Cited by 70Electrocatalysts for Energy ConversionCatalytic Processes in Materials ScienceCO2 Reduction Techniques and Catalysts

Revealing the Role of Ru‐O‐Ce Interface Coupling in CeO 2 ‐Ru Aerogel for Boosting Hydrogen Evolution Kinetics

Open access
Fan, Haoxin, Wan, Xinhao, Sun, Shougang, Zhou, Xuemei, Bu, Xiuming, Ye, Jianqi, Bai, Rui, Lou, Hengwei +5 more·2025·Advanced Energy Materials

Abstract

AbstractDesigning heterogeneous interface to enhance the kinetics for electrocatalysts is a highly efficient but challenging pathway toward hydrogen evolution reaction (HER) in water electrolysis. Herein, the heterogeneous coupling of CeO2 quantum dots onto porous Ru aerogel through interfacial Ru‐O‐Ce bridge is proposed to construct CeO2‐Ru aerogel as the superior HER electrocatalyst with ultra‐low overpotentials. In situ characterizations and theoretical calculations reveal the electron distribution at the heterogeneous Ru‐O‐Ce bridge to boost hydrogen bonding at Ru sites, and the faster water adsorption and dissociation at the CeO2 sites to enhance the HER kinetics. Furthermore, CeO2‐Ru aerogel is employed as excellent cathodes for both acidic and alkaline water electrolyzers with ampere‐level current density and stably operated over 500 hours. Thus, the synergistic effect for CeO2‐Ru aerogel through the Ru‐O‐Ce bridge tunes the HER catalytic mechanism and reinforces the activity, realizing highly efficient hydrogen generation in water electrolysis.

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Crossref · 10.1002/aenm.202405681

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  • Findingown data

    The heterogeneous coupling of CeO2 quantum dots onto porous Ru aerogel through an interfacial Ru-O-Ce bridge constructs CeO2-Ru aerogel as a superior HER electrocatalyst with ultra-low overpotentials.

    “Herein, the heterogeneous coupling of CeO 2 quantum dots onto porous Ru aerogel through interfacial Ru-O-Ce bridge is proposed to construct CeO 2 -Ru aerogel as the superior HER electrocatalyst with ultra-low overpotentials.”
    Quote in the paperSubstantial claim
  • Findingown data

    The bending vibration peak of H-O-H at 1630 cm-1 gradually weakened as the potential decreased, suggesting dissociation of water during this process.

    “Interestingly, the bending vibration peak of H-O-H at 1630 cm -1 gradually weakened as the potential decreased, also suggesting the dissociation of water during this process.”
    Quote in the paperSubstantial claim
  • Findingown data

    All CeO2-Ru aerogels with various mass ratios of CeO2 QDs performed better electrocatalytic activity compared to Ru aerogel.

    “From the polarization curves and corresponding Tafel slopes (Figure 3a,b), all CeO 2 -Ru aerogels with various mass ratios of CeO 2 QDs performed better electrocatalytic activity compared to Ru aerogel.”
    Quote in the paperSubstantial claim
  • Findingown data

    CeO2-Ru aerogel displayed high electrocatalytic durability with negligible current degradation over 25 hours.

    “Compared with Ru aerogel (Figure S16, Supporting Information), CeO 2 -Ru aerogel displayed high electrocatalytic durability with negligible current degradation over 25 hours.”
    Quote in the paperSubstantial claim
  • Findingown data

    The close contact between CeO2 QDs and Ru NPs was verified by HRTEM measurement.

    “The close contact between CeO 2 QDs and Ru NPs was also verified by the HRTEM measurement, as shown in Figure 1d.”
    Quote in the paperSubstantial claim
  • May combine two claims. 39
  • Classified as probably not a substantial claim. 6
  • May combine two claims.

    Findingnone given

    CeO2-Ru aerogel is employed as excellent cathodes for both acidic and alkaline water electrolyzers with ampere-level current density and stable operation over 500 hours.

    “Furthermore, CeO 2 -Ru aerogel is employed as excellent cathodes for both acidic and alkaline water electrolyzers with ampere-level current density and stably operated over 500 hours.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The optimized CeO2-Ru aerogel exhibited ultra-low overpotentials of 44.7 and 12.9 mV to achieve the current density of 10 mA cm-2 in acid and alkali, respectively, exceeding commercial Pt/C remarkably.

    “Impressively, the optimized CeO 2 -Ru aerogel exhibited ultra-low overpotentials of 44.7 and 12.9 mV to achieve the current density of 10 mA cm -2 in acid and alkali, respectively, exceeding the commercial Pt/C remarkably.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The introduction of CeO2 QDs significantly regulated the crystal phase and crystallinity of Ru aerogel, leading to a mixture phase and lower crystallinity for CeO2-Ru aerogel with weaker signals and larger FWHM.

    “However, the introduction of CeO 2 QDs significantly regulated the crystal phase and crystallinity of Ru aerogel, leading to the mixture phase and lower crystallinity for CeO 2 -Ru aerogel with weaker signals and larger full width at half maximum (FWHM), as the XRD pattern reflected in Figure 2a.[35]”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [35] 35. R. Yao, K. Sun, K. Zhang, Y. Wu, Y. Du, Q. Zhao, G. Liu, C. Chen, Y. Sun, J. Li, Nat. Commun. 2024, 15, 2218.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingown data

    When CeO2-Ru aerogel was employed as the cathode material for both PEMWE and AEMWE, the electrocatalytic performances with higher activity of ampere-level current density and robust durability over 500 hours demonstrated the feasibility for practical hydrogen generation systems.

    “When CeO 2 -Ru aerogel was employed as the cathode material for both proton exchange membrane water electrolyzer (PEMWE) and anion exchange membrane water electrolyzer (AEMWE), the remarkable electrocatalytic performances with higher activity of ampere-level current density and robust durability over 500 hours further demonstrated the feasibility of for practical hydrogen generation systems.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The CeO2-Ru(1-1) aerogel exhibited superior specific activity in comparison to other catalysts, revealing higher intrinsic activity.

    “Additionally, from the normalized polarization curves (Figure S11, Supporting Information), the CeO 2 -Ru(1-1) aerogel also exhibited superior specific activity in comparison to other catalysts to reveal the higher intrinsic activity.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The selected area electron diffraction pattern exhibited the polycrystalline structure for Ru aerogel.

    “while the selected area electron diffraction (SAED) pattern also exhibited the polycrystalline structure for Ru aerogel.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The CeO2-Ru aerogel exhibited superior HER performance at higher current densities and demonstrated remarkable stability at the current density of 500 mA cm-2 in different media.

    “In addition, the CeO 2 -Ru aerogel exhibited superior HER performance at higher current densities and demonstrated remarkable stability at the current density of 500 mA cm -2 in different media (Figure S17, Supporting Information).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The fitted Cdl value of CeO2-Ru(1-1) aerogel was 134.4 mF cm-2, much larger than those of Ru (94.1 mF cm-2), CeO2-Ru(1-5) (126.7 mF cm-2), and CeO2-Ru(3-1) (129.6 mF cm-2), manifesting exposure of more active sites due to interaction between Ru and CeO2.

    “The fitted C dl value (134.4 mF cm -2 ) of CeO 2 -Ru(1-1) aerogel was much larger than those of Ru (94.1 mF cm -2 ), CeO 2 -Ru(1-5) (126.7 mF cm -2 ) and CeO 2 -Ru(3-1) (129.6 mF cm -2 ), manifesting the exposure of more active sites due to the interaction between Ru and CeO 2 (Figure S10, Supporting Information).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    At the open circuit potential, the characteristic peaks of OH* vibration and Ru-H bending vibration of the Ru aerogel were observed at 716 and 790 cm-1, respectively, and the signal gradually intensified as the potential decreased.

    “At the open circuit potential (OCP), the characteristic peaks of OH* vibration and Ru-H bending vibration of the Ru aerogel were observed at 716 and 790 cm -1 , respectively (Figure 4a), [48,49] and the signal gradually intensified as the potential decreased.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [48] 48. A. Haryanto, K. Jung, C. W. Lee, D. Kim, J. Energy Chem. 2024, 90, 632.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [49] 49. S. Shen, Z. Hu, H. Zhang, K. Song, Z. Wang, Z. Lin, Q. Zhang, L. Gu, W. Zhong, Angew. Chem. Int. Ed. 2022, 61, 202206460.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingown data

    For CeO2-Ru aerogel, the SEM and TEM images displayed well preservation of the porous structure of Ru aerogel and uniform dispersion of CeO2 QDs on the surface during the anchoring process.

    “For CeO 2 -Ru aerogel, the SEM and TEM images (Figure 1b,c) displayed the well preservation of the porous structure for Ru aerogel and the uniform dispersion of CeO 2 QDs on the surface during the anchoring process.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    CeO2-Ru(1-1) aerogel exhibited the highest HER activity with the lowest overpotential of 12.9 mV at 10 mA cm-2 and the smallest Tafel slope of 20.5 mV dec-1, superior to Ru, CeO2-Ru(1-5), CeO2-Ru(3-1), and 20 wt.% Pt/C.

    “Specifically, CeO 2 -Ru(1-1) aerogel exhibited the highest HER activity with the lowest overpotential of 12.9 mV at 10 mA cm -2 and the smallest Tafel slope of 20.5 mV dec -1 , superior to those of Ru (21.9 mV, 39.1 mV dec -1 ), CeO 2 -Ru(1-5) (15.0 mV, 36.4 mV dec -1 ), CeO 2 -Ru(3-1) (14.6 mV, 30.9 mV dec -1 ), and 20 wt.% Pt/C (13.9 mV, 31.1 mV dec -1 ), correspondingly (Figure 3c).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The lattice oxygen peak in the CeO2-Ru aerogel was significantly reduced by 0.4 eV, implying significant transfer and accumulation of electrons and interaction between Ru and CeO2 through the Ru-O-Ce bridge.

    “Notably, the lattice oxygen peak in the CeO 2 -Ru aerogel was significantly reduced by 0.4 eV, implying the significant transfer and accumulation of electrons and the interaction between Ru and CeO 2 through the Ru-O-Ce bridge.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The charge transfer resistances of Ru, CeO2-Ru(1-5), CeO2-Ru(1-1), and CeO2-Ru(3-1) aerogels were 4.83, 3.31, 2.38, and 2.47 Ω, respectively, indicating faster electron transfer capability at the heterojunction interface of CeO2-Ru aerogel.

    “In comparison to the Ru aerogel with the R ct value of 4.83 Ω, the CeO 2 -Ru(1-5), CeO 2 -Ru(1-1), and CeO 2 -Ru(3-1) aerogels demonstrated the smaller values of 3.31, 2.38, and 2.47 Ω, respectively, indicating the faster electron transfer capability at the heterojunction interface of CeO 2 -Ru aerogel.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Both CeO2-Ru(1-1) and Ru aerogels show Faradaic efficiency of >99%, while CeO2-Ru(1-1) aerogel can generate a higher amount of hydrogen than Ru aerogel at the same time.

    “Furthermore, the HER Faradaic efficiency and the hydrogen production amounts were determined by gas chromatography measurement, where both CeO 2 -Ru(1-1) and Ru aerogels show the Faradaic efficiency of >99%, while the CeO 2 -Ru(1-1) aerogel can generate the higher amount of hydrogen than that of Ru aerogel at the same time (Figure S12, Supporting Information).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    When the OCP was reduced to -10 mV versus RHE, a prominent bending vibration peak of CeO-H was observed at 1540 cm-1, indicating hydrogen insertion into CeO2.

    “Particularly, when the OCP was reduced to -10 mV versus reversible hydrogen electrode (RHE), a prominent bending vibration peak of CeO-H was observed at 1540 cm -1 , indicating the hydrogen insertion into CeO 2 .[50]”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [50] 50. X. Chen, X. Wang, J. Le, S. Li, X. Wang, Y. Zhang, P. Radjenovic, Y. Zhao, Y. Wang, X. Lin, J. Dong, J. Li, Nat. Commun. 2023, 14, 5289.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingown data

    CeO2-Ru(1-1) aerogel exhibited the best mass activity to achieve the current density of 1 A mg-1 noble metal with ultra-low overpotentials of 68.5 and 88.2 mV in 1.0 m KOH and 0.5 m H2SO4 solutions, respectively, and outperformed commercial Pt/C (100 and 108 mV).

    “As summarized in Figure 3f, CeO 2 -Ru(1-1) aerogel exhibited the best mass activity to achieve the current density of 1 A mg -1 noble metal with the ultra-low overpotentials of 68.5 and 88.2 mV in 1.0 m KOH and 0.5 m H 2 SO 4 solutions, correspondingly, and outperformed those (100 and 108 mV) for the commercial Pt/C.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The CeO2-Ru(1-1) aerogel displayed Pt-beyond HER performance with overpotentials of 44.7 and 75.1 mV to drive current densities of 10 and 100 mA cm-2, smaller than Ru, CeO2-Ru(1-5), CeO2-Ru(3-1), and commercial Pt/C.

    “Furthermore, the CeO 2 -Ru(1-1) aerogel displayed the Pt-beyond HER performance with the overpotentials of 44.7, and 75.1 mV to drive the current density of 10 and 100 mA cm -2 , which are much smaller than those of Ru (67.0 and 144 mV), CeO 2 -Ru(1-5) (46.3 and 132 mV), CeO 2 -Ru(3-1) (45.9 and 107 mV), and even the commercial Pt/C (58.7 and 103 mV), respectively (Figure S13, Supporting Info”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In situ Raman and ATR-SEIRAS results confirmed that the formation of Ru and CeO2 heterogeneous interfaces for CeO2-Ru aerogel can effectively accelerate water adsorption and dissociation in alkali media, which contributes to the HER kinetics.

    “In situ Raman and attenuated total reflection surface-enhanced infrared absorption spectra (ATR-SEIRAS) results confirmed that the formation of Ru and CeO 2 heterogeneous interfaces for CeO 2 -Ru aerogel can effectively accelerate water adsorption and dissociation in alkali media, which would obviously contribute to the HER kinetics.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The CeO2-Ru aerogel with an optimal CeO2/Ru ratio demonstrates excellent HER performance in both acidic and alkaline electrolytes, and is superior to many recently-reported electrocatalysts for HER.

    “Based on the above results, the CeO 2 -Ru aerogel with an optimal CeO 2 /Ru ratio demonstrates excellent HER performance in both acidic and alkaline electrolytes, and is superior to many recently-reported electrocatalysts for HER (Figure 3g; Tables S3 and S4, Supporting Information).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The XRD and Raman results for CeO2-Ru aerogel revealed the presence of both Ru and CeO2, indicating successful retention of the initial crystalline structures of Ru aerogel and CeO2 QDs during formation of the heterogeneous interface.

    “Therefore, above XRD and Raman results for CeO 2 -Ru aerogel revealed the presence of both Ru and CeO 2 , indicating the successful retention of the initial crystalline structures of Ru aerogel and CeO 2 QDs during the formation of heterogeneous interface.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    The lattice spacings of 0.312 and 0.234 nm are indexed to Ru (100) and CeO2 (111) planes, indicating the formation of heterogeneous interfaces between Ru aerogel and CeO2 QDs.

    “The lattice spacings of 0.312 and 0.234 nm were indexed to Ru (100) and CeO 2 (111) planes, correspondingly, further indicating the formation of heterogeneous interfaces between Ru aerogel and CeO 2 QDs.[34]”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [34] 34. X. Wang, X. Yang, G. Pei, J. Yang, J. Liu, F. Zhao, F. Jin, W. Jiang, H. Ben, L. Zhang, Carbon Energy 2023, 6, e391.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingown data

    The specific surface areas of Ru aerogel and CeO2-Ru aerogel were 40.59 and 40.44 m2 g-1, respectively, verifying that introduction of CeO2 QDs into CeO2-Ru aerogel can maintain the porous structure of Ru aerogel.

    “The nitrogen physisorption isotherms based on Brunauer-Emmet-Teller (BET) method revealed that the specific surface areas of Ru aerogel and CeO 2 -Ru aerogel were 40.59 and 40.44 m 2 g -1 , respectively, which further verified that the introduction of CeO 2 QDs into CeO 2 -Ru aerogel can maintain the porous structure of Ru aerogel (Figure S5, Supporting Information).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    CeO2-Ru(1-1) aerogel delivered the smallest overpotential of 53.8 mV to reach the current density of 100 mA cm-2, which was also lower than 83.2 mV for 20 wt.% Pt/C.

    “Besides, CeO 2 -Ru(1-1) aerogel delivered the smallest overpotential of 53.8 mV to reach the current density of 100 mA cm -2 , which was also lower than it of 83.2 mV for 20 wt.% Pt/C.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Two broad peaks at 3235 and 3420 cm-1 could be attributed to tetrahedral and octahedral coordinated water molecules at the interface, indicating a close correlation between formation of Ru-H bond and interfacial activation of water.

    “Two broad peaks at 3235 and 3420 cm -1 could be attributed to the tetrahedral and octahedral coordinated water molecules at the interface, indicating the close correlation between the formation of Ru-H bond and interfacial activation of water.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Post characterizations illustrate that the hierarchical morphology and crystalline structure of CeO2-Ru aerogel were well preserved after HER durability test, revealing good structural stability of CeO2-Ru aerogel as a robust HER electrocatalyst.

    “Moreover, post characterizations illustrate that, the hierarchical morphology and the crystalline structure CeO 2 -Ru aerogel were well preserved after HER durability test (Figures S18 and S19, Supporting Information), further revealing the good structural stability of CeO 2 -Ru aerogel as the robust HER electrocatalyst.[46]”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [46] 46. Z. Tao, H. Zhao, N. Lv, X. Luo, J. Yu, X. Tan, S. Mu, Adv. Funct. Mater. 2024, 34, 2312987.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingown data

    The work function values for Ru and CeO2 were 4.81 and 4.41 eV, respectively.

    “The work function values for Ru and CeO 2 were 4.81 and 4.41 eV, respectively (Figure 5c), where the relative energy level difference of 0.4 eV implied the electron transfer from Ru to CeO 2 (Figure S23, Supporting Information).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The ΔG H* value at the Ru* site for Ru plane was -0.585 eV, while at the Ru side of the CeO2-Ru interface it was -0.390 eV.

    “In Figure 5e, the ΔG H* value at the Ru* site for Ru plane was -0.585 eV, while it of the Ru side at the CeO 2 -Ru interface was only -0.390 eV, further indicating the better promotion in the H* binding at the Ru-O-Ce interface.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The DFT models (Ru(001) plane and CeO2-Ru interface) represent the catalytically relevant active sites of the CeO2-Ru aerogel.
  • May combine two claims.

    Findingown data

    Compared with Ru, the work function of CeO2-Ru was increased to 4.60 eV, while the Fermi level was reduced to -2.80 eV.

    “Compared with Ru, the work function of CeO 2 -Ru was increased to 4.60 eV, while the Fermi level was reduced to -2.80 eV.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The Ni3N-CeO2/NF heterostructure can optimize the interface water structure to enhance water adsorption, and reduce the d-band center of the active Ni site to tune the ΔG_H* close to zero via strong interaction, contributing to high HER property.

    “For instance, Cao et al. [30] confirmed the Ni 3 N-CeO 2 /NF heterostructure can optimize the interface water structure to enhance water adsorption, and reduce the d-band center of the active Ni site to tune the ΔG H* close to zero via strong interaction, contributing to high HER property.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [30] 30. X. Ding, R. Jiang, J. Wu, M. Xing, Z. Qiao, X. Zeng, S. Wang, D. Cao, Adv. Funct. Mater. 2023, 33, 2306786.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationcitation

    Based on the Tafel plot, the heterogeneous Ru-O-Ce interface significantly facilitates dissociation of interfacial water to generate adsorbed hydrogen intermediates, and faster turnover of Hads into H2 suggests the Volmer-Tafel process for CeO2-Ru aerogel to greatly enhance HER activity.

    “Based on the Tafel plot, the heterogeneous Ru-O-Ce interface significantly facilitates the dissociation of interfacial water to generate adsorbed hydrogen intermediates (H ads ), and the faster turnover of H ads into H 2 suggests the Volmer-Tafel process for CeO 2 -Ru aerogel to greatly enhance the HER activity.[44]”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [44] 44. L. Li, P. Wang, Q. Shao, X. Huang, Chem. Soc. Rev. 2020, 49, 3072.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Premisecitation

    Designing Ru-based electrocatalysts via interface engineering strategies such as elemental doping, alloying, surface defects, and heterojunctions can significantly reduce the dosage and regulate the crystalline and electronic structure.

    “Designing Ru-based electrocatalysts via interface engineering strategies such as elemental doping, [10] alloying, [11] surface defects, [12,13] and heterojunctions [14,15] can significantly reduce the dosage and regulate the crystalline and electronic structure.[16]”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [10] 10. Y. Jeong, S. H. Ahn, Chem. Eng. J. 2022, 437, 135322.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [11] 11. K. Wang, B. Li, W. Wei, J. Wang, Q. Shen, P. Qu, Nanoscale 2020, 12, 23740.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [16] 16. J. Zhang, Q. Zhang, X. Feng, Adv. Mater. 2019, 31, 1808167.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Because of the Ce4+/Ce3+ redox pair, ceria can significantly regulate the electronic structure of catalysts via electronic interaction and provide abundant adsorption sites for oxygen-containing intermediates due to its outstanding oxophilicity.

    “Because of the Ce 4+ /Ce 3+ redox pair, ceria can not only significantly regulate the electronic structure of catalysts via electronic interaction, but also provide abundant adsorption sites for oxygen-containing intermediates due to its outstanding oxophilicity.[29]”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [29] 29. X. Wang, X. Peng, Y. Zhang, J. Ni, C. Au, L. Jiang, Inorg. Chem. Front. 2019, 6, 396.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Premisecitation

    CeO2 with unique 4f electronic structure of Ce is drawing increasing interests as an excellent cocatalyst to promote both noble metal- and transition metal-based electrocatalysts in various electrocatalytic reactions.

    “As the typical rare earth oxide, the fluorite-type cerium oxide (CeO 2 , ceria) with unique 4f electronic structure of Ce is drawing increasing interests as the excellent cocatalyst to promote both noble metal-and transition metal-based electrocatalysts in various electrocatalytic reactions.[27,28]”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [27] 27. T. Montini, M. Melchionna, M. Monai, P. Fornasiero, Chem. Rev. 2016, 116, 5987.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [28] 28. H. Su, W. Gao, L. Li, H. Yuan, D. Wen, ACS Sustainable Chem. Eng. 2023, 11, 12317.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    The synergistic effect for CeO2-Ru aerogel through the Ru-O-Ce bridge tunes the HER catalytic mechanism and reinforces the activity, realizing highly efficient hydrogen generation in water electrolysis.

    “Thus, the synergistic effect for CeO 2 -Ru aerogel through the Ru-O-Ce bridge tunes the HER catalytic mechanism and reinforces the activity, realizing highly efficient hydrogen generation in water electrolysis.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The abundant porous structure is conducive to the exposure of active sites and the rapid transfer of reaction intermediates.

    “The abundant porous structure is conducive to the exposure of active sites and the rapid transfer of reaction intermediates.[33]”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [33] 33. J. Wang, C. Liang, X. Ma, P. Liu, W. Pan, H. Zhu, Z. Guo, Y. Sui, H. Liu, L. Liu, C. Yang, Adv. Mater. 2024, 36, 2307925.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    The excellent stability can be ascribed to the synergistic effect between Ru and CeO2 heterojunction to improve the activity, and the hierarchical structure to promote efficient transportation of intermediates for CeO2-Ru aerogel.

    “The excellent stability can be ascribed to the synergistic effect between Ru and CeO 2 heterojunction to improve the activity, and the hierarchical structure to promote the efficient transportation of intermediates for CeO 2 -Ru aerogel.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Metal aerogels have been widely used in electrocatalysis due to their unique structural advantages such as high porosity, low density, high conductivity, and excellent catalytic activity.

    “Metal aerogels have been widely used in the field of electrocatalysis due to their unique structural advantages such as high porosity, low density, high conductivity, and excellent catalytic activity.[31,32]”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [31] 31. O. Lori, N. Zion, H. C. Honig, L. Elbaz, ACS Catal 2021, 11, 13707.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [32] 32. W. Pan, C. Liang, Y. Sui, J. Wang, P. Liu, P. Zou, Z. Guo, F. Wang, X. R., C. Yang, Adv. Funct. Mater. 2022, 32, 2204166.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Metal ruthenium is a cost-effective alternative to platinum with a similar small ΔG_H* for HER but requires rational modulation in component and structure to reinforce intrinsic activity.

    “Compared to platinum (Pt) with the optimal ΔG H* but higher cost, metal ruthenium (Ru) as the cost-effective alternative exhibits the similar small ΔG H* is of great promise for HER but requires rational modulation in component and structure to reinforce the intrinsic activity.”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [7] 7. J. Yu, Q. He, G. Yang, W. Zhou, Z. Shao, M. Ni, ACS Catal 2019, 9, 9973.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [8] 8. W. Luo, Y. Wang, C. Cheng, Mater. Today Phys. 2020, 15, 100274.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [9] 9. Y. Yang, Y. Yu, J. Li, Q. Chen, Y. Du, P. Rao, R. Li, C. Jia, Z. Kang, P. Deng, Y. Shen, X. Tian, Nano-Micro Lett 2021, 13, 160.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    The Ru-O-Ce interface in CeO2-Ru aerogel significantly promotes electron transfer between Ru and CeO2, which would consequently affect the HER performance remarkably.

    “Therefore, above analyses demonstrated the Ru-O-Ce interface in CeO 2 -Ru aerogel significantly promotes the electron transfer between Ru and CeO 2 , which would consequently affect the HER performance remarkably.[43]”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [43] 43. Z. Huang, X. Liao, W. Zhang, J. Hu, Q. Gao, ACS Catal 2022, 12, 13951.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    The generated H* immediately migrated to the Ru site with an optimal strength at the Ru-O-Ce interface, and then converted into H2 by combining with each other (Tafel step).

    “The generated H* immediately migrated to the Ru site with an optimal strength at the Ru-O-Ce interface, and then converted into H 2 by combining with each other (Tafel step).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    For CeO2-Ru aerogel, preferable adsorption of water molecules and faster dissociation of water at the Ru-O-Ce interface enriched adsorption of active H* species on Ru sites with moderate adsorption strength.

    “Thus, for CeO 2 -Ru aerogel, the preferable adsorption of water molecules and the faster dissociation of water at the Ru-O-Ce interface enriched the adsorption of active H* species on Ru sites with moderate adsorption strength, thus resulted in the higher HER activity for CeO 2 -Ru aerogel in alkali compared to it in acid.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The synergistic interaction between Ru and CeO2 jointly promotes the adsorption and dissociation of water at the Ru-O-Ce interface and facilitates the formation of absorbed hydrogen.

    “Based on above in situ Raman and ATR-SEIRAS results, the synergistic interaction between Ru and CeO 2 could jointly promote the adsorption and dissociation of water at the Ru-O-Ce interface and facilitate the formation of absorbed hydrogen, thereby significantly accelerating the alkaline HER kinetics.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The modulation of the heterojunction interface results in better HER kinetics and high activity.

    “Theoretical results further confirmed the heterojunction interface in CeO 2 -Ru aerogel can boost the adsorption of water molecules at the interfacial CeO 2 sites and modulate the d-band center of Ru to optimize the free energy for hydrogen adsorption, resulting in the better HER kinetics and high activity.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The DFT models (Ru(001) plane and CeO2-Ru interface) represent the catalytically relevant active sites of the CeO2-Ru aerogel.
43 of 43
  • The paper relies on this without support.

    The PEMWE and AEMWE tests under the reported conditions are representative of industrial-scale water electrolysis.

    “To assess the electrocatalytic performance of the synthesized CeO 2 -Ru catalyst under simulated industrial conditions, commercial RuO 2 and NiFe-LDH/NF were employed as anodes to construct an anion exchange membrane water electrolyzer (PEMWE) and an anion exchange membrane water electrolyzer (AEMWE), respectively, [58,59] as the scheme given Figure 6a and the corresponding images of AEMWE and PEM”
  • The paper relies on this without support.

    The DFT models (Ru(001) plane and CeO2-Ru interface) represent the catalytically relevant active sites of the CeO2-Ru aerogel.

    “The hydrogen binding energy (HBE) was a key descript to estimate the HER activity of catalysts, and the ΔG H* was employed to assess the ability to activate the subsequent H* binding step at the Ru* site in Ru(001) plane and the Ru* side in CeO 2 -Ru (as models given Figure S25, Supporting Information).”
2 of 2

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Alkaline hydrogen evolution reaction with Pt-based electrocatalysts as cathodes is sluggish because of the unfavorable activation of water.

    “Alkaline water electrolysis for hydrogen evolution reaction (HER) with Pt-based electrocatalysts as the cathodes is still sluggish due to the unfavorable activation of water.”

    From Electronic Interaction Enables Pt Nanoparticles on N‐Doped Porous Carbon Aerogel as Efficient Electrocatalysts for Alkaline Hydrogen Evolution Reaction (2025) · cites this paper as [8]

    Section 2.4, “Theoretical Investigations of CeO₂-Ru Catalyst” (page unavailable), says sluggish water dissociation frequently limits alkaline HER kinetics. The introduction applies this limitation specifically to Ru-based electrocatalysts, while Section 2.2 compares performance with commercial Pt/C. The paper does not establish that unfavorable water activation is what makes Pt-based cathodes sluggish. (LLM, conf=0.85)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Reported work-function change has the wrong direction

    Major

    The stated Ru work function is 4.81 eV, so a CeO2-Ru value of 4.60 eV is lower, not increased relative to Ru.

  • PEMWE anode is identified as both RuO2 and IrO2

    Major

    The device-construction description names commercial RuO2 as the PEMWE anode, but the reported PEMWE comparison uses IrO2 as its anode.

  • Ru (100) lattice spacing is assigned two values

    Minor

    The Ru (100) plane is assigned a spacing of 0.234 nm for the Ru aerogel but 0.312 nm for the CeO2-Ru aerogel. The text does not explain the different assignments.

  • PEMWE is called an anion-exchange device

    Minor

    The device identified as PEMWE is described here as an anion exchange membrane electrolyzer, whereas the paper elsewhere identifies PEMWE as a proton exchange membrane electrolyzer.

4 of 4

Cites

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Authors
Fan, H., Wan, X., Sun, S., Zhou, X., Bu, X., Ye, J., Bai, R., Lou, H., Chen, Y., Gao, J., Zhang, J., Gao, W., & Wen, D.
Affiliations
  • Northwestern Polytechnical University (CN)
  • Wenzhou University (CN)
  • Chinese Academy of Sciences (CN)
Corresponding author
  • Gao, Wei
  • Wen, Dan
Venue
Advanced Energy Materials
Publisher
Wiley
Published
2025-02-10
Volume
15
Issue
22
ISSN
  • 1614-6832 (ISSN-L)
  • 1614-6840
OpenAlex
W4407349880
Cited by
70
References
59
Citations by year
2026: 47 · 2025: 23
FWCI
9.61
Type
journal article
Language
en
Open access
Locations
Advanced Energy Materials (publishedVersion)
Funders
  • National Natural Science Foundation of China (22374119)
  • Shenzhen Science and Technology Innovation Program (JCYJ20230807145659057)
Topics
  • Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Electrocatalysts for Energy Conversion
  • Physical Sciences › Materials Science › Materials Chemistry › Catalytic Processes in Materials Science
  • Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › CO2 Reduction Techniques and Catalysts
Keywords
hydrogen evolution reaction, water electrolysis, water adsorption and dissociation, electrocatalyst stability

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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.

Statistics and arithmetic are recomputed, not judged.

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