50 downloads last month - 4 stars on GitHub - 1 maintainer
honeybee 0.1.0a4
An artificial bee colony implementation in Python
5 versions - Latest release: almost 5 years ago - 1 dependent package - 1 dependent repositories - 96 downloads last month - 10 stars on GitHub - 1 maintainer
dfbgn 0.1
A derivative-free solver for large-scale nonlinear least-squares minimization
1 version - Latest release: over 3 years ago - 1 dependent repositories - 7 downloads last month - 6 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
gaft 0.5.7
A Genetic Algorithm Framework in Python
26 versions - Latest release: over 5 years ago - 1 dependent package - 3 dependent repositories - 279 downloads last month - 741 stars on GitHub - 1 maintainer
fireflyalgorithm 0.4.4
Implementation of Firefly Algorithm in Python
11 versions - Latest release: 6 months ago - 1 dependent repositories - 183 downloads last month - 54 stars on GitHub - 1 maintainer
py2opt 1.4.2 💰
How to solve the traveling salesman problem with the 2-opt algorithm
28 versions - Latest release: over 1 year ago - 1 dependent repositories - 1.05 thousand downloads last month - 32 stars on GitHub - 1 maintainer
c3dp 0.1.0
design of 3D printed high pressure cell collimator
1 version - Latest release: about 5 years ago - 23 downloads last month - 0 stars on GitHub - 1 maintainer
l4casadi 1.3.0
Integrate PyTorch Model in CasADi graphs.
6 versions - Latest release: 6 months ago - 259 downloads last month - 251 stars on GitHub - 1 maintainer
beehiveoptimization 1.1.0
Implementation of beehive method (particle swarm optimization) for global optimization of multidi...
6 versions - Latest release: over 3 years ago - 37 downloads last month - 3 stars on GitHub - 1 maintainer
evoopt 0.14
EvoOpt: Python Implementation of State-of-Art Evolutionary Algorithms
5 versions - Latest release: about 5 years ago - 1 dependent repositories - 27 downloads last month - 12 stars on GitHub - 1 maintainer
pygenetics 1.0.1
Genetic algorithm framework for tuning variables in user-suppled functions
12 versions - Latest release: 10 months ago - 1 dependent package - 1 dependent repositories - 70 downloads last month - 4 stars on GitHub - 1 maintainer
psoa 1.0.1
An implementation of the Particle Swarm Optimization algorithm
2 versions - Latest release: almost 4 years ago - 1 dependent repositories - 17 downloads last month - 0 stars on GitHub - 1 maintainer
lpfgopt 1.0.1
Leap Frog Optimizer
8 versions - Latest release: almost 4 years ago - 1 dependent repositories - 415 downloads last month - 2 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
caerus 0.1.10 💰
Python package caerus
11 versions - Latest release: 24 days ago - 2 dependent packages - 2 dependent repositories - 2.6 thousand downloads last month - 17 stars on GitHub - 1 maintainer
decopt 2.1.8
State of the art decentralized optimization library
34 versions - Latest release: over 3 years ago - 1 dependent repositories - 109 downloads last month - 3 stars on GitHub - 1 maintainer
optivolutionpy 1.0.1
A flexible genetic algorithm library written in Python3.
2 versions - Latest release: almost 5 years ago - 1 dependent repositories - 32 downloads last month - 0 stars on GitHub - 1 maintainer
qmm 0.14.0
Quadratic Majorize-Minimize Python toolbox
19 versions - Latest release: about 1 year ago - 1 dependent repositories - 141 downloads last month - 14 stars on GitHub - 1 maintainer
tuneup 0.0.8
Global optimizer comparison and combination
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 28 downloads last month - 6 stars on GitHub - 1 maintainer
Top 6.2% on pypi.org
pdfo 2.1.0
Powell's Derivative-Free Optimization solvers
10 versions - Latest release: 4 months ago - 12 dependent packages - 9 dependent repositories - 4.95 thousand downloads last month - 90 stars on GitHub - 3 maintainers
tspy 0.1.1
An optimization package for the traveling salesman problem
3 versions - Latest release: almost 6 years ago - 3 dependent repositories - 230 downloads last month - 8 stars on GitHub - 1 maintainer
pyxab 0.3.0
PyXAB - A Python Library for X-Armed Bandit and Online Blackbox Optimization Algorithms.
17 versions - Latest release: 12 months ago - 69 downloads last month - 148 stars on GitHub - 1 maintainer
gradient-descent 0.0.3
Package for applying gradient descent optimization algorithms
3 versions - Latest release: about 4 years ago - 1 dependent repositories - 44 downloads last month - 10 stars on GitHub - 1 maintainer
pydiffgame 0.1.1
PyDiffGame is a Python implementation of a Nash Equilibrium solution to Differential Games, based...
2 versions - Latest release: over 1 year ago - 12 downloads last month - 39 stars on GitHub - 1 maintainer
rbfopt-go 0.5.4
Find better configuration of your Go service with derivative-free optimization algorithms
10 versions - Latest release: over 1 year ago - 1 dependent repositories - 30 downloads last month - 2 stars on GitHub - 1 maintainer
cobyqa 1.1.1
Constrained Optimization BY Quadratic Approximations
7 versions - Latest release: 3 months ago - 1 dependent repositories - 428 downloads last month - 27 stars on GitHub - 2 maintainers
lippy 0.0.5
Lippy - solving linear programming problems.
5 versions - Latest release: about 1 year ago - 1 dependent repositories - 112 downloads last month - 16 stars on GitHub - 1 maintainer
nodeweightedbudget 0.0.2
This package maximizes the total prize with a budget constraint for an undirected node-weighted r...
2 versions - Latest release: about 1 year ago - 5 downloads last month - 1 stars on GitHub - 1 maintainer
nia 0.0.3 💰
Nature Inspired Optimization Algorithms
3 versions - Latest release: over 1 year ago - 1 dependent repositories - 31 downloads last month - 25 stars on GitHub - 1 maintainer
tracepy 0.1.2
Optical design software for python.
3 versions - Latest release: about 4 years ago - 1 dependent repositories - 40 downloads last month - 52 stars on GitHub - 1 maintainer
Top 7.8% on pypi.org
dist-keras 0.2.1
Distributed Deep learning with Apache Spark with Keras.
3 versions - Latest release: over 6 years ago - 1 dependent repositories - 6.95 thousand downloads last month - 624 stars on GitHub - 1 maintainer
simplestsimulatedannealing 1.0.2
Flexible implementation of Simulated Annealing algorithm for function minimization
3 versions - Latest release: over 3 years ago - 1 dependent repositories - 55 downloads last month - 1 stars on GitHub - 1 maintainer
neorl 1.8
NeuroEvolution Optimisation with Reinforcement Learning
3 versions - Latest release: about 2 years ago - 1 dependent repositories - 103 downloads last month - 46 stars on GitHub - 1 maintainer
Top 8.4% on pypi.org
clarabel 0.7.1
Clarabel Conic Interior Point Solver for Rust / Python
13 versions - Latest release: 3 months ago - 11 dependent packages - 1 dependent repositories - 829 thousand downloads last month - 237 stars on GitHub - 1 maintainer
desoptpy 2022.1.5
DESign OPTimization in PYthon
9 versions - Latest release: over 2 years ago - 1 dependent repositories - 34 downloads last month - 3 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
pyswarms 1.3.0
A Python-based Particle Swarm Optimization (PSO) library.
20 versions - Latest release: over 3 years ago - 16 dependent packages - 59 dependent repositories - 22.6 thousand downloads last month - 1,234 stars on GitHub - 1 maintainer
paragrid 0.0.10
Simple parallelized grid search to find the best hyperparameters
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 14 downloads last month - 0 stars on GitHub - 1 maintainer
swarmlib 0.14.1 💰
Implementation and visualization of different swarm optimization algorithms.
23 versions - Latest release: over 3 years ago - 2 dependent packages - 1 dependent repositories - 263 downloads last month - 473 stars on GitHub - 1 maintainer
Top 5.7% on pypi.org
sporco 0.2.1
Sparse Optimisation Research Code: A Python package for sparse coding and dictionary learning
19 versions - Latest release: over 2 years ago - 1 dependent package - 9 dependent repositories - 531 downloads last month - 249 stars on GitHub - 1 maintainer
optopy 0.1.0
optopy
1 version - Latest release: over 3 years ago - 1 dependent repositories - 9 downloads last month - 2 stars on GitHub - 1 maintainer
prox-tv-sdist 3.3.1
Toolbox for fast Total Variation proximity operators
2 versions - Latest release: over 2 years ago - 1 dependent repositories - 37 downloads last month - 210 stars on GitHub - 1 maintainer
Top 7.8% on pypi.org
prox_tv 3.3.0
Toolbox for fast Total Variation proximity operators
9 versions - Latest release: over 5 years ago - 5 dependent repositories - 189 downloads last month - 209 stars on GitHub - 1 maintainer
optalg 1.1.8rc1
Optimization Algorithms and Wrappers
4 versions - Latest release: over 4 years ago - 2 dependent repositories - 20 downloads last month - 9 stars on GitHub - 1 maintainer
autotuning_methodology 1.0.0b3
Software package easing implementation of the guidelines of the 2024 paper 'A Methodology for Com...
7 versions - Latest release: 25 days ago - 343 downloads last month - 3 stars on GitHub - 1 maintainer
metabench 0.0.1
Automated benchmarks of metaheuristics performance
1 version - Latest release: 10 months ago - 1 dependent repositories - 0 stars on GitHub - 1 maintainer
discretehillclimbing 1.1.0
An easy python implementation of Hill Climbing algorithm for tasks with discrete variables
4 versions - Latest release: about 2 years ago - 1 dependent repositories - 164 downloads last month - 1 stars on GitHub - 1 maintainer
trustregion 1.2
Trust-region subproblem solvers for nonlinear/nonconvex optimization
4 versions - Latest release: almost 3 years ago - 2 dependent packages - 1 dependent repositories - 40 downloads last month - 22 stars on GitHub - 1 maintainer
disropt 0.1.9
DISROPT: a python framework for distributed optimization
10 versions - Latest release: almost 3 years ago - 2 dependent repositories - 99 downloads last month - 64 stars on GitHub - 2 maintainers
powersddp 0.0.3
A Stochastic Dual Dynamic Programmimg library to solve economical dispach of power systems.
3 versions - Latest release: almost 3 years ago - 1 dependent repositories - 17 downloads last month - 4 stars on GitHub - 2 maintainers
Top 8.7% on pypi.org
modopt 1.7.2
Modular Optimisation tools for soliving inverse problems.
26 versions - Latest release: about 2 months ago - 6 dependent packages - 6 dependent repositories - 254 downloads last month - 25 stars on GitHub - 2 maintainers
pyibs 0.1.0
Inverse Binomial Sampling in Python.
1 version - Latest release: about 1 year ago - 9 downloads last month - 59 stars on GitHub - 1 maintainer
mosa 0.4.9
Multi-objective Simulated Annealing (MOSA) implementation in pure Python.
10 versions - Latest release: over 1 year ago - 1 dependent repositories - 19 downloads last month - 4 stars on GitHub - 1 maintainer
Top 7.2% on pypi.org
proxmin 0.6.12
Proximal methods for constrained optimization
19 versions - Latest release: over 2 years ago - 2 dependent packages - 2 dependent repositories - 692 downloads last month - 105 stars on GitHub - 1 maintainer
Top 5.2% on pypi.org
evotorch 0.5.1
EvoTorch is an advanced evolutionary computation library built directly on top of PyTorch, create...
10 versions - Latest release: 7 months ago - 2 dependent packages - 5 dependent repositories - 802 downloads last month - 971 stars on GitHub - 1 maintainer
findi-descent 0.1.0
FinDi: Finite Difference Gradient Descent can optimize any function, including the ones without a...
1 version - Latest release: about 1 year ago - 7 downloads last month - 0 stars on GitHub - 1 maintainer
pypop7 0.0.79
pypop7 (Pure-PYthon library of POPulation-based OPtimization)
78 versions - Latest release: about 1 month ago - 3 dependent packages - 1 dependent repositories - 862 downloads last month - 140 stars on GitHub - 1 maintainer
dwsimopt 0.2.0
DWSIM automation with python for chemical process simulation optimization
9 versions - Latest release: almost 2 years ago - 1 dependent repositories - 64 downloads last month - 18 stars on GitHub - 1 maintainer
moldrug 3.7.2
MolDrug (from Molecule to Drug) is a python package for drug-oriented optimization on the chemica...
34 versions - Latest release: 5 months ago - 1 dependent repositories - 88 downloads last month - 10 stars on GitHub - 1 maintainer
pybads 1.0.4
Bayesian Adaptive Direct Search in Python.
8 versions - Latest release: 4 months ago - 450 downloads last month - 58 stars on GitHub - 2 maintainers
hyperengine 0.1.1
Python library for Bayesian hyper-parameters optimization
1 version - Latest release: over 6 years ago - 6 dependent repositories - 18 downloads last month - 85 stars on GitHub - 1 maintainer
solidpy 0.1
A comprehensive gradient-free optimization library
1 version - Latest release: almost 7 years ago - 1 dependent repositories - 21 downloads last month - 574 stars on GitHub - 1 maintainer
Top 4.3% on pypi.org
niapy 2.3.1
Python micro framework for building nature-inspired algorithms.
29 versions - Latest release: 25 days ago - 8 dependent packages - 13 dependent repositories - 1.66 thousand downloads last month - 247 stars on GitHub - 2 maintainers
optimisation-algorithms 1.1.2 💰
A collection of the most commonly used Optimisation Algorithms for Data Science & Machine Learning
7 versions - Latest release: over 1 year ago - 1 dependent repositories - 8 downloads last month - 9 stars on GitHub - 1 maintainer
rt-opt 0.2.0
Metaheuristic global optimization algorithm
3 versions - Latest release: about 2 months ago - 1 dependent repositories - 40 downloads last month - 1 stars on GitHub - 1 maintainer
dfogn 1.0.2
A simple derivative-free solver for (box constrained) nonlinear least-squares minimization
5 versions - Latest release: about 5 years ago - 1 dependent package - 1 dependent repositories - 649 downloads last month - 22 stars on GitHub - 1 maintainer
occamypy 0.2.0
An Object-Oriented Optimization Framework for Large-Scale Inverse Problems
17 versions - Latest release: about 2 years ago - 1 dependent repositories - 135 downloads last month - 55 stars on GitHub - 1 maintainer
deltamoea 1.5
Multi-Objective Grid Search Algorithm
2 versions - Latest release: about 6 years ago - 1 dependent repositories - 19 downloads last month - 2 stars on GitHub - 1 maintainer
geneal 0.7.1
Python Genetic Algorithm library
13 versions - Latest release: 4 months ago - 1 dependent package - 2 dependent repositories - 105 downloads last month - 60 stars on GitHub - 1 maintainer
pyamosa 2.0.7
Python implementation of the Archived Multi-Objective Simulated Annealing optimization heuristic
27 versions - Latest release: 3 months ago - 1 dependent repositories - 53 downloads last month - 10 stars on GitHub - 1 maintainer
Top 9.5% on pypi.org
fides 0.7.8
python-based Trust Region Optimization toolbox
33 versions - Latest release: about 1 year ago - 2 dependent packages - 4 dependent repositories - 1.26 thousand downloads last month - 18 stars on GitHub - 1 maintainer
Top 2.1% on pypi.org
mip 1.15.0 💰
Python tools for Modeling and Solving Mixed-Integer Linear Programs (MIPs)
86 versions - Latest release: over 1 year ago - 29 dependent packages - 97 dependent repositories - 150 thousand downloads last month - 504 stars on GitHub - 4 maintainers
optymus 0.1.2
Optimization Methods Library
5 versions - Latest release: about 2 months ago - 112 downloads last month - 3 stars on GitHub - 1 maintainer
embarrassingly 0.0.6
Pimp your objective function for faster, robust optimization
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 24 downloads last month - 8 stars on GitHub - 1 maintainer
meco 1.0.1
MECO: Multi-objective Evolutionary Compression.
2 versions - Latest release: almost 2 years ago - 1 dependent repositories - 21 downloads last month - 1 stars on GitHub - 1 maintainer
psopy 0.2.4
A SciPy compatible super fast Python implementation for Particle Swarm Optimization.
8 versions - Latest release: about 4 years ago - 2 dependent repositories - 139 downloads last month - 35 stars on GitHub - 1 maintainer
marklibrary 0.0.1
Метод имитации отжига и муравьиный алгоритм
1 version - Latest release: over 2 years ago - 1 dependent repositories - 6 downloads last month - 3 stars on GitHub - 1 maintainer
optimizationalgo 0.0.10
Optimization algorithms for the traveling salesman problem
10 versions - Latest release: over 2 years ago - 1 dependent repositories - 34 downloads last month - 3 stars on GitHub - 1 maintainer
pysolnp 2022.3.13
This provides the SOLNP optimizaiton Algorithm.
8 versions - Latest release: about 2 years ago - 2 dependent repositories - 3.23 thousand downloads last month - 14 stars on GitHub - 1 maintainer
argmin-testfunctions-py 0.0.1 💰
Test functions for optimization algorithms
1 version - Latest release: 4 months ago - 414 downloads last month - 904 stars on GitHub - 1 maintainer
gari 1.4 💰
Reproducing Image using Genetic Algorithm
1 version - Latest release: about 6 years ago - 1 dependent repositories - 37 downloads last month - 50 stars on GitHub - 1 maintainer
algormeter 1.1.1
Tool for developing, testing and measuring optimizers algorithms
9 versions - Latest release: 10 months ago - 1 dependent repositories - 66 downloads last month - 0 stars on GitHub - 1 maintainer
cma-es 1.5.0
Covariance Matrix Adaptation Evolution Strategy (CMA-ES) implemented with TensorFlow
6 versions - Latest release: over 2 years ago - 2 dependent repositories - 87 downloads last month - 43 stars on GitHub - 1 maintainer
tsp_2opt 0.0.1
Python Traveling Salesman Problem Solver.
1 version - Latest release: over 3 years ago - 8 downloads last month - 2 stars on GitHub - 1 maintainer
optiml 1.5
Optimizers for/and sklearn compatible Machine Learning models
1 version - Latest release: almost 3 years ago - 1 dependent repositories - 10 downloads last month - 7 stars on GitHub - 1 maintainer
lpfgopt-lite 0.9.2
Leap Frog Optimizer - Lite Edition
6 versions - Latest release: about 5 years ago - 1 dependent repositories - 71 downloads last month - 2 stars on GitHub - 1 maintainer
thefittest 0.2.4
Implementation of data mining methods that use evolutionary algorithms
29 versions - Latest release: about 2 months ago - 340 downloads last month - 9 stars on GitHub - 1 maintainer
pyharmonysearch 1.4.4
pyHarmonySearch is a pure Python implementation of the harmony search (HS) global optimization al...
12 versions - Latest release: almost 2 years ago - 1 dependent repositories - 183 downloads last month - 78 stars on GitHub - 1 maintainer
pytspsolver 0.0.1
Easy to use python package for rapid experimentation on the classic travelling salesman problem.
1 version - Latest release: about 5 years ago - 1 dependent repositories - 11 downloads last month - 2 stars on GitHub - 1 maintainer
graforvfl 1.0.0
GrafoRVFL: A Gradient-Free Optimization Framework for Boosting Random Vector Functional Link Network
3 versions - Latest release: 6 months ago - 130 downloads last month - 3 stars on GitHub - 1 maintainer
qc-procrustes 1.0.0
Procrustes Package
6 versions - Latest release: over 2 years ago - 1 dependent repositories - 60 downloads last month - 101 stars on GitHub - 1 maintainer
optax-adan 0.1.5
An implementation of adan optimization algorithm for optax.
4 versions - Latest release: over 1 year ago - 38 downloads last month - 7 stars on GitHub - 1 maintainer
deki 0.0.1.dev1
Deki is a library is to create beautiful interative visuals to understand your optimizer better, ...
1 version - Latest release: over 1 year ago - 16 downloads last month - 3 stars on GitHub - 1 maintainer
Related Keywords
optimization 78 python 58 genetic-algorithm 22 machine-learning 21 optimization-methods 19 evolutionary-algorithms 15 algorithm 13 numerical-optimization 12 nonlinear-optimization 11 particle-swarm-optimization 11 python3 11 artificial-intelligence 9 optimization-tools 9 metaheuristics 9 mathematics 8 convex-optimization 8 numerical-analysis 7 simulated-annealing 7 hyperparameter-optimization 7 blackbox-optimization 6 optimizer 6 data-science 6 evolutionary-algorithm 6 numerical-methods 6 derivative-free-optimization 5 solver 5 linear-programming 5 swarm-intelligence 5 pso 5 global-optimization 5 scientific-computing 5 multi-objective-optimization 5 machine learning 5 heuristic-search-algorithms 5 constrained-optimization 5 evolutionary-computation 5 pypi-package 5 direct-search 4 neural-network 4 nature-inspired-algorithms 4 Optimization 4 problem 4 simulation-based-optimization 4 math 4 tensorflow 4 deep-learning 4 hacktoberfest 4 travelling-salesman-problem 4 unconstrained-optimization 4 learning 3 least-squares 3 image-processing 3 signal-processing 3 tsp 3 genetic-algorithms 3 metaheuristic 3 artificial intelligence 3 harmony-search 3 quadratic-programming 3 integer-programming 3 reinforcement-learning 3 pytorch 3 discrete-optimization 3 optimisation 3 stochastic-optimization 3 optimization-framework 3 visualization 3 bayesian-optimization 3 optimization algorithms 3 fast 3 hyperparameter-tuning 3 blackbox-optimizer 3 machine-learning-algorithms 3 grey-wolf-optimizer 3 differential-evolution 3 optimization-library 3 solve 3 science 3 modeling 3 pypi 3 chemistry 3 combinatorial 3 easy 3 game-theory 2 ant-algorithm 2 rust 2 heuristic-optimization 2 pso-algorithm 2 black-box-optimization 2 precision 2 accuracy 2 pearson correlation coefficient (PCC) 2 spearman correlation coefficient (SCC) 2 algorithms 2 library 2 Global optimization 2 Cross-validationGenetic algorithm (GA) 2 multiobjective-optimization 2 Particle swarm optimization (PSO) 2 global-optimization-algorithms 2