Reduce implant mass while keeping strength, fatigue life and resonance risk within a defensible engineering envelope.
Independent work
Simulation and optimisation. The report records Ti-6Al-4V mass changing from 0.1314 kg in generation 1 to 0.0727 kg in generation 2, alongside static, fatigue and modal analyses.
Read this in context
Academic FEA study using simplified geometry, constraints and fatigue assumptions. The 44.6% reduction compares two designed generations, not an implanted clinical device.
Open a chapter to follow the work and the choices made along the way.
01 / DESIGN
Refine the geometry using strain-energy results
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Generation 1 uses core hollowing and ribs; generation 2 removes low-strain-energy material to form a fishbone-like structure. Fillets and load paths guide the revisions.
Check numerical behaviour before comparing designs
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Global refinement exposed local stress spikes, prompting targeted refinement. The final local refinement changed stress by 2.33% and maximum deformation by 0.13% in the reported comparison.
The study compares 316L and Ti-6Al-4V under idealised loading. Fatigue uses fully reversed R=-1 loading and an appended S–N plateau; predicted life is model-dependent, not implant certification.
Academic FEA study using simplified geometry, constraints and fatigue assumptions. The 44.6% reduction compares two designed generations, not an implanted clinical device.
SIMULATION / BASELINE NORMALISED TO 100
44.6% less mass from the first to the second titanium design.
Baseline index100
Refined design index55.4
44.6%
Generation 1 → generation 2
Ti-6Al-4V: 0.1314 → 0.0727 kg. The same geometric reduction is reported for 316L.
2.33%
Stress change after local refinement
Reported refinement comparison; maximum deformation changed by 0.13%.
R = −1
Fatigue model assumption
Idealised fully reversed loading and a constructed S–N plateau. No clinical performance claim.
A standalone temporal model outperformed a current-force heuristic offline. The integrated ForceVLA risk head also learned the proxy risk signal; reliable action improvement and closed-loop performance remain unverified.
Independent projectIndependent research: trajectory ranking, simulation and risk-head training