Accelerated discovery of organic polymer photocatalysts for hydrogen evolution from water through the integration of experiment and theory

Bai, Yang and Wilbraham, Liam and Slater, Benjamin J. and Zwijnenburg, Martijn A. and Sprick, Reiner Sebastian and Cooper, Andrew I. (2019) Accelerated discovery of organic polymer photocatalysts for hydrogen evolution from water through the integration of experiment and theory. Journal of the American Chemical Society, 141 (22). pp. 9063-9071. ISSN 0002-7863 (https://doi.org/10.1021/jacs.9b03591)

[thumbnail of Bai-etal-JACS-2019-Accelerated-discovery-of-organic-polymer-photocatalysts-for-hydrogen-evolution-from-water]
Preview
Text. Filename: Bai_etal_JACS_2019_Accelerated_discovery_of_organic_polymer_photocatalysts_for_hydrogen_evolution_from_water.pdf
Final Published Version
License: Creative Commons Attribution 4.0 logo

Download (2MB)| Preview

Abstract

Conjugated polymers are an emerging class of photocatalysts for hydrogen production where the large breadth of potential synthetic diversity presents both an opportunity and a challenge. Here, we integrate robotic experimentation with high-throughput computation to navigate the available structure-property space. A total of 6354 co-polymers was considered computationally, followed by the synthesis and photocatalytic characterization of a sub-library of more than 170 co-polymers. This led to the discovery of new polymers with sacrificial hydrogen evolution rates (HERs) of more than 6 mmol g-1 h-1. The variation in HER across the library does not correlate strongly with any single physical property, but a machine-learning model involving four separate properties can successfully describe up to 68% of the variation in the HER data between the different polymers. The four variables used in the model were the predicted electron affinity, the predicted ionization potential, the optical gap, and the dispersibility of the polymer particles in solution, as measured by optical transmittance.

ORCID iDs

Bai, Yang, Wilbraham, Liam, Slater, Benjamin J., Zwijnenburg, Martijn A., Sprick, Reiner Sebastian ORCID logoORCID: https://orcid.org/0000-0002-5389-2706 and Cooper, Andrew I.;