Data-driven tailoring of molecular dipole polarizability and frontier orbital energies in chemical compound space
Research output: Contribution to journal › Research article › Contributed › peer-review
Contributors
Abstract
Understanding correlations - or lack thereof - between molecular properties is crucial for enabling fast and accurate molecular design strategies. In this contribution, we explore the relation between two key quantities describing the electronic structure and chemical properties of molecular systems: the energy gap between the frontier orbitals and the dipole polarizability. Based on the recently introduced QM7-X dataset, augmented with accurate molecular polarizability calculations as well as analysis of functional group compositions, we show that polarizability and HOMO-LUMO gap are uncorrelated when considering sufficiently extended subsets of the chemical compound space. The relation between these two properties is further analyzed on specific examples of molecules with similar composition as well as homooligomers. Remarkably, the freedom brought by the lack of correlation between molecular polarizability and HOMO-LUMO gap enables the design of novel materials, as we demonstrate on the example of organic photodetector candidates.
Details
| Original language | English |
|---|---|
| Pages (from-to) | 22211-22222 |
| Number of pages | 12 |
| Journal | Physical Chemistry Chemical Physics |
| Volume | 25 |
| Issue number | 33 |
| Early online date | 11 Aug 2023 |
| Publication status | Published - 7 Sept 2023 |
| Peer-reviewed | Yes |
| Externally published | Yes |
External IDs
| PubMed | 37566426 |
|---|---|
| ORCID | /0000-0002-7673-3142/work/181861252 |