A self-driving lab for discovering tunable and soluble organic lasers

25 March 2025, Version 1
This content is a preprint and has not undergone peer review at the time of posting.

Abstract

We have recently demonstrated the ability of using self-driving laboratories for AI-driven searches of new emitters for organic solid-state lasing devices. Our past workflow featured solubility challenges for such large molecular moieties. In this next-generation study, we returned to the drawing board to explore a family of compounds that were much solution processable and composed of a set of electronic cores that would give a broader color response. Out of 252 potential candidates, we selectively performed a comprehensive study exploring 52 fluorene-based A-B-A type organic laser oligomers, armed with our self-driving lab. The candidates ranged from simple hydrocarbon molecules to complex hetero atom-mixed molecules. As a result of this study, we highlight diketopyrrolopyrrole and benzodiazole derivatives for largely red-shifted emissions. Furthermore, we investigated the effect of color change from hetero atom permutation, fluorine addition, thiophene coupling, and a combination of fluorine addition and thiophene coupling. The computational study with density functional theory and natural transition orbital method confirmed the experimental results.

Keywords

Organic lasers
Fluorescence
Self-driving lab
High-throughput experiment
Structure-property relationship

Supplementary materials

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Supplementary information
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Supplementary information
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Experimental data
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ID: Identifier of A-B-A type oligomer abs_lambda_max: Peak wavelength of UV-vis absorption spectra in nanometer PL_lambda_max: Peak wavelength of fluorescent emission spectra in nanometer relative_QY: Relative quantum yield tau1: Fluorescent lifetime in nanosecond cross_section(cm2): Emission gain cross-section (cm^2)
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Pre-screening data
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stock_id: Molecular ID before the assignment exp_id: Molecular ID after the assignment fragB_smiles: SMILES strings of fragment B. Two bromines are attached. oligomer_smiles: SMILES string of A-B-A oligomer E_HOMO(eV): Energy level of HOMO E_LUMO(eV): Energy level of LUMO HL_Gap(eV): Energy gap between HOMO and LUMO E_S1/2/3(eV): Vertical excitation energy of S0-S1/2/3 in eV wl_S1/2/3(nm): Vertical excitation energy of S0-S1/2/3 in wavelength osc_S1/2/3: Oscillator strength of S1/2/3 promotion H_frag_A1: Orbital density portion of NTO (Hole) on fragment A1 E_frag_A1: Orbital density portion of NTO (Electron) on fragment A1 H_frag_A2: Orbital density portion of NTO (Hole) on fragment A2 E_frag_A2: Orbital density portion of NTO (Electron) on fragment A2 H_frag_B: Orbital density portion of NTO (Hole) on fragment B E_frag_B: Orbital density portion of NTO (Electron) on fragment B
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