Contact
Prototype To Product

MATHWARE

Modelling & AI Engineering

Sioux develops digital twins, industrial AI, and optimization algorithms to improve the accuracy, throughput, and reliability of complex high-tech systems.

APPLIED MATHEMATICS THAT ACCELERATES HIGH-TECH INNOVATION

  • Understand and optimize your system
    Improve machine performance through a deeper understanding of its behaviour. Grounded in your application, we combine mathematical modelling, simulation, and optimization to evaluate designs, predict system responses, and identify better operating conditions.

  • Turn data into working intelligence
    Extract useful information from images, sensor signals, and engineering data. Our data scientists, mathematicians, and physicists work alongside software and hardware engineers, combining scientific depth with practical engineering to take algorithms from feasibility study to integration into your equipment and applications.


    Explore Digital Twins  Explore Industrial AI


INDUSTRY CHALLENGES

4.png

Improving accuracy without sacrificing throughput

Higher precision often comes at the expense of processing speed. Thermal effects, dynamic behaviour, and complex interactions make it difficult to improve both. How do you identify and overcome the constraints on system performance?
SMART ALGORITHMS & AI.png

Making decisions with incomplete data

Critical system behaviour cannot always be measured directly. Noisy signals, limited datasets, and hidden variables complicate analysis. How do you extract reliable information and understand the uncertainty behind a prediction?
Scientif Computing

Testing designs before building hardware

Physical prototypes are costly, and design changes take time. Simulation helps engineers explore alternatives earlier, but models must balance detail with computational speed. How do you obtain the insight needed to make sound engineering decisions?
20260702 Sioux 109 6416

Moving algorithms into operation

A successful model or AI prototype is only the beginning. Computing resources, latency, changing conditions, and software integration determine practical performance. How do you make advanced algorithms work reliably within your system?

EXPERTISE

Digital twins & process optimization
Digital Twin Holoscan

Predict system behaviour and explore improvements before changing your equipment or processes. We develop physics-based models, digital twins, and optimization algorithms for design evaluation, machine calibration, and operational performance.

  • Multiphysics simulation and scientific computing

  • Signal processing and state estimation

  • Mathematical optimization and optimal control

  • Reduced-order and hybrid modelling

Digital Twins & Process Optimization
Industrial AI
Industrial AI

Turn industrial data into intelligence for inspection, monitoring, and engineering decisions. We combine machine learning with application knowledge and software engineering to bring AI into high-tech equipment and workflows.

  • Vision AI and computer vision

  • Sensor AI and signal processing

  • Physics AI and hybrid modelling

  • Generative AI and domain-grounded LLMs

Industrial AI

EXPERTISE

Digital twins & process optimization

Predict system behaviour and explore improvements before changing your equipment or processes. We develop physics-based models, digital twins, and optimization algorithms for design evaluation, machine calibration, and operational performance.

  • Multiphysics simulation and scientific computing

  • Signal processing and state estimation

  • Mathematical optimization and optimal control

  • Reduced-order and hybrid modelling

Digital Twins & Process Optimization
Digital Twin Holoscan
Moore Accuracy3

Moore Accuracy

Improve accuracy rate of waferstepper with mathware.
Robust 2

Vision solutions

The client, a producer of conveyor belt systems for mail distribution centres, was confronted with increasingly frivolous packaging that was harder to detect. The standard methods for determining position, size and orientation of the packages on the line proved inadequate. Additional problems arose as a result of differences in lighting during the day and at night.
Modelling For Insight

Modelling for insight

Supporting the design process through virtual prototyping and computer simulations.

WHAT IS YOUR CHALLENGE?

CONTACT US