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What is computational engineering in rocket design?

Short answer

Computational engineering means describing a part as code and rules instead of drawing it: the geometry is generated from physical requirements, so a changed requirement produces a new, consistent design automatically. In rocket propulsion the approach is best known from LEAP 71, whose Noyron model generates engines that are 3D-printed directly; its open-source geometry kernel PicoGK is available to everyone.

Code instead of drawings

In classical CAD an engineer draws each surface. In computational engineering the engineer writes the logic: how wall thickness follows pressure, where cooling channels run, how the injector feeds the chamber. The software then builds the geometry, often as voxels or signed distance fields, which handle complex internal structures well.

Why it fits 3D printing

Additive manufacturing can build almost any shape, but drawing such shapes by hand is slow. Generated geometry and printing fit together: lattices, branching channels and one-piece assemblies come out of the code and go straight to the printer.

Where AI comes in

Once a design is code, its parameters can be searched automatically. Fast physics models evaluate each variant, and an optimiser keeps the best. The rules encode what engineers know; the search finds combinations they would not have tried.

Sources

  1. Noyron: a computational engineering model for rocket propulsionLEAP 71 · 2024 · leap71.com
  2. PicoGK: open-source geometry kernel for computational engineeringLEAP 71 · 2023 · github.com/leap71/PicoGK
  3. GRCop-42 development and hot-fire testing using additive manufacturing powder bed fusion for channel-cooled combustion chambersPaul R. Gradl, Christopher S. Protz et al. · 2019 · AIAA Propulsion and Energy Forum, NASA NTRS 20190030433

Last updated 2026-10-21