← All projectsGitHub
Simulation-first design

Does the filter radius or the threshold gap set the minimum feature size of a robust topology-optimised beam?

research/simdesign-robustradius

Does the filter radius or the threshold gap set a robust beam's minimum feature size? A gap of 0.1 already stops the erosion failure (eroded compliance 255–276 against 187–200 nominal; plain design disconnects), but solid feature size is 3 px at both radius 4 and 6 (negative; stylised, one mesh).

3 tests

What it found

Sweeps filter radius (2, 4, 6 elements) against threshold gap Δη (0, 0.1, 0.2) on a half-MBB beam, 120×40 elements, nine designs each judged at thresholds 0.7, 0.5 and 0.3. A gap of 0.1 already stops the erosion failure: eroded compliance 255–276 against 187–200 nominal, where the plain Heaviside design disconnects (107–109). The radius does not give a clean length-scale control by the opening-rule measure: solid feature size is 3 px at both radius 4 and 6. Stylised: one problem, one mesh, one run per cell, integer-pixel measure.

A figure from its own output

Figure produced by research/simdesign-robustradius: designs
simdesign-robustradius/experiments/designs.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.