Evidence map›Paper›PMID 41981014›Full record

ArticleScientific reports2026

Clean energy storage devices in electricity market under dual carbon goals: assembly and performance of supercapacitors.

Bin Ma, Long Yuan, Rui Yin, Manyi Lu

Abstract read
In one paragraph

Article in Scientific reports, 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

4 authors.

Bin MaState Grid Hebei Electric Power Co., Ltd, Shijiazhuang, 050000, China. qhvo7796@outlook.com.
Long YuanState Grid Hebei Electric Power Co., Ltd, Shijiazhuang, 050000, China.
Rui YinState Grid Hebei Electric Power Co., Ltd, Shijiazhuang, 050000, China.
Manyi LuNARI Group Corporation (State Grid Electric Power Research Institute), Nanjing, 210061, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Against the strategic backdrop of the coordinated development of the dual-carbon economy and the ecological economy, the electricity market has put forward stringent requirements for the efficiency and stability of clean energy storage devices. To break through the bottlenecks of traditional energy storage technologies, this paper focuses on the assembly process and electrochemical performance optimization of supercapacitor energy storage devices, and designs and fabricates an asymmetric supercapacitor with La-Ce co-doped nickel molybdate (La, Ce-NiMoO₄) as the positive electrode and carbon nanotube/tin dioxide (CNTs/SnO₂) composite as the negative electrode. Through characterization methods such as XRD, SEM, TEM, and XPS, the successful doping of La and Ce elements and their regulatory effects on the crystal structure and microstructure of the cathode materials are confirmed. Meanwhile, the heterojunction interface characteristics and conductive network structure of the CNTs/SnO₂ negative electrode are clarified. With the help of cyclic voltametric measurements, galvanostatic charge-discharge tests, cycling stability, and EIS measurements, the energy storage performance and charge transfer mechanism of the asymmetric cell under various current densities and voltage windows are systematically investigated. The results show that La-Ce co-doping effectively improves the electron conduction efficiency and ion diffusion rate of nickel molybdate. The three-dimensional conductive network of the CNTs/SnO₂ negative electrode can promote rapid charge transfer and mitigate the volume expansion effect of SnO₂. The assembled device achieves a specific capacitive value of 195 F·g⁻¹ at a current load of 1 A·g⁻¹, a value of energy density of 71.2 Wh·kg⁻¹, and a capacity retention rate of 94% following 10,000 cycles, together with outstanding rate performance and long-term cycling stability. This study provides a new type of positive and negative electrode matching scheme and device assembly ideas for the upgrading of clean energy storage technologies in the electricity market under the dual-carbon goals, contributing to the market-oriented development of the ecological economy-oriented energy storage industry.

Indexed as

Dual-carbon economyElectricity marketHydrothermal methodRare earthSupercapacitor

Identifiers

PMID41981014
PMCPMC13219651

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.