ElastiCrys

High-throughput screening of elastic properties in molecular crystals

Molecular crystals are found in organic electronics, pharmaceuticals, and agrochemicals, yet their mechanical behaviour remains poorly mapped. Their elastic constants, directional dependence, and mechanical robustness affect manufacturing, solid-form stability, and the development of flexible optoelectronic materials.

ElastiCrys will develop a machine-learning interatomic potential for molecular crystals and calculate full elastic tensors with quantified uncertainty. A high-throughput pipeline will screen approximately 500,000 curated Cambridge Structural Database entries to create an open, searchable elasticity atlas. The project will identify unusual responses, including negative linear compressibility, and validate promising predictions through targeted experiments. The resulting database will support reproducible materials selection, benchmarking, and data-driven design.

Project details

  • Project code: IP-2026-5909
  • Duration: 12 October 2026 – 11 October 2029
  • Principal investigator: Ivor Lončarić
  • Host institution: Ruđer Bošković Institute
  • Funder: Croatian Science Foundation, Research Projects programme, 2026 call
  • Funding: €134,550
  • Keywords: machine learning, artificial intelligence, materials design, density functional theory, molecular crystals, elastic properties
  • CroRIS: Project record

Project team

Hrvatski prijevod

Visokopropusno pretraživanje elastičnih svojstava molekulskih kristala

Molekulski kristali sveprisutni su u organskoj elektronici, farmaceutici i agrokemiji, no njihovo je mehaničko ponašanje i dalje slabo istraženo. Mehanička svojstva, uključujući elastične konstante i njihovu anizotropiju, važna su za proizvodnju, stabilnost i fleksibilnu optoelektroniku.

Projekt ElastiCrys razvit će međuatomski potencijal temeljen na strojnom učenju i izračunati potpune elastične tenzore uz kvantificiranu nesigurnost. Pretraživanjem približno 500.000 struktura iz Cambridge Structural Database nastat će otvorena baza elastičnih svojstava. Projekt će izdvojiti neuobičajene odzive i potvrditi predviđanja ciljanim eksperimentima te podržati podatkovno vođen dizajn materijala.

Related publications

No related publications are currently listed in CroRIS.