← All projectsGitHub
Simulation-first design

How much stiffer than a uniformly thinned plate is a topology-optimised part, and how does that depend on volume fraction?

research/simdesign-volscale

How much stiffer a thresholded topology-optimised part is than a uniformly thinned plate across volume fractions (stylised): 26–31% lower compliance at v = 0.3–0.5, shrinking to 14% at 0.8, and disconnected designs below that on coarse grids.

4 tests

What it found

A stylised, preliminary study of two 2D plane-stress problems (cantilever 60×20, half-MBB 90×30). Thresholded 0/1 SIMP designs have 26–31% lower compliance than a plate thinned uniformly to the same volume at v = 0.3–0.5, the advantage shrinking to about 14% at v = 0.8; fits give C ∝ v−0.8 against v−1 for the plate. At low volume on these grids the design is disconnected and the comparison fails. One run per point, coarse grids, variable-thickness reference.

A figure from its own output

Figure produced by research/simdesign-volscale: scaling
simdesign-volscale/experiments/scaling.png, written by the project's own experiment code.

Paper, code and results

More in Simulation-first design

All 64 Simulation-first design projects →

Other research topics

Proper scoring & elicitation28Effort & peer prediction9Verification games & slashing19Detection & tolerances14Markets as routers13Prediction-market design9Paying contributors8Decentralised training systems23Digital twins & sim-to-real164LLM chip design loops40Robot manufacturing loops53Ambient AI assistant46Self-replicating manufacturing34Simulation-first design64Engineered clothing45Task-specific AI accelerators40Algorithmic chip-design loops42Open-source purpose-built robots44The software-engineering loop43Adversarial human imitation41Open-source residential construction41Autonomous multi-angle capture34Sensing, imaging and 3D31Energy supply and dense energy storage39Robot societies among people31Agentic co-design of low-cost robots27Laundry-hanging robots25Machine learning on qualitative data23Robots on the building site27Civilizations & group psychology1History & human sciences1

Produced with AI assistance (Claude). Results are from the code in this repository and are simulated or stylised unless the abstract says otherwise; nothing here implies affiliation with or endorsement by any lab, researcher or company cited. MIT licensed.