Algorithms and Antisolvents: The Art of Building Perfect 2D Nanoplatelets
Alexander Urban a
a Nanoinstitut, LMU Munich, Königinstraße 10, 80539 Munich, Germany
Proceedings of MATSUS Spring 2026 Conference (MATSUSSpring26)
D6 Emerging Low-Dimensional Perovskite Emitters- Synthesis, Photophysics and Application
Barcelona, Spain, 2026 March 23rd - 27th
Organizers: Krishanu Dey and Junzhi Ye
Invited Speaker, Alexander Urban, presentation 087
Publication date: 15th December 2025

Two-dimensional perovskite nanoplatelets (NPLs) promise atomically precise emission control—but achieving that precision in the flask is anything but trivial. Their formation teeters on a fine balance between solvent polarity, precursor chemistry, and the split-second timing of an antisolvent drop. In this talk, I will show how data and diffraction together can turn this delicate art into a predictable science. Using in situ X-ray scattering and photoluminescence, we uncover how emissive nanocluster intermediates evolve into either rods or platelets depending solely on the antisolvent’s dipole moment and hydrogen-bonding strength—essentially, how chemistry “decides” the dimensionality.[1] Building on this mechanistic insight, our machine-learning platform Synthesizer transforms these parameters into predictive maps of color, linewidth, and quantum yield.[2] Within just a few syntheses, it delivers nm-level precision over emission and aspect ratio, all under ambient conditions. Together, these studies define a quantitative recipe for crafting bright, narrow, and stable 2D NPLs—and hint at a future where algorithms, not trial-and-error, steer nanocrystal growth.

© FUNDACIO DE LA COMUNITAT VALENCIANA SCITO
We use our own and third party cookies for analysing and measuring usage of our website to improve our services. If you continue browsing, we consider accepting its use. You can check our Cookies Policy in which you will also find how to configure your web browser for the use of cookies. More info