Evidence map›Paper›PMID 42223558›Full record

ReviewChemical record (New York, N.Y.)2026

Heterojunction Engineering of Electrodes and Membranes in Redox Flow Batteries.

Xiaoxin Dan, Zanbin Li, Mingying Chen, Xianghua Hou, Yang Luo, Longchao Zhuo, Wenxian Liu, Ligang Feng, Xijun Liu

Abstract readReview
In one paragraph

Review in Chemical record (New York, N.Y.), 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

9 authors.

Xiaoxin DanGuangxi Key Laboratory of Processing for Non-ferrous Metals and Featured Materials, MOE Key Laboratory of New Processing Technology for Nonferrous Metals and Materials, School of Resources, Environment and Materials, Guangxi University, Nanning, China.
Zanbin LiGuangxi Key Laboratory of Processing for Non-ferrous Metals and Featured Materials, MOE Key Laboratory of New Processing Technology for Nonferrous Metals and Materials, School of Resources, Environment and Materials, Guangxi University, Nanning, China.
Mingying ChenGuangxi Key Laboratory of Processing for Non-ferrous Metals and Featured Materials, MOE Key Laboratory of New Processing Technology for Nonferrous Metals and Materials, School of Resources, Environment and Materials, Guangxi University, Nanning, China.
Xianghua HouGuangxi Key Laboratory of Processing for Non-ferrous Metals and Featured Materials, MOE Key Laboratory of New Processing Technology for Nonferrous Metals and Materials, School of Resources, Environment and Materials, Guangxi University, Nanning, China.ORCID https://orcid.org/0000-0001-8973-5297
Yang LuoDepartment of Physics, City University of Hong Kong, Hong Kong, China.ORCID https://orcid.org/0000-0003-4536-3457
Longchao ZhuoSchool of Materials Science and Engineering, Xi'an University of Technology, Xi'an, China.ORCID https://orcid.org/0000-0003-3396-3893
Wenxian LiuCollege of Materials Science and Engineering, Zhejiang University of Technology, Hangzhou, China.ORCID https://orcid.org/0000-0002-2808-1864
Ligang FengFaculty of Materials Science and Engineering, Kunming University of Science and Technology, Kunming, China.ORCID https://orcid.org/0000-0001-9879-0773
Xijun LiuGuangxi Key Laboratory of Processing for Non-ferrous Metals and Featured Materials, MOE Key Laboratory of New Processing Technology for Nonferrous Metals and Materials, School of Resources, Environment and Materials, Guangxi University, Nanning, China.ORCID https://orcid.org/0009-0007-7379-3901

Funding

National Natural Science Foundation of China 22469002
6 · The paper itself

Abstract

Redox flow batteries (RFBs) have demonstrated considerable potential for application prospects in the domain of large-scale energy storage. This potential can be attributed to their notable advantages, which include the decoupling of power and capacity, a prolonged cycle life, and a high level of safety. However, the enhancement of their energy efficiency and power density remains significantly constrained by critical issues, including sluggish reaction kinetics, the shuttle effect of active species, and inadequate interfacial stability. In recent years, heterojunctions have emerged as an efficient interfacial engineering strategy, providing novel solutions for enhancing the key performance of RFBs. This enhancement is achieved through the reconstruction of the interfacial electronic structure and modulation of the built-in electric field. This study provides a comprehensive review of the research progress related to heterojunctions in RFBs. The study focuses on summarizing the construction strategies and action mechanisms of heterojunction electrodes and heterojunction ion exchange membranes. It also discusses the regulatory effects of these materials on redox reaction kinetics, ion transport behavior, and cycling stability of RFBs. Additionally, the development trend of machine learning-assisted rational design of heterojunctions is discussed in detail. The objective of this work is to establish a theoretical framework and to elucidate the research insights pertinent to the precision design and engineering application of heterojunction materials in high-performance RFBs.

Indexed as

electrode designheterojunctionsmachine learningredox flow batteries

Identifiers

PMID42223558
PMCPMC13480837

What OpenQuestion holds

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Registered trials

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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.