Bayesian GP + NSGA-III
Surrogate-assisted NSGA-III walks the Pareto front across cost, performance, sustainability, and safety at once — roughly 8,000× faster than direct optimization. 18 gradient-boosted models predict individual chemical properties, validated against 47 ISO 14040/44 LCA datasets.
- Four objectives, a single pass
- ~8,000× surrogate speedup
- 18 property models · USPTO patent pending