Simulation, sensor systems, and 3D capture for complex physical products
Numeriworks is a Calgary technical consultancy. We help robotics, industrial, aerospace, and manufacturing teams model, measure, and validate physical systems, from multiphysics simulation and control design to synchronized multi-sensor capture.
What We Help Build
Applied technical support for teams building hard physical products.
Robotics and UAV Systems
State estimation, flight control, perception pipelines, and simulation validation for field-ready autonomous systems.
Estimation and control servicesSpatial Capture and Sensor Integration
Site capture scoping, photogrammetry, LiDAR, synchronized sensors, calibration, embedded electronics, and ROS 2 integration.
Spatial capture and sensor integrationIndustrial Automation
Machine dynamics, control integration, and predictive workflows that reduce downtime and commissioning risk.
Industries we supportAerospace and Defense
Reduced-order models, multiphysics simulation, and verification strategies for safety-critical hardware.
Simulation case studiesIntelligent Physical Systems
Physics-informed ML, digital twins, and hybrid models that stay grounded in measurable behavior.
Physics-informed AI servicesWorking with 3D capture, LiDAR, or synchronized sensors?
Start with a bounded capture assessment, an integration diagnostic, or a custom capture rig.
Representative Problems
Typical engineering questions where simulation, controls, and intelligent systems must work together.
Reduced-order models for embedded systems
UAV dynamics and control validation
Coupled multiphysics simulation workflows
Physics-informed ML for sparse engineering data
Estimation and sensor fusion systems
Camera, LiDAR, IMU, and GNSS time synchronization
Why Numeriworks
Most providers specialize in simulation, controls, or AI. Numeriworks integrates all three in one workflow.
Maien Hamed, PhD · Founder and Principal
PhD in computational mechanics. Former machine perception and machine learning work at Meta Reality Labs Research. More than 17 years across academia, industrial systems, and large-scale ML platforms.
About the founderHow an engagement works
Small, paid first steps with written deliverables, so you can decide with evidence before committing to larger work.
- Step 1
Introductory conversation
Discuss the technical problem, current constraints, and when a decision is needed. We say plainly whether Numeriworks is a good fit.
- Step 2
Diagnostic or feasibility assessment
A bounded, paid first step with a written deliverable: a failure review, method comparison, risk register, or capture specification, plus a recommended next scope.
- Step 3
Pilot or implementation sprint
Typically two to six weeks against a defined deliverable, such as firmware, a ROS 2 node, a calibration procedure, a simulation study, or a site pilot, with agreed acceptance tests.
- Step 4
Handoff or continued support
Documentation, tests, and data handed to your team, with optional follow-on work, repeat capture, or advisory support.
Mini Case Studies
Short examples of project patterns and outcomes.
Large-deformation thermomechanical simulation
Built a high-fidelity model for deformation and heat transfer in a manufacturing process. The result reduced trial-and-error prototyping and improved confidence before plant tests.
Embedded ML system in manufacturing
Designed a model pipeline for constrained edge deployment on production equipment. The system improved anomaly detection without requiring a large data collection program.
Hybrid simulation and control architecture
Connected plant simulation with real-time control logic for robotics integration. The team validated controller behavior earlier and shortened integration cycles.
Frequently asked questions
What does Numeriworks do?
Numeriworks is a technical consultancy in Calgary, Alberta. It helps robotics, industrial, aerospace, and manufacturing teams model, measure, and validate physical systems. Work covers multiphysics simulation and reduced-order models, state estimation and control, physics-informed machine learning, multi-sensor integration (cameras, LiDAR, IMU, GNSS, embedded timing, and ROS 2), and scoped 3D capture workflows for industrial sites.
Where does Numeriworks work?
Numeriworks is based in Calgary, Alberta, Canada. Site capture and field integration work focuses on Alberta and Western Canada. Simulation, software, and advisory work can be delivered remotely.
How does an engagement with Numeriworks start?
With a short conversation about the technical problem, its constraints, and when a decision is needed. If there is a fit, the first paid step is usually a bounded diagnostic or feasibility assessment with a written deliverable. A pilot or implementation sprint with agreed acceptance tests can follow. Diagnostics are fixed-fee. A spatial workflow diagnostic starts at CAD 2,000 and a sensor integration diagnostic at CAD 3,000, before tax and travel. Pilots and implementation sprints are quoted from a written scope once the diagnostic has defined the work.
Does Numeriworks provide legal land surveys?
No. Legal and certified survey deliverables require an appropriately licensed survey professional; in Alberta, that is an Alberta Land Surveyor. Numeriworks scopes and produces 3D data with documented quality, and involves a licensed surveyor when a project requires certified output.
Can I buy the Numeriworks capture rig?
Yes. Numeriworks custom-develops a capture rig for your application, delivered as a project: the hardware with its supporting firmware and software. Tell us what you need to capture and where.
Ready to scope your project?
Share your technical objective, constraints, and current bottlenecks. We will define whether the problem is a fit and outline a practical first phase.