Closed-loop transfer enables artificial intelligence to yield chemical knowledge

NH Angello, DM Friday, C Hwang, S Yi, AH Cheng… - Nature, 2024 - nature.com
Artificial intelligence-guided closed-loop experimentation has emerged as a promising
method for optimization of objective functions,, but the substantial potential of this …

Understanding photochemical degradation mechanisms in photoactive layer materials for organic solar cells

J Han, H Xu, SHK Paleti, A Sharma… - Chemical Society …, 2024 - pubs.rsc.org
Over the past decades, the field of organic solar cells (OSCs) has witnessed a significant
evolution in materials chemistry, which has resulted in a remarkable enhancement of device …

Progress in the Stability of Small Molecule Acceptor‐Based Organic Solar Cells

H Xu, J Han, A Sharma, SHK Paleti… - Advanced …, 2024 - Wiley Online Library
Significant advancements in power conversion efficiency have been achieved in organic
solar cells with small molecule acceptors. However, stability remains a primary challenge …

Effect of molecular structure on the photochemical stability of acceptor and donor polymers used in organic solar cells

S Prasad, Z Genene, CFN Marchiori, S Singh… - Materials …, 2024 - pubs.rsc.org
The limited operational lifetime of organic solar cells remains an obstacle to their
commercial development and is largely due to the poor intrinsic photostability of the …

Closed-Loop Transfer Enables AI to Yield Chemical Knowledge

N Angello, D Friday, C Hwang, S Yi, A Cheng… - 2023 - chemrxiv.org
AI-guided closed-loop experimentation has recently emerged as a promising method to
optimize objective functions, 1, 2 but the substantial potential of this traditionally black-box …

Simple surface treatment of conjugated polymers for enhanced cell adhesion using UV-Ozone

MM Westwood, PA Gilhooly-Finn, RP Trueman… - 2025 - chemrxiv.org
Aligning the material properties of organic semiconducting polymers to effectively interface
with biological matter is critical for their use in bioelectronic devices. Synthetic modification …