Ecosyste.ms: Packages

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

pypi.org "optimization" keyword

coopr.os 1.0.4
Coopr interfaces to the COIN-OR Optimization Services project.
5 versions - Latest release: almost 10 years ago - 2 dependent repositories - 34 downloads last month - 2 maintainers
pysvgo 0.0.1 πŸ’°
SVG optimizer
1 version - Latest release: about 1 month ago - 29 downloads last month - 20,380 stars on GitHub - 2 maintainers
gridpath 2024.1.0 πŸ’°
A versatile simulation and optimization platform for power-system planning and operations.
5 versions - Latest release: 2 months ago - 102 downloads last month - 88 stars on GitHub - 2 maintainers
Top 1.1% on pypi.org
configspace 0.7.2
Creation and manipulation of parameter configuration spaces for automated algorithm configuration...
43 versions - Latest release: 10 months ago - 22 dependent packages - 56 dependent repositories - 114 thousand downloads last month - 186 stars on GitHub - 2 maintainers
Top 0.5% on pypi.org
autograd 1.6.2
Efficiently computes derivatives of numpy code.
29 versions - Latest release: 11 months ago - 89 dependent packages - 1,514 dependent repositories - 1.41 million downloads last month - 6,796 stars on GitHub - 3 maintainers
autograd-latest 1.3
Efficiently computes derivatives of numpy code.
1 version - Latest release: almost 3 years ago - 3 dependent packages - 1 dependent repositories - 29 downloads last month - 6,600 stars on GitHub - 1 maintainer
gbboxcli 0.2.11
Command-line interface for gbbox
13 versions - Latest release: over 7 years ago - 1 dependent repositories - 45 downloads last month - 0 stars on GitHub - 2 maintainers
smac-nni 0.8.0
SMAC3, a Python implementation of 'Sequential Model-based Algorithm Configuration'.
1 version - Latest release: over 5 years ago - 1 dependent repositories - 11 downloads last month - 2 maintainers
algorithmselector 1.1.0
A collection of various algorithms and data structures
2 versions - Latest release: 4 months ago - 27 downloads last month - 2 stars on GitHub - 1 maintainer
Top 8.9% on pypi.org
pypose 0.6.7 πŸ’°
To connect classic robotics with modern learning methods.
25 versions - Latest release: 4 months ago - 1 dependent repositories - 1.72 thousand downloads last month - 1,174 stars on GitHub - 14 maintainers
qmm 0.14.0
Quadratic Majorize-Minimize Python toolbox
19 versions - Latest release: 11 months ago - 1 dependent repositories - 141 downloads last month - 14 stars on GitHub - 2 maintainers
compas-cem 0.8.0
The Combinatorial Equilibrium Modeling framework for COMPAS
19 versions - Latest release: about 1 year ago - 1 dependent repositories - 71 downloads last month - 31 stars on GitHub - 2 maintainers
fem-kit 2022.0
Geoemtry modification and modeling tools to create and publish an industry strength numerical sol...
1 version - Latest release: about 2 years ago - 1 dependent repositories - 13 downloads last month - 2 maintainers
Top 1.1% on pypi.org
bitsandbytes 0.43.1
k-bit optimizers and matrix multiplication routines.
44 versions - Latest release: 22 days ago - 115 dependent packages - 3,758 dependent repositories - 1.7 million downloads last month - 5,410 stars on GitHub - 2 maintainers
dorado-scheduling 0.2.0
Dorado observation planning and scheduling simulations
2 versions - Latest release: 16 days ago - 1 dependent repositories - 102 downloads last month - 20 stars on GitHub - 2 maintainers
peval 0.1.0
Partial evaluation on AST level
1 version - Latest release: over 8 years ago - 2 dependent packages - 2 dependent repositories - 12 downloads last month - 16 stars on GitHub - 2 maintainers
gtech-optimus 0.0.7
Optimus library for real-time marketing personalization using RL.
6 versions - Latest release: 2 months ago - 74 downloads last month - 12 stars on GitHub - 2 maintainers
optunacy 0.3.3
Optunacy is a contour plot generator for Optuna studies.
18 versions - Latest release: 3 months ago - 102 downloads last month - 2 stars on GitHub - 2 maintainers
Top 8.0% on pypi.org
pymprog 1.1.2
An easy and flexible mathematical programming environment for Python
4 versions - Latest release: about 6 years ago - 2 dependent packages - 5 dependent repositories - 162 downloads last month - 2 maintainers
tcopy 0.1.2 πŸ’°
Basic tail call removal decorator
3 versions - Latest release: about 9 years ago - 2 dependent repositories - 10 downloads last month - 4 stars on GitHub - 1 maintainer
l4casadi 1.3.0
Integrate PyTorch Model in CasADi graphs.
4 versions - Latest release: 5 months ago - 118 downloads last month - 231 stars on GitHub - 2 maintainers
coopr.pyomo 3.6.4
Coopr's Pyomo math programming language
22 versions - Latest release: almost 10 years ago - 2 dependent repositories - 114 downloads last month - 2 maintainers
swarmopt 0.1.0
Swarm intelligence hyperparameter optimization.
1 version - Latest release: almost 6 years ago - 1 dependent repositories - 15 downloads last month - 32 stars on GitHub - 2 maintainers
pybab 0.0.1 removed πŸ’°
PyBaB: A Python Library for solving mixed-integer linear models using enhanced branch-and-bound w...
1 version - Latest release: 7 months ago - 6 downloads last month - 1,561 stars on GitHub - 2 maintainers
Top 2.1% on pypi.org
pygad 3.3.1 πŸ’°
PyGAD: A Python Library for Building the Genetic Algorithm and Training Machine Learning Algoithm...
52 versions - Latest release: 3 months ago - 6 dependent packages - 67 dependent repositories - 74.9 thousand downloads last month - 1,561 stars on GitHub - 1 maintainer
Top 5.4% on pypi.org
cyipopt 1.4.1
A Cython wrapper to the IPOPT optimization package
5 versions - Latest release: about 1 month ago - 3 dependent packages - 3 dependent repositories - 1.97 thousand downloads last month - 215 stars on GitHub - 1 maintainer
alpaqa 0.0.1
Augmented Lagrangian and PANOC solvers for nonconvex numerical optimization
23 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 2.92 thousand downloads last month - 61 stars on GitHub - 1 maintainer
pytoulbar2 0.0.0.4
ToulBar2 Python package
6 versions - Latest release: 7 months ago - 1 dependent repositories - 285 downloads last month - 50 stars on GitHub - 2 maintainers
tyba-osqp 0.6.1
OSQP: The Operator Splitting QP Solver
3 versions - Latest release: over 1 year ago - 1 dependent package - 17 downloads last month - 1 stars on GitHub - 2 maintainers
Top 4.4% on pypi.org
ipopt 1.0.3
A Cython wrapper to the IPOPT optimization package
7 versions - Latest release: about 3 years ago - 2 dependent packages - 20 dependent repositories - 1.81 thousand downloads last month - 215 stars on GitHub - 2 maintainers
Top 7.5% on pypi.org
benchopt 1.5.1
Benchmark toolkit for optimization
8 versions - Latest release: 7 months ago - 5 dependent repositories - 1.66 thousand downloads last month - 218 stars on GitHub - 2 maintainers
hyperc 0.0.1
Python AI Planning and automated programming
1 version - Latest release: over 2 years ago - 1 dependent repositories - 25 downloads last month - 1 maintainer
Top 1.3% on pypi.org
tensorflow-model-optimization 0.8.0
A suite of tools that users, both novice and advanced can use to optimize machine learning models...
31 versions - Latest release: 3 months ago - 12 dependent packages - 882 dependent repositories - 812 thousand downloads last month - 1,470 stars on GitHub - 1 maintainer
pipoh 0.0.1
<p align="center">
1 version - Latest release: over 2 years ago - 1 dependent repositories - 15 downloads last month - 0 stars on GitHub - 2 maintainers
opty 1.2.0
Tools for optimizing dynamic systems using direct collocation.
6 versions - Latest release: 5 months ago - 1 dependent repositories - 29 downloads last month - 83 stars on GitHub - 1 maintainer
Top 9.0% on pypi.org
kfac-jax 0.0.6
A Jax package for approximate curvature estimation and optimization using KFAC.
5 versions - Latest release: 30 days ago - 1 dependent package - 1 dependent repositories - 895 downloads last month - 200 stars on GitHub - 1 maintainer
rayopt 0.0
raytracing and lens design framework
3 versions - Latest release: 8 months ago - 2 dependent repositories - 42 downloads last month - 236 stars on GitHub - 2 maintainers
smartboiler 0.0.3.0.0.7.16.15
Smart boiling of household
193 versions - Latest release: about 11 hours ago - 1 dependent repositories - 3.75 thousand downloads last month - 2 maintainers
tuneup 0.0.8
Global optimizer comparison and combination
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 51 downloads last month - 6 stars on GitHub - 2 maintainers
Top 5.5% on pypi.org
linopy 0.3.9
Linear optimization with N-D labeled arrays in Python
37 versions - Latest release: about 11 hours ago - 1 dependent package - 7 dependent repositories - 10.1 thousand downloads last month - 130 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
scalene 1.5.41 πŸ’°
Scalene: A high-resolution, low-overhead CPU, GPU, and memory profiler for Python with AI-powered...
164 versions - Latest release: about 11 hours ago - 4 dependent packages - 58 dependent repositories - 40.6 thousand downloads last month - 10,467 stars on GitHub - 1 maintainer
mdpsolver 0.9.2
An efficient solver for Markov Decision Processes
2 versions - Latest release: 2 days ago - 218 downloads last month - 2 stars on GitHub - 2 maintainers
pycutest 1.6.2
A Python wrapper to the CUTEst optimization test environment
12 versions - Latest release: 25 days ago - 1 dependent package - 1 dependent repositories - 503 downloads last month - 27 stars on GitHub - 2 maintainers
infralib 0.0.0
Simulation Environments for Large-Scale Infrastructure Management
1 version - Latest release: 3 months ago - 13 downloads last month - 0 stars on GitHub - 2 maintainers
tspy 0.1.1
An optimization package for the traveling salesman problem
3 versions - Latest release: almost 6 years ago - 3 dependent repositories - 272 downloads last month - 8 stars on GitHub - 2 maintainers
Top 2.6% on pypi.org
qpsolvers 4.3.2
Quadratic programming solvers in Python with a unified API.
56 versions - Latest release: about 1 month ago - 21 dependent packages - 163 dependent repositories - 15.4 thousand downloads last month - 474 stars on GitHub - 1 maintainer
nnogada 0.9.1
Genetic hyperparameter tuning for neural nets
4 versions - Latest release: about 1 year ago - 14 downloads last month - 5 stars on GitHub - 2 maintainers
Top 7.0% on pypi.org
mlbox 0.8.5
A powerful Automated Machine Learning python library.
21 versions - Latest release: over 3 years ago - 4 dependent repositories - 369 downloads last month - 1,470 stars on GitHub - 2 maintainers
Top 4.8% on pypi.org
geoopt 0.5.0 πŸ’°
Unofficial implementation for β€œRiemannian Adaptive Optimization Methods” ICLR2019 and more
12 versions - Latest release: almost 2 years ago - 1 dependent package - 12 dependent repositories - 1.48 thousand downloads last month - 797 stars on GitHub - 1 maintainer
hyperparameter-tuning 0.3.1
A minimal framework for running hyperparameter tuning
31 versions - Latest release: 8 months ago - 2 dependent packages - 1 dependent repositories - 19.5 thousand downloads last month - 1 stars on GitHub - 1 maintainer
sage-numerical-backends-gurobi 9.3.1 πŸ’°
Gurobi backend for Sage MixedIntegerLinearProgram
4 versions - Latest release: almost 3 years ago - 1 dependent repositories - 42 downloads last month - 7 stars on GitHub - 4 maintainers
perfin 0.0.3dev
PerFin a Personal Finance library.
3 versions - Latest release: over 7 years ago - 1 dependent repositories - 19 downloads last month - 9 stars on GitHub - 2 maintainers
pviz 0.1.0rc16
A framework for high-dimensional (3 <= m <= 10) Pareto-optimal front visualization and analytics
4 versions - Latest release: about 3 years ago - 1 dependent repositories - 37 downloads last month - 2 stars on GitHub - 2 maintainers
project-pareto 0.9.0
Project PARETO - The Produced Water Optimization Initiative
13 versions - Latest release: 6 months ago - 1 dependent repositories - 117 downloads last month - 2 maintainers
maadstmlmedia 1.2
Multi-Agent Accelerator for Data Science (MAADS): Transactional Machine Learning
2 versions - Latest release: 10 months ago - 16 downloads last month - 12 stars on GitHub - 2 maintainers
maadstml 3.48
Multi-Agent Accelerator for Data Science (MAADS): Transactional Machine Learning
122 versions - Latest release: 17 days ago - 1 dependent repositories - 1.1 thousand downloads last month - 12 stars on GitHub - 1 maintainer
pyde 1.0.1
Differential Evolution in Python
1 version - Latest release: over 10 years ago - 1 dependent repositories - 37 downloads last month - 30 stars on GitHub - 2 maintainers
ws3 0.0.1
Wood Supply Simulation System
5 versions - Latest release: about 4 years ago - 1 dependent repositories - 51 downloads last month - 4 stars on GitHub - 2 maintainers
pysgpp 3.3.1
The sparse grids toolkit SG++ SG++ is a collection of numerical algorithms for sparse grids. It c...
2 versions - Latest release: about 4 years ago - 1 dependent repositories - 44 downloads last month - 66 stars on GitHub - 2 maintainers
pyqubo2 1.4.0
PyQUBO allows you to create QUBOs or Ising models from mathematical expressions with support for ...
1 version - Latest release: 2 months ago - 243 downloads last month - 0 stars on GitHub - 2 maintainers
Top 2.3% on pypi.org
openmdao 3.31.1
OpenMDAO framework infrastructure
69 versions - Latest release: about 2 months ago - 19 dependent packages - 76 dependent repositories - 5.7 thousand downloads last month - 503 stars on GitHub - 1 maintainer
Top 5.1% on pypi.org
nlopt 2.7.1
Library for nonlinear optimization, wrapping many algorithms for global and local, constrained or...
6 versions - Latest release: about 2 years ago - 36 dependent packages - 103 dependent repositories - 49.1 thousand downloads last month - 21 stars on GitHub - 3 maintainers
pyoptquest 9.1.1.4
A python wrapper around the OptQuest library; see more at https://www.opttek.com/products/optquest/
3 versions - Latest release: 5 months ago - 30 downloads last month - 1,108 stars on GitHub - 2 maintainers
portpy 1.0.3
First open-source radiation treatment planning system in Python
12 versions - Latest release: 4 months ago - 1 dependent repositories - 109 downloads last month - 68 stars on GitHub - 2 maintainers
Top 6.8% on pypi.org
proxsuite 0.6.3
Quadratic Programming Solver for Robotics and beyond.
37 versions - Latest release: 3 months ago - 7 dependent packages - 1 dependent repositories - 5.33 thousand downloads last month - 295 stars on GitHub - 1 maintainer
genosolver 0.0.3
GENO is a solver for non-linear optimization problems. It can solve constrained and unconstrained...
11 versions - Latest release: over 4 years ago - 1 dependent repositories - 426 downloads last month - 32 stars on GitHub - 1 maintainer
geno 0.0.0.6
GENO is a solver for non-linear optimization problems. It can solve constrained and unconstrained...
6 versions - Latest release: about 2 years ago - 2 dependent repositories - 36 downloads last month - 32 stars on GitHub - 4 maintainers
Top 1.0% on pypi.org
casadi 3.6.5
CasADi -- framework for algorithmic differentiation and numeric optimization
41 versions - Latest release: about 2 months ago - 42 dependent packages - 384 dependent repositories - 182 thousand downloads last month - 1,553 stars on GitHub - 1 maintainer
deepc-hunt 0.0.6
PyTorch module for DeePC
6 versions - Latest release: 8 months ago - 21 downloads last month - 2 stars on GitHub - 2 maintainers
optime 0.0.1
Quick and simple optimization package. First implemented: A genetic algorithm (GA).
1 version - Latest release: over 1 year ago - 17 downloads last month - 1 stars on GitHub - 1 maintainer
orbithunter 1.1.2
Framework for Nonlinear Dynamics and Chaos
18 versions - Latest release: about 2 years ago - 1 dependent repositories - 112 downloads last month - 4 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
estimagic 0.4.6
Tools to solve difficult numerical optimization problems.
18 versions - Latest release: 11 months ago - 1 dependent package - 1 dependent repositories - 3.29 thousand downloads last month - 222 stars on GitHub - 2 maintainers
Top 4.7% on pypi.org
thewalrus 0.21.0
Open source library for hafnian calculation
19 versions - Latest release: 4 months ago - 3 dependent packages - 18 dependent repositories - 8.76 thousand downloads last month - 94 stars on GitHub - 5 maintainers
iterative-stats 0.1.0
This package implements iterative algorithms to compute some basics statistics
5 versions - Latest release: 10 months ago - 63 downloads last month - 216 stars on GitHub - 2 maintainers
pypop7 0.0.78
pypop7 (Pure-PYthon library of POPulation-based OPtimization)
77 versions - Latest release: 5 months ago - 1 dependent package - 1 dependent repositories - 397 downloads last month - 140 stars on GitHub - 1 maintainer
nelder-mead 1.0.1
Nelder-Mead for numerical optimization in Python
2 versions - Latest release: over 5 years ago - 1 dependent repositories - 35 downloads last month - 6 stars on GitHub - 2 maintainers
Top 5.4% on pypi.org
gridx-egret 0.5.5
EGRET: Electrical Grid Research and Engineering Tools.
6 versions - Latest release: about 1 year ago - 1 dependent package - 4 dependent repositories - 12.9 thousand downloads last month - 121 stars on GitHub - 1 maintainer
compneuropy 1.0.1
General package for computational neuroscience with ANNarchy.
16 versions - Latest release: about 2 months ago - 1 dependent repositories - 82 downloads last month - 0 stars on GitHub - 2 maintainers
Top 8.7% on pypi.org
gridcal 5.1.8
GridCal is a Power Systems simulation program intended for professional use and research
285 versions - Latest release: 17 days ago - 1 dependent repositories - 1.39 thousand downloads last month - 360 stars on GitHub - 1 maintainer
gridcalengine 5.1.8
GridCal is a Power Systems simulation program intended for professional use and research
61 versions - Latest release: 17 days ago - 795 downloads last month - 360 stars on GitHub - 2 maintainers
anystructure 5.1.4
A plate field optimization tool for offshore structures calculated according to DNV standards
120 versions - Latest release: 2 months ago - 1 dependent repositories - 417 downloads last month - 38 stars on GitHub - 1 maintainer
rehline 0.0.3
Regularized Composite ReLU-ReHU Loss Minimization with Linear Computation and Linear Convergence
2 versions - Latest release: about 21 hours ago - 13 downloads last month - 11 stars on GitHub - 2 maintainers
fine 2.3.7
Framework for integrated energy systems assessment
18 versions - Latest release: 12 days ago - 1 dependent package - 2 dependent repositories - 532 downloads last month - 64 stars on GitHub - 3 maintainers
openconcept 1.2.0
Open aircraft conceptual design tools
8 versions - Latest release: about 1 month ago - 91 downloads last month - 28 stars on GitHub - 2 maintainers
wisdem 3.15.3
Wind-Plant Integrated System Design & Engineering Model
8 versions - Latest release: 1 day ago - 1 dependent package - 1.49 thousand downloads last month - 125 stars on GitHub - 2 maintainers
swolfpy 1.4.0
Solid Waste Optimization Life-cycle Framework in Python(SwolfPy).
22 versions - Latest release: 2 months ago - 1 dependent repositories - 154 downloads last month - 21 stars on GitHub - 1 maintainer
tsib 0.1.6
Time Series Initialization for Buildings
6 versions - Latest release: about 1 year ago - 1 dependent repositories - 107 downloads last month - 17 stars on GitHub - 2 maintainers
ommx 0.2.0
Open Mathematical prograMming eXchange (OMMX)
4 versions - Latest release: 11 days ago - 858 downloads last month - 5 stars on GitHub - 1 maintainer
mlswarm 0.33
This package trains neural networks using swarm-like optimization algorithms
3 versions - Latest release: 3 days ago - 1 dependent repositories - 151 downloads last month - 0 stars on GitHub - 1 maintainer
adasamp-pareto 1.1
Adaptive bayes-sampling for multi-criteria optimization
1 version - Latest release: over 1 year ago - 31 downloads last month - 3 stars on GitHub - 1 maintainer
sleipnirgroup-jormungandr 0.0.1.dev133
A linearity-exploiting sparse nonlinear constrained optimization problem solver that uses the int...
105 versions - Latest release: about 23 hours ago - 11.5 thousand downloads last month - 25 stars on GitHub - 2 maintainers
Top 0.4% on pypi.org
scikit-optimize 0.10.1
Sequential model-based optimization toolbox.
22 versions - Latest release: about 2 months ago - 98 dependent packages - 1,192 dependent repositories - 816 thousand downloads last month - 3 stars on GitHub - 2 maintainers
motifopt 1.2.0
Satellite Motif Optimization
1 version - Latest release: 12 months ago - 6 downloads last month - 2 maintainers
Top 5.6% on pypi.org
rtc-tools 2.6.1
Toolbox for control and optimization of water systems.
70 versions - Latest release: about 2 months ago - 5 dependent packages - 3 dependent repositories - 2.69 thousand downloads last month - 12 stars on GitLab.com - 6 maintainers
rtc-tools-simulation 0.1.0a3
Extension for building models used for simulation in rtc-tools.
3 versions - Latest release: 2 days ago - 408 downloads last month - 12 stars on GitLab.com - 2 maintainers
Top 9.4% on pypi.org
riskparityportfolio 0.5.1
Blazingly fast design of risk parity portfolios
12 versions - Latest release: 2 months ago - 1 dependent package - 1 dependent repositories - 245 downloads last month - 267 stars on GitHub - 2 maintainers
Top 2.5% on pypi.org
scikit-opt 0.6.6 πŸ’°
Swarm Intelligence in Python
20 versions - Latest release: over 2 years ago - 4 dependent packages - 45 dependent repositories - 3.63 thousand downloads last month - 4,945 stars on GitHub - 1 maintainer
Top 5.6% on pypi.org
sko 0.5.7 πŸ’°
Swarm Intelligence in Python
2 versions - Latest release: almost 4 years ago - 5 dependent repositories - 1.29 thousand downloads last month - 4,634 stars on GitHub - 1 maintainer
invrs-gym 0.10.3
A collection of inverse design challenges
26 versions - Latest release: 18 days ago - 475 downloads last month - 75 stars on GitHub - 1 maintainer
pyhams 1.1.0
Python module wrapping around HAMS
1 version - Latest release: about 1 year ago - 1 dependent package - 25 downloads last month - 8 stars on GitHub - 2 maintainers
Related Keywords
python 318 machine-learning 136 optimization-algorithms 78 deep-learning 67 pytorch 62 simulation 48 algorithm 48 hyperparameter-optimization 46 machine learning 45 data-science 41 genetic-algorithm 37 gpu 34 learning 33 evolutionary-algorithms 31 robotics 30 bayesian-optimization 29 artificial-intelligence 29 quantum 29 hyperparameter 29 analysis 27 machine 27 solver 27 genetic 27 python3 26 reinforcement-learning 25 visualization 25 optimisation 24 automl 24 mathematics 24 tensorflow 24 quantum-computing 23 bayesian 23 finance 23 modeling 23 optimizer 22 linear-programming 22 mlops 22 metaheuristics 21 nonlinear-optimization 21 engineering 21 quantization 21 compression 21 scientific-computing 20 scikit-learn 20 hyperparameter-tuning 20 particle-swarm-optimization 20 ml 20 algorithms 20 statistics 19 jax 19 optimization-methods 19 design 19 serving 18 numerical-optimization 18 ai 18 portfolio 18 evolutionary 18 energy 18 model 18 hyperparameter-search 17 parallel 17 optimizers 17 performance 16 physics 16 search 16 convex-optimization 16 mip 15 8-bit 15 distributed 15 evolutionary-computation 15 hacktoberfest 15 neural-networks 15 Optimization 15 multi-objective 14 planning 14 evolution 14 tuning 14 black-box-optimization 14 quadratic-programming 14 operations-research 14 kubernetes 14 keras 14 optimization-tools 13 mixed-integer-programming 13 pandas 13 science 13 milp 13 numpy 13 cpu 13 modeling-language 13 problem 13 tensor 13 model-selection 13 pyomo 13 simulated-annealing 12 programming 12 global-optimization 12 math 12 modelling 11 pso 11