Training on robust modern mathematical optimization
Mathematical optimization is the preferred tool for identifying the most desirable operating conditions or the most profitable production schedule leading to the best performance, while respecting constraints. Examples of typical problems are: mixing products at minimum cost, making production schedules, maximizing process yield, minimizing losses and increasing throughput in a network. The science of optimization is generally understood and practiced by mathematicians, while optimization problems arise from the activities of engineers. Using the “black box” approach, this training aims to provide simple and robust tools to solve complex problems without having to master programming and mathematics. This training is based on several workshops.
Training objectives
- Learn how to identify an optimization problem
- Understand the problem's features to select the appropriate solver
- Structure the problem in a spreadsheet to solve it
- Use a computer tool to obtain an optimal solution
- Be aware of commercial and open-source platforms
Target audience
- Plant engineers and production supervisors
- Special projects and studies engineers
- Industrial and manufacturing operations directors
- Production systems experts
- Decision makers having to choose the best option while satisfying consraints
Format
- Virtual or in-person
- 50% theory and 50% practical
- Duration: 8 hours
Content
- Introduction: context of use and brief history of optimization, presentation of the main classes of optimization problems
- Description of the elements of an optimization case: formulating the objective, choosing the decision variables and managing constraints
- Difficulties encountered in practice: what are they? How to work around them?
- Solving methodology: black box approach, presentation of some modern and robust algorithms
- Tips for choosing the right algorithm and tools
- Applications in the form of case studies: problems defined in equations, adjustment of non-linear curves, calculations of physical model parameters, minimum travel route (travelling salesperson), optimization of a process performance of a proces, establishment of tolerances / specifications, production planning
- Overview of commercial and open-source solutions
Requirements
- Install Différence’s Excel add-in
- Be familiar with computer tools in general
- Be familiar with Microsoft Excel
This training is pratical, theoretical elements are very limited. For more informations or to book your training, please contact us!