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CalTech, Berkeley Lab team uses new high-throughput method to identify promising photoanodes for solar fuels

Using high-throughput ab initio theory in conjunction with experiments in an integrated workflow, researchers at Caltech and Lawrence Berkeley National Laboratory (Berkeley Lab) have identified eight low-band-gap ternary vanadate oxide photoanodes which have potential for generating chemical fuels from sunlight, water and CO2. A report on their methodology and the new materials is published in the Proceedings of the National Academy of Sciences (PNAS).

Researchers globally are exploring a range of target solar fuels fuels, from hydrogen gas to liquid hydrocarbons; producing any of these fuels involves splitting water. Each water molecule consists of an oxygen atom and two hydrogen atoms. The hydrogen atoms are extracted, and then can be reunited to create highly flammable hydrogen gas or combined with CO2 to create hydrocarbon fuels, creating a plentiful and renewable energy source.

To create practical solar fuels, scientists have been trying to develop low-cost and efficient materials—photoanodes—that are capable of splitting water using visible light as an energy source. Over the past four decades, researchers identified only 16 of these photoanode materials. Now, using the new high-throughput method of identifying new materials, a team of researchers led by Caltech’s John Gregoire and Berkeley Lab’s Jeffrey Neaton and Qimin Yan have found 12 promising new photoanodes, including the 8 ternary vanadate oxides.

Tiered screening pipeline for accelerated discovery of solar fuels photoanodes. The number of compounds (bold) and screening criteria used in this study for the seven-tier pipeline that integrates database mining (gray), high-throughput computational screening (blue), and high-throughput experimental screening (red). Credit: Yan et al. Click to enlarge.

The new method was developed through a partnership between the Joint Center for Artificial Photosynthesis (JCAP) at Caltech, and Berkeley Lab’s Materials Project, using resources at the Molecular Foundry and the National Energy Research Scientific Computing Center (NERSC).

This integration of theory and experiment is a blueprint for conducting research in an increasingly interdisciplinary world. It’s exciting to find 12 new potential photoanodes for making solar fuels, but even more so to have a new materials discovery pipeline going forward.

—John Gregoire, JCAP thrust coordinator for Photoelectrocatalysis and leader of the High Throughput Experimentation group

What is particularly significant about this study, which combines experiment and theory, is that in addition to identifying several new compounds for solar fuel applications, we were also able to learn something new about the underlying electronic structure of the materials themselves.

—Jeffrey Neaton, the director of the Molecular Foundry

Previous materials discovery processes relied on cumbersome testing of individual compounds to assess their potential for use in specific applications. In the new process, Gregoire and his colleagues combined computational and experimental approaches by first mining a materials database for potentially useful compounds, screening it based on the properties of the materials, and then rapidly testing the most promising candidates using high-throughput experimentation.

In the work described in the PNAS paper, they explored 174 metal vanadates—compounds containing the elements vanadium and oxygen along with one other element from the periodic table.

The research, Gregoire says, reveals how different choices for this third element can produce materials with different properties, and reveals how to “tune” those properties to make a better photoanode.

The key advance made by the team was to combine the best capabilities enabled by theory and supercomputers with novel high throughput experiments to generate scientific knowledge at an unprecedented rate.

—John Gregoire

This research was funded by the DOE. JCAP is a DOE Energy Innovation Hub focused on developing a cost-effective method of turning sunlight, water, and CO2 into fuel. It is led by Caltech with Berkeley Lab as a major partner. The Materials Project is a DOE program based at Berkeley Lab that aims to remove the guesswork from materials design in a variety of applications. The Molecular Foundry and NERSC are both DOE Office of Science User Facilities located at Berkeley Lab.


  • Qimin Yan, Jie Yu, Santosh K. Suram, Lan Zhou, Aniketa Shinde, Paul F. Newhouse, Wei Chen, Guo Li, Kristin A. Persson, John M. Gregoire, and Jeffrey B. Neaton (2017) “Solar fuels photoanode materials discovery by integrating high-throughput theory and experiment,” PNAS doi: 10.1073/pnas.1619940114



Im so eager to buy lower priced conventional or synthetic gasoline to put in my car. If they start to sell synthetic gasoline the price will collapse at the pump, especially if they put lower taxes for synthetic fuels and bev sales might shrink to the bottom. hurry-up, produce and sell synthetic gasoline, diesel, jet fuel, etc. Unfortunately i can't postpone or cansel any gasoline buying like i do for cars. I decided to keep my old car forever because it ain't any good model anywhere but for gas i can't stop buying some but i choosed a small high mpg car that i drive slowly, LOL.


Never trust the fake liberals of Berkley. They worship the secret police state. Their researchers are weakened with chemicals and "gaslighting techniques". Except the Chinese researchers who are there to take the tech back to China, which might be okay since US companies never do anything new and real. They simply lobby congress to protect old technology from threats. The manipulation of the lab researchers by the federal overseers is one part of that process.


Nothing like a sweeping generality indictment to get attention.

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