Computational Fluid Dynamics
Understand how fluids move, mix, transfer heat, and create pressure loss inside equipment and flow systems.
Explore CFDENGINEERING SERVICES
Physics-Based Engineering Services
M² Engineering helps product, process, energy, and technology teams understand the physical behavior that controls performance. We apply CFD, coupled physics, thermal and process engineering, optimization, and Fourier Neural Operators at the level of fidelity required to support the engineering decision.
CAPABILITIES
Choose the Right Engineering Path
Each service addresses a different engineering question. Choose the one that best matches the physics of the system and the decision you need to make.
Coupled Physics Simulation
Understand how heat, flow, reactions, electrical effects, and structures influence one another inside a system.
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Thermal Engineering
Evaluate heat loads, temperature limits, and the most effective way to heat or cool a system.
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Process Engineering
Understand how equipment, material flows, energy use, and operating conditions affect overall process performance.
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Engineering Optimization
Compare design options and find the best balance between performance, constraints, cost, and operating risk.
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Fourier Neural Operators
Build fast predictive models from validated simulation data for repeated evaluation across a defined operating range.
Explore Neural OperatorsCOMPUTATIONAL METHODS
Methods Guided by the Physics
The method is chosen around the governing physics, available evidence, and the decision the analysis must support. Model fidelity increases only when simpler methods cannot answer the question credibly.
FLUID FLOW AND TRANSPORT
Fluid Flow Modeling
Evaluate flow distribution, pressure loss, mixing, and transport inside equipment and flow systems.
HEAT TRANSFER AND THERMAL SYSTEMS
Thermal Analysis
Evaluate heat loads, temperature limits, heat paths, and the most effective way to heat or cool a system.
REACTIVE SYSTEMS
Reaction and Species Transport
Study how reactions, species movement, heat, and flow interact inside reactive systems.
COUPLED PHYSICS
Coupled Physics Analysis
Evaluate systems where heat, flow, reactions, electrical effects, or structures influence one another.
PROCESS SYSTEMS
Process and Equipment Evaluation
Evaluate how equipment, material flows, energy use, and operating limits affect overall process performance.
SCIENTIFIC COMPUTING
Custom Numerical Workflows
Build reproducible computational workflows for model development, parameter studies, automated analysis, and engineering interpretation.
DESIGN EXPLORATION
Parametric Studies and Optimization
Compare design options, test sensitivities, and identify practical improvements within defined constraints.
PHYSICS-AWARE AI
Surrogate Field Modeling
Build fast predictive models from validated simulation data for repeated evaluation within a defined operating range.
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PROJECT OUTPUTS
Typical Deliverables
PROJECT OUTPUT 01
Assumptions and Model Limits
PROJECT OUTPUT 02
Validation and Benchmarking
PROJECT OUTPUT 03
Fields and Performance Maps
PROJECT OUTPUT 04
Parameter and Sensitivity Studies
PROJECT OUTPUT 05
Operating Envelopes
PROJECT OUTPUT 06
Engineering Recommendations
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Start with the Engineering Question
Describe the system, the decision you need to make, and the evidence already available. M² Engineering will determine the appropriate method and level of analysis.