Software

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

Open Source Software

Python library for spatial optimization that integrates nicely with GeoPandas

PySal

Modelling Framework

Extreme-scale LP solver that is based on Apache Spark

DuaLip

Solver

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

PlasmoJL

Modelling Framework

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

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

JuMP

Modelling Framework

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

Pyomo

Modelling Framework

OR-Tools is an open source software suite for optimization, tuned for tackling the world's toughest problems in vehicle routing, flows, integer and linear programming, and constraint programming.

Google OR Tools

Solver Suit

Grammar-guided Genetic Programming framework

GeneticEngine

Heuristic

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

Highs

Solver

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?

Optimzation4All

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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

Optimzation4All

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