SAF Lab

Per-Isomer SAF Property Prediction with VUV-AI

Single GC×GC composition input → 38 D4054-aligned properties + interactive blend exploration.

4-cohort blend comparison

A-1 / A-2 / A-3 / WJFS — 702 NIST molecules × 38 properties

Molecule explorer

Pick any of 702 NIST molecules; see Δ across cohorts

WJFS-2024 parity

20 properties × 38 fuels held-out validation

Methods + caveats

Mixing rules, Olson constants, Walther extrapolation, isomer-prior architecture