Evidence map›Paper›PMID 42559045›Full record

ArticleScience and technology of advanced materials2026

A data-driven elucidation of the challenges in designing stable quinone derivatives for aqueous organic redox flow batteries: correlations between thermodynamics of chemical degradation and energy capacity metrics.

Ning Lu, Shiyao Ju, Daniel Willimetz, Shengming Tang, Abhishek Khetan

Abstract read
In one paragraph

Article in Science and technology of advanced materials, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Ning LuMODES, The Integrated Fuel & Chemical Science Centre, RWTH Aachen University, Aachen, Germany.
Shiyao JuMODES, The Integrated Fuel & Chemical Science Centre, RWTH Aachen University, Aachen, Germany.
Daniel WillimetzMODES, The Integrated Fuel & Chemical Science Centre, RWTH Aachen University, Aachen, Germany.
Shengming TangMODES, The Integrated Fuel & Chemical Science Centre, RWTH Aachen University, Aachen, Germany.
Abhishek KhetanMODES, The Integrated Fuel & Chemical Science Centre, RWTH Aachen University, Aachen, Germany.ORCID https://orcid.org/0000-0003-2260-8271

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aqueous organic redox flow batteries (AORFBs) offer significant potential for grid-scale storage of renewable energy. However, their commercial viability is often limited by the chemical instability of the organic electrolytes. Quantifying and assessing the effects of the various degradation mechanisms from a molecular design perspective is very challenging both experimentally and computationally. Here, we propose the use of simple thermodynamic descriptors for seven degradation mechanisms for a diverse virtual library of ca. 2000 monofunctionalized quinones built from seven core structures. In the process, we developed a cheminformatics-based workflow that can reliably and automatically generate reactants and mechanism-specific degradation products. Using DFT-calculated reaction Gibbs free energies as thermodynamic descriptors and a calibrated model for redox-potential prediction, we systematically analyse seven degradation mechanisms across this library. We find clear relationships between redox potential and degradation thermodynamics for six of the seven mechanisms, with opposite trend directions for oxidized and reduced forms, revealing stability - potential trade-offs that constrain molecular design. The analysis further shows how functional groups modulate degradation thermodynamics and thereby helps rationalize the relative stability of anthraquinone-based outliers. Finally, redox active molecules from recent experimental studies are evaluated within the proposed thermodynamics-based framework, and we comment on the implications of electrochemical reversibility of some critical degradation mechanisms. Overall, this work provides a physically motivated framework for the multi-objective screening of quinone-based AORFB electrolytes and helps clarify the design criteria needed to identify favourable molecular outliers.

Indexed as

Aqueous organic redox flow batteriesdegradationdurabilitygrid-scale energy storagehigh-throughput screeningmolecular designquinone stability

Identifiers

PMID42559045
PMCPMC13439778

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.