Phase 1
M1–18
Data role
UC partners curate experimental and simulation datasets for SciFM V0 prototyping.
Validation role
Architecture sanity checks — are V0 predictions physically plausible?
Validation
Six industrial use cases
Six partner-led materials domains validate SimuLingua from in-silico discovery through physics-aware simulation to lab demonstrators — including the UC5 + UC6 digital olfaction system.
UC1
Electroceramics
Discover lead-free piezoelectrics, advanced dielectrics, and NTC thermistors to replace hazardous PZT and meet RoHS demands.
View UC1 profile →UC2
Glasses
Design ultra-durable display glasses and low-loss electronic packaging glasses with tailored hardness, transparency, and dielectric properties.
View UC2 profile →UC3
Alloys
Design high-entropy and refractory alloys for heat-pipe heat exchangers operating in oxidizing industrial gases at ≥1100°C.
View UC3 profile →UC4
Wire cladding
AI-driven process robustness for wire-based laser and hybrid laser-plasma cladding — a digital twin that delivers consistent quality with variable recycled Al alloy feedstock.
View UC4 profile →UC5
Functional Coatings
Computational discovery, AI-driven screening, and optimisation of analyte-sensitive functional materials and printable ink formulations.
View UC5 profile →UC6
Olfactory Sensing Arrays
From tailored sensing materials to integrated 64×128 digital olfactory hardware with cross-reactive chemical fingerprint readout.
View UC6 profile →Methodology
Validation approach
Use cases are dynamic environments that simultaneously validate the AI and feed it new data across three project phases.
Phase 2
M19–36
Data role
Generative engine proposes thousands of candidates; simulation pipeline creates massive new datasets fed back to the KG.
Validation role
Large-scale in-silico screening — millions of virtual candidates across all six use cases.
Phase 3
M37–48
Data role
Lab synthesis results — highest-quality experimental data — close the loop into SciFM V2.
Validation role
Definitive proof — predicted vs measured properties on real physical samples (TRL 4).