Flow + heat transfer
CFD Heat Transfer Lab
Explore how flow and heat transfer shape cooling performance in a simplified heat exchanger.
CFD + AI · Engineering better outcomes
Better designs.
Better processes.
Fewer costly iterations.
Resolve performance bottlenecks, evaluate design changes and anticipate scale-up challenges with CFD and AI—without building a simulation toolchain or becoming a modelling specialist.
“How do we eliminate hot spots without increasing cooling power?”Better thermal performance. The same energy budget.
What you gain
Improve performance.
Make each iteration count.
Identify limiting factorsCompare alternativesUnderstand trade-offs
Focus experiments and design effort on the changes that matter.
Test the possibilities in a model.
Focus physical trials where they matter.
Identify the flow, heat and transport effects holding performance back. Compare design and operating changes before committing materials, equipment time and experimental effort.
01 —Find the bottlenecks that hold performance back.
02 —Compare designs against performance and energy targets.
03 —Prioritise physical trials with evidence and clear assumptions.
From design improvement to process scale-up
Better outcomes start
with the right physics.
Improve cooling, preserve process performance at scale, or assess equipment loads. ResEt AI selects the physics and AI each problem needs, with geometry, meshing and solver setup handled behind the scenes.
Eliminate hot spots. Keep cooling power in check.
Compare layout and flow choices against thermal constraints.
Behind the answer
Geometry + mesh→CFD→AI comparison
ResEt AI models flow and heat transfer, adding structural analysis when fluid or thermal loads affect the equipment.
In practice · Fermentation scale-up
The cells haven’t changed.
Their environment has.
Why does a process that works in the lab lose performance in a larger vessel?
01 / Kinetics
What the
cells need.
Growth, substrate use and oxygen demand.
Demand informs the flow model.
Local conditions feed back into growth.
02 / CFD
What the
vessel delivers.
Mixing, oxygen transport and local temperature.
Reveal the gradients a vessel-average measurement can miss.
ResEt AI starts with balances and kinetics, adds CFD when local conditions matter, and checks the models against process measurements.
Explore / Interactive engineering
Make the physics tangible.
Kinetics + transport
Fermenter Lab
Explore the oxygen and cooling constraints that can limit fermentation performance at scale.
Engineering + energy
Draught Fan Lab
Explore how airflow and pressure requirements translate into fan power and energy demand.
Insights / From the company
Our thinking on AI.
Grounded in engineering.
Perspectives from the ResEt AI team on physics-informed models, useful data and better decisions.
Read our insights →