Software

Powerful solvers and modeling tools that bring optimization problems to life.

Open Source Software

Grammar-guided Genetic Programming framework

GeneticEngine

Heuristic

Python library for spatial optimization that integrates nicely with GeoPandas

PySal

Modelling Framework

An open-source Julia package designed for building and solving large-scale, structured optimization problems using a graph-based modeling approach.

PlasmoJL

Modelling Framework

JuMP is a modelling language for mathematical optimization, built in the Julia programming language. It is highly expressive and quite performant

JuMP

Modelling Framework

AMPL is a high-performance modelling language for mathematical optimization. It is partially open-source.

Amplpy

Modelling Framework

An open-source Python-based tool for formulating, solving, and analyzing mathematical optimization models.

Pyomo

Modelling Framework

Open-source optimisation solver: Route vehicles, schedule jobs, assign employees etc.

Timefold

Software

Extreme-scale LP solver that is based on Apache Spark

DuaLip

Solver

Open-source solver (LP, MILP, QP) using parallelization in the linear algebra of simplex method for High-Performance LP solving

Highs

Solver

A framework for integer programming and branch-cut-and-price. It allows for total control of the solution process and the access of detailed information of the solver.


SCIP

Solver Suit

Best Practices In Implementation 

O4A Live - Supply Chain Optimization in the age of AI

Software implementation challenges and success factors

How to transition from Excel to advanced systems (APS)

What is the role of AI/ML in supply chain planning software?

Optimization4All

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The expertise hub is a bridge between experts and beginners, academia and industry, businesses and policymakers. Sharing knowledge creates a ripple effect empowering more people, facilitating innovation, and leading to smarter decisions. Small steps can make a huge impact! 

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2025 © Optimization4All

Optimization4All

Follow us on social media

Sign up for the newsletter

The expertise hub is a bridge between experts and beginners, academia and industry, businesses and policymakers. Sharing knowledge creates a ripple effect, empowering more people, facilitating innovation, and leading to smarter decisions. Small steps can make a huge impact! 

Whether you’re here to learn, share, or collaborate, you’re in the right place.


2025 © Optimization4All

2025 © Optimization4All