Pith. sign in

REVIEW 4 major objections 5 minor 70 references

Potassium Decoration on Graphenyldiene Monolayer for Advanced Reversible Hydrogen Storage

T0 review · 4 major / 5 minor · reviewed 2026-08-07 · deepseek-v4-flash

Pith's one-line read Potassium-decorated graphenyldiene binds hydrogen reversibly and reaches 8.82 wt% storage capacity, exceeding the U.S. DOE target.

desk verdict A competent DFT screening of a new carbon monolayer whose reversibility claims rest on uncorrected adsorption energies and a flawed desorption formula; worth a conditional review, not acceptance as-is. read the letter →

arxiv 2506.00604 v1 pith:BXPJHEGQ submitted 2025-05-31 cond-mat.mtrl-sci

classification cond-mat.mtrl-sci
keywords hydrogenstorage2DmaterialsdensityfunctionaltheorygraphenyldienepotassiumdecorationphysisorptionKubasinteractionreversible
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

This paper predicts that decorating the porous carbon monolayer graphenyldiene with potassium atoms turns it into a practical hydrogen storage material. At full coverage the K@GPD system stores 8.82 wt% hydrogen, above the U.S. DOE 5.5 wt% target for onboard storage. Calculated H2 adsorption energies of -0.11 to -0.14 eV fall in the window for reversible adsorption and desorption, and molecular dynamics at 300 K shows hydrogen desorbing while the potassium stays put. If the predictions hold, K@GPD could offer a lightweight, reusable 2D platform for hydrogen storage under near-ambient conditions.

What carries the argument

The central device is the K@GPD composite: four potassium adatoms per unit cell at the pore sites of the porous graphenyldiene monolayer. The potassium transfers charge into the carbon pi system, creating active sites where H2 binds through weak Kubas-type interactions (donation from K into the H2 sigma* orbital) without dissociating. The adsorption energy per H2 ($-0.11$ to $-0.14$ eV) sits inside the canonical reversible-storage window, and the van't Hoff desorption temperatures ($163$–$185$ K) plus grand-canonical thermodynamic weighting translate that binding strength into predicted gravimetric capacities.

What would settle it

Measure the isosteric heat of adsorption of H2 on K@GPD (or compute it with a more accurate dispersion-corrected functional that includes zero-point motion). If the measured binding energy per H2 falls outside roughly 0.1–0.5 eV, or if a longer AIMD run at 300 K does not show H2 desorption while the K adatoms stay bound, the central reversibility claim is falsified.

Watch

Extended reading notes

Core claim

The authors show that potassium atoms bind strongly to the GPD monolayer (-2.62 eV at the favored pore site, with no tendency to cluster) and donate about 0.5 e each to the carbon network, making the system metallic. Hydrogen molecules then adsorb with energies between -0.11 and -0.14 eV per H2, in the range typically associated with reversible storage, with H–H bonds lengthening from 0.75 Å to as much as 0.86 Å, which they attribute to Kubas-type interactions. At 18 H2 per cell the gravimetric capacity reaches 8.82 wt% (exceeding the DOE target), and thermodynamic analysis under practical uptake and release conditions (25 °C/30 atm versus 100 °C/3 atm) yields a usable capacity of 5.88 wt%. AIMD at 300 K shows H2 desorption while the K@GPD framework remains intact, indicating reusability.

Load-bearing premise

The predictions rely on PBE-D2 adsorption energies that omit zero-point energy corrections; if the true H2 binding enthalpy is much weaker (above about -0.1 eV) or different in sign, the reversibility and desorption temperatures lose their quantitative basis.

Editorial extensions

If this is right

  • If the DFT predictions translate to experiment, K@GPD offers material-level capacity above 8 wt%, exceeding the DOE 5.5 wt% target in a lightweight carbon host with abundant, inexpensive potassium.
  • Reversible desorption near ambient temperature means spent material could be regenerated without high-temperature energy input, a key practical advantage for mobile storage.
  • The moderate adsorption energies and low desorption temperatures (163–185 K) indicate a physisorption-type material that releases H2 under mild conditions.
  • The retention of potassium during adsorption/desorption cycles, shown in AIMD, predicts a reusable substrate without metal clustering or degradation.
  • The computational workflow (PBE-D2, AIMD, grand-canonical analysis) provides a template for screening other alkali-metal-decorated porous 2D carbons for hydrogen storage.

Reading between the lines

Editorial extensions of the paper, not claims the author makes directly.

  • The gap between 8.82 wt% saturation capacity and 5.88 wt% usable capacity implies that roughly a third of stored hydrogen remains bound at the release conditions, so a pressure-swing rather than purely thermal-swing cycle may be needed in practice.
  • Because the H2 binding is attributed to Kubas-type interactions with only about 0.08 e transferred per H2, the same decoration is likely tunable by substituting other alkali metals or applying strain to adjust the reversible window.
  • The low calculated desorption temperatures (163–185 K) suggest that true ambient-temperature operation would require pressurization for uptake; a testable extension is to measure isotherms to see if the material works at room temperature under moderate pressure.
  • The thermodynamic analysis assumes ideal-gas H2 and a fixed entropy change; real porous materials often show pore-confinement effects that shift van't Hoff estimates, so experimental adsorption isotherms on synthesized K@GPD would be the decisive check.
Share X Bluesky LinkedIn Reddit HN

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, and a circularity audit.

Referee Report

4 major / 5 minor

Summary. The manuscript reports first-principles DFT calculations of potassium-decorated graphenyldiene (K@GPD) as a candidate for reversible hydrogen storage. The authors find that K binds to the GPD monolayer with energies between -2.58 and -2.62 eV, that H2 adsorption energies are -0.11 to -0.14 eV per molecule, that the material-level gravimetric capacity reaches 8.82 wt% at 18 H2 molecules, and that AIMD simulations at 300 K show structural stability of K@GPD and H2 desorption from the saturated system. A grand canonical analysis yields a usable capacity of 5.88 wt% between 25 °C/30 atm and 100 °C/3 atm. The conclusions claim that K@GPD is a reversible, near-ambient hydrogen storage material exceeding the U.S. DOE gravimetric target.

Significance. If the central claims survive the thermochemical corrections discussed below, K@GPD would be a reasonable addition to the alkali-metal-decorated carbon family, with a material-level capacity above the commonly cited DOE gravimetric target. The paper has several concrete strengths: the adsorption energies are direct DFT total-energy differences (Eq. 3) rather than fitted parameters; K binding is benchmarked against the bulk K cohesive energy; GPD is checked for dynamical stability via phonons; the H2 coverage is varied systematically from 2 to 18 molecules; and the grand canonical analysis in Fig. 10 provides a thermodynamic estimate of usable capacity. The main weaknesses are the omission of zero-point energy corrections for H2, the dimensional inconsistency in the desorption-temperature formula, and the conflation of material-level capacity with the system-level DOE target.

major comments (4)
  1. [§2, Table 2, Eq. (3)] The central reversibility claim rests on static PBE-D2 adsorption energies of -0.11 to -0.14 eV per H2, which are placed in the '-0.5 to -0.1 eV reversible window' without any zero-point energy (ZPE) correction. For molecular physisorption, the ZPE difference between adsorbed and gas-phase H2 is typically on the order of tens of meV; a +50 meV correction would shift most values in Table 2 to -0.06 to -0.09 eV, outside the cited reversible window, and a +100 meV correction would make them positive. The manuscript neither computes ZPE corrections nor justifies neglecting them. Please provide ZPE-corrected adsorption enthalpies (or an explicit quantitative justification) and re-evaluate the reversibility claim and the desorption temperatures derived from them.
  2. [§2, Eq. (5)] Equation (5), as printed, is dimensionally inconsistent: it places both R and k_B in the denominator together with ΔS, so the expression |E_ads|/(R k_B ΔS) does not have units of temperature. The numerical values in Table 2 (e.g., 0.13 eV giving roughly 163 K) suggest the intended formula is T_des = |E_ads|/(k_B (ΔS/R)) or, equivalently, T_des = |E_ads|/(R ΔS) with ΔS expressed per molecule. Please correct the equation, define all symbols precisely, and justify the use of the liquid-vapor entropy change (75.44 J mol^-1 K^-1) for a surface desorption process rather than the gas-phase translational entropy at the relevant pressure.
  3. [Abstract and §3, Eq. (4)] The abstract and Section 3 state that the 8.82 wt% hydrogen storage capacity 'exceeds the U.S. DOE target' of 5.5 wt%. However, the capacity in Eq. (4) is a material-level ratio (denominator includes only the masses of C, K, and H in the monolayer), whereas the cited DOE target is for an onboard hydrogen storage system that includes the tank, balance of plant, and other system components. The grand canonical usable capacity of 5.88 wt% reported in Section 3 is likewise a material-level value. Please rephrase the claims to distinguish explicitly between material-level capacity and the system-level DOE target.
  4. [§3, Fig. 9, AIMD discussion] The AIMD simulations at 300 K show H2 desorption from K@GPD-18H2 under effectively zero applied H2 pressure (the simulation cell contains only the monolayer and the adsorbed molecules). Desorption in vacuum is consistent with weak binding, but it does not by itself establish reversible uptake and release under technologically relevant pressures. The grand canonical analysis in Fig. 10 is the appropriate route to quantify reversibility, and the authors should connect the AIMD desorption observation to that analysis rather than presenting the AIMD result alone as 'demonstrating excellent reversibility'.
minor comments (5)
  1. [§2, Eq. (1)] Equation (1) contains a typo: the last term should be the charge density of the pristine GPD monolayer, ρ(GPD), not ρ(K@GPD) as written, otherwise the left-hand side is identically zero.
  2. [§3, text near Table 2] The text states that desorption temperatures range from 163 to 285 K, but Table 2 lists a maximum of 184.62 K; the upper bound appears to be a typo and should read approximately 185 K.
  3. [§3, comparison paragraph] The sentence 'For instance, K@PHE-graphene, despite storing 7.47 wt%, K@PHE-graphene requires desorption temperatures as high as 423 K' repeats the subject 'K@PHE-graphene'; this should be rephrased for readability.
  4. [§3, Fig. 6 caption] The caption 'H2 saturation on K@GPD pathway' would be clearer as 'H2 coverage progression on K@GPD' or similar, since the figure shows sequential addition of H2 molecules rather than a reaction pathway.
  5. [Data access statement] The data access statement says that data can be accessed by contacting the corresponding author; for a computational study, depositing input files (e.g., VASP structures and INCAR/POSCAR/KPOINTS) in a public repository would improve reproducibility and is recommended.

Circularity Check

0 steps flagged · score 0.0 of 10

No circularity: central quantities are direct DFT total-energy differences, stoichiometric definitions, or external criteria; the one self-cited GPD substrate is revalidated in-paper.

full rationale

None of the load-bearing steps reduces to its own inputs. The per-H2 adsorption energies (-0.11 to -0.14 eV) are obtained from Eq. (3), a direct DFT total-energy difference among K@GPD+nH2, bare K@GPD, and isolated H2; no parameter is fitted to the reversible window or to the DOE target. The reversible-window criterion (-0.5 to -0.1 eV) is an external literature standard cited from multiple groups, not an output of this paper. The reported gravimetric capacities are stoichiometric arithmetic from Eq. (4) for the 18-H2 configuration and from the grand-canonical occupancies in Fig. 10; they propagate the first-principles E_ads values in a forward model rather than being fitted to 5.88 or 8.82 wt%. Desorption temperatures from Eq. (5) are likewise direct transformations of the same E_ads, which is legitimate reporting rather than circular reduction. The only notable self-citation is the GPD structure from ref. [47], but the present manuscript independently recomputes its lattice parameters, cohesive energy, and phonon dispersion (no imaginary modes), so the argument does not rest solely on that citation. No equation equates a predicted quantity to its own input by construction, and no fitted parameter is renamed as a prediction. Separately, the paper has correctness risks (no zero-point correction for shallow physisorption, apparent dimensional inconsistency in Eq. (5), and material-level vs system-level DOE comparison), but those concerns are not circularity.

Assumptions & free parameters 0 free parameters · 5 assumptions · 0 invented entities

No numbers were fitted to reproduce the storage capacity or adsorption energies; those come directly from DFT total energies. The main uncounted inputs are the choice of desorption entropy (75.44 J/mol/K), the neglect of zero-point energy, and the assumption that PBE-D2 is adequate for these weak interactions. GPD itself is inherited from the authors' prior work.

assumptions (5)
  • domain assumption PBE with Grimme D2 dispersion is sufficiently accurate for H2 physisorption energies and K binding energies.
    Used throughout Methods; no benchmark against experimental adsorption or higher-level wavefunction methods. D2 is known to be approximate for weakly bound systems and could shift energies by tens of meV.
  • ad hoc to paper Zero-point energy corrections to H2 adsorption are negligible.
    The paper never computes or mentions ZPE. Since reported E_ads are -0.11 to -0.14 eV, ZPE differences of about 0.05-0.1 eV could change the sign of binding and invalidate the reversible window.
  • domain assumption GPD is a realizable, stable monolayer as proposed in ref [47].
    The paper re-computes phonons and cohesive energy, but the structure still originates from the authors' prior work and has no experimental synthesis.
  • ad hoc to paper The entropy change for H2 desorption is 75.44 J/mol/K (liquid-phase value).
    Used in Eq. (5). The value corresponds to hydrogen liquefaction entropy change, whereas desorption from a solid surface involves gas-phase entropy (about 130 J/mol/K). This choice lowers T_D estimates.
  • domain assumption H2 molecules adsorb independently on identical sites, with no coverage-dependent interactions.
    Employed in the grand canonical partition function Eq. (6); the paper reports nearly constant E_ads as support, but configurational entropy and site heterogeneity are neglected.

how reviews work

0 comments
Cite this review

Pith. "Pith review of Potassium Decoration on Graphenyldiene Monolayer for Advanced Reversible Hydrogen Storage." pith.science (2026). https://pith.science/paper/BXPJHEGQ

@misc{pith2026250600604,
  author       = {Pith},
  title        = {Pith review of: Potassium Decoration on Graphenyldiene Monolayer for Advanced Reversible Hydrogen Storage},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/BXPJHEGQ}},
  note         = {Machine review of arXiv:2506.00604}
}
abstract

Potassium-decorated graphenyldiene (K@GPD) is investigated as a promising two-dimensional material for reversible hydrogen storage using first-principles density functional theory calculations. Potassium atoms bind strongly to the GPD monolayer, and ab initio molecular dynamics (AIMD) simulations confirm the thermal stability of the functionalized system at 300 K. Hydrogen adsorption energies range from -0.11 to -0.14 eV per H$_2$, denoting reversible storage. At full coverage (18 H$_2$ molecules), the system reaches a storage capacity of 8.82 wt\%, exceeding the U.S. DOE target. AIMD simulations reveal spontaneous H$_2$ desorption at ambient temperature, demonstrating excellent reversibility.

Figures

Figures reproduced from arXiv: 2506.00604 by the authors.

Figure 1
Figure 1. (a) Top view of the GPD monolayer highlighting the hexagonal 2 × 2 supercell and the evaluated high-symmetry adsorption sites for K decoration. Sites labeled A1–A2 indicate atomic sites, B1–B3 correspond to bond positions, while P1–P3 are related to pore sites. The optimized structure exhibits four distinct bond lengths: 𝑙 1 = 1.47 Å(green), 𝑙 2 = 1.53 Å(yellow), 𝑙 3 = 1.35 Å(blue), and 𝑙 4 = 1.40 Å(black). (b) Phon… view at source ↗
Figure 2
Figure 2. (a) Band structure and (b) PDOS for GPD system. The monolayer exhibits semiconducting behavior, characterized by a direct band gap transition (Γ → Γ) of 0.78 eV calculated at DFT/PBE level [PITH_FULL_IMAGE:figures/full_fig_p005_2.png] view at source ↗
Figure 3
Figure 3. AIMD simulations results for 300 K by 5 ps in K@GPD system. (a) Energy fluctuations over 5 ps during the simulation. (b) Final structure obtained at the end of the simulations [PITH_FULL_IMAGE:figures/full_fig_p006_3.png] view at source ↗
Figures from the paper (7 more)
Figure 4
Figure 4. Figure 4: (a) Band structure and (b) PDOS for K@GPD system. The system exhibits metallic behavior, characterized by several bands that cross the Fermi level (𝐸𝐹 red dashed line). increasing H2 coverage, the GPD nanosheet exhibited pro￾gressive structural distortion, characterize…
Figure 5
Figure 5. Figure 5: Top and side views of the Charge density difference map for K@GPD complex. The yellow (blue) regions indicate charge accumulation (depletion). the average H–H bond lengths (RH−H) range from 0.76 to 0.77 Å, with maximum values (RH−HMax ) reaching up to 0.86 Å at higher …
Figure 6
Figure 6. Figure 6: H2 saturation on K@GPD pathway, where (a), (b), (c), (d), (e), (f), (g), (h), and (i) denote K@GPD + 2H2 , 4H2 , 6H2 , 8H2 , 10H2 , 12H2 , 14H2 , 16H2 , and 18H2 molecules, respectively [PITH_FULL_IMAGE:figures/full_fig_p008_6.png]
Figure 7
Figure 7. Figure 7: (a) Band structure and (b) PDOS for K@GPD–18H2 . The system remains the metallicity shown in the K@GPD complex, characterized by bands crossing the Fermi level (𝐸𝐹 red dashed line). of 0.14 eV, within the optimal range for reversible stor￾age under ambient conditions. …
Figure 8
Figure 8. Figure 8: Top and side views of the CDD map for K@GPD– 18H2 . The yellow (blue) regions indicate charge accumulation (depletion). 0.86 Å compared to the isolated value (0.75 Å) provides strong evidence of Kubas-type interactions, wherein electron donation from K atoms to H2 𝜎 ∗ …
Figure 9
Figure 9. Figure 9: AIMD simulation results for K@GPD–18H2 system at 300 K. (a) Time evolution of the potential energy and (b and c) final system configuration for K@GPD–18H2 . Irregular energy fluctuations indicate H2 desorption events, demonstrating the reversible storage capability of …
Figure 10
Figure 10. Figure 10: The average number of adsorbed H2 on K@GPD at various temperatures (T) and pressures (P). analysis, Writing – review & editing, Writing – original draft. References [1] Jung Kyu Kim. Novel materials for sustainable energy conversion and storage. Materials, 13, 2020. […

Discussion (0). Sign in to comment.

Reference graph

Works this paper leans on

70 extracted references · 66 canonical work pages

  1. [1]

    Novelmaterialsforsustainableenergyconversionand storage

    JungKyuKim. Novelmaterialsforsustainableenergyconversionand storage. Materials, 13, 2020

  2. [2]

    The integration of biopolymer-based materials for energy storage applications: A review.International Journal of Molecular Sciences, 24, 2023

    ShreyaDalwadi,ArnavGoel,ConstantineKapetanakis,DavidSalas- de la Cruz, and Xiao Hu. The integration of biopolymer-based materials for energy storage applications: A review.International Journal of Molecular Sciences, 24, 2023

  3. [3]

    Brindha Ramasubramanian, R. P. Rao, Vijila Chellappan, and S. Ra- makrishna. Towards sustainable fuel cells and batteries with an ai perspective. Sustainability, 2022

  4. [4]

    Mxene materials: Pioneering sustainable energy storage solutions

    Minghua Chen, Qi Fan, Ke Chen, Eva Majkova, Qing Huang, and Kun Liang. Mxene materials: Pioneering sustainable energy storage solutions. Carbon Neutralization, 2024

  5. [5]

    Oni, and O

    Solomon Evro, B. Oni, and O. Tomomewo. Carbon neutrality and hydrogenenergysystems. International Journal of Hydrogen Energy, 2024

  6. [6]

    Hydrogen in energy transition: A review

    Ankica Kovač, Matej Paranos, and Doria Marciuš. Hydrogen in energy transition: A review. International Journal of Hydrogen Energy, 2021

  7. [7]

    Vita, Georgios Zazias, and P

    Stavroula Evangelopoulou, A. Vita, Georgios Zazias, and P. Capros. Energy system modelling of carbon-neutral hydrogen as an enabler of sectoral integration within a decarbonization pathway.Energies, 2019

  8. [8]

    Highfield, A

    James G. Highfield, A. Ruppert, and Nicolas Keller. Sustainable energycyclesbasedonliquidoxygenatesascarbon-neutralhydrogen carriers: A holistic vision.Catalysis Today, 2025

Show all 70 references
  1. [9]

    Hon Chung Lau and Steve C. Tsai. Global decarbonization: Current status and what it will take to achieve net zero by 2050.Energies, 2023

  2. [10]

    Rissman, C

    J. Rissman, C. Bataille, E. Masanet, Nathaniel T. Aden, W. R. Morrow, N. Zhou, N. Elliott, R. Dell, Niko Heeren, B. Huckestein, J. Cresko, Sabbie A. Miller, J. Roy, P. Fennell, Betty Cremmins, Thomas Koch Blank, D. Hone, E. Williams, Stephane de la Rue du Can, B. Sisson, Mike ...

  3. [11]

    Pietzcker, LaviniaBaumstark,M.Sugiyama,R.Brecha,andF.Ueckerdt

    Felix Schreyer, Gunnar Luderer, Renato Rodrigues, R. Pietzcker, LaviniaBaumstark,M.Sugiyama,R.Brecha,andF.Ueckerdt. Com- monbutdifferentiatedleadership:strategiesandchallengesforcarbon neutrality by 2050 across industrialized economies.Environmental Research Letters, 15, 2020

  4. [12]

    Exploring the ultra-high hydrogen storage capacity of li-decorated h-b2s3 nanosheet: A dft-d3 study

    Muhammad Huzaifa, Azhar Abbas, Mohammad Nur e Alam, Aftab Ahmed, and Zaheer Ul-Haq. Exploring the ultra-high hydrogen storage capacity of li-decorated h-b2s3 nanosheet: A dft-d3 study. Journal of Energy Storage, 106:114915, 2025

  5. [13]

    Tanveer, M

    Abdul Rehman, Zubia Razaaq, M. Tanveer, M. Kashif Masood, N.Bano,andM.Shakil.Li-decorated2daluminiumphosphidemono- layer for hydrogen storage capacity: Insights from dft computations. Journal of Physics and Chemistry of Solids , 199:112497, 2025

  6. [14]

    Study on a novel hydrogen liquification process applying mixed-refrigerant for pre-cooling and cryogenics.International Journal of Hydrogen Energy, 68:277–288, 2024

    Limei Luo, Jiubing Shen, Yuping Chen, and Bingdong Wang. Study on a novel hydrogen liquification process applying mixed-refrigerant for pre-cooling and cryogenics.International Journal of Hydrogen Energy, 68:277–288, 2024

  7. [15]

    A comparative analysis of the regulations, codes and standards for on-board high-pressure hydrogen storage cylinders

    Yifan Li, Qinan Li, Wenzhu Peng, Zhengli Hua, and Jinyang Zheng. A comparative analysis of the regulations, codes and standards for on-board high-pressure hydrogen storage cylinders. International Journal of Hydrogen Energy, 54:894–907, 2024

  8. [16]

    Researchprogress and application prospects of solid-state hydrogen storage technology

    YaohuiXu,YangZhou,YutingLi,andZhaoDing. Researchprogress and application prospects of solid-state hydrogen storage technology. Molecules, 29(8):1767, 2024

  9. [17]

    Chen, Fachun Liang, and Xuewen Cao

    Jiang Bian, Jian Yang, Yuxing Li, Z. Chen, Fachun Liang, and Xuewen Cao. Thermodynamic and economic analysis of a novel hydrogen liquefaction process with lng precooling and dual-pressure brayton cycle.Energy Conversion and Management, 2021

  10. [18]

    Ilinca, B

    Alireza Khatami Jouybari, A. Ilinca, B. Ghorbani, and Sajedeh Rooholamini.Thermodynamicandexergyevaluationofaninnovative hydrogen liquefaction structure based on ejector-compression refrig- eration unit, cascade multi-component refrigerant system, and kalina power plant.Intern...

  11. [19]

    Sun, and Qin Huang

    Ya-Long Du, Z. Sun, and Qin Huang. Leakage process and spon- taneous ignition of hydrogen within a tube after releasing from the storage container with pressures up to 20 mpa.Process Safety and Environmental Protection, 2024. Laranjeira et al.:Preprint submitted to Elsevier Pa...

  12. [20]

    State-of-the-arthydrogengeneration techniquesandstoragemethods:Acriticalreview

    Dan Tang, Guang-Lei Tan, Guo-Wei Li, Jin-Guang Liang, Shah Ma- sood Ahmad, Ayesha Bahadur, Muhammad Humayun, Habib Ullah, AbbasKhan,andMBououdina. State-of-the-arthydrogengeneration techniquesandstoragemethods:Acriticalreview. Journal of Energy Storage, 64:107196, 2023

  13. [21]

    Y. Luo, Q. Wang, J. Li, F. Xu, L. Sun, Y. Zou, H. Chu, B. Li, and K. Zhang. Enhanced hydrogen storage/sensing of metal hydrides by nanomodification. Materials Today Nano, 9:100071, 2020

  14. [22]

    A narrative review of metal and complex hydride hydrogen storage.Next Research, 2(2):100226, 2025

    Alberto Boretti. A narrative review of metal and complex hydride hydrogen storage.Next Research, 2(2):100226, 2025

  15. [23]

    A review on 2d materials: unveiling next-generation hydrogen storage solutions,advancementsandprospects

    Shankar Ghotia, Pradip Kumar, and Avanish Kumar Srivastava. A review on 2d materials: unveiling next-generation hydrogen storage solutions,advancementsandprospects. Journal of Materials Science, 60(3):1071–1097, 2025

  16. [24]

    Enhanced reversible hydrogen storage perfor- mance of light metal-decorated boron-doped siligene: a dft study

    Brandom Jhoseph Cid, Akari Narayama Sosa, Álvaro Miranda, Luis Antonio Pérez, Fernando Salazar, Arturo I Mtz-Enriquez, and Miguel Cruz-Irisson. Enhanced reversible hydrogen storage perfor- mance of light metal-decorated boron-doped siligene: a dft study. International Journal ...

  17. [25]

    Yttrium doped covalent triazine frameworks as promising reversible hydrogen storage mate- rial: Dft investigations

    Ajit Kundu and Brahmananda Chakraborty. Yttrium doped covalent triazine frameworks as promising reversible hydrogen storage mate- rial: Dft investigations. International Journal of Hydrogen Energy , 47(71):30567–30579, 2022

  18. [26]

    Adftstudyondefects andndopingtoenhancehydrogenstorageinmg-decoratedgraphene

    Leilei Tang, Shunping Shi, Chunyu Yao, Sa Zhang, Yiliang Liu, ZhanjiangDuan,JingJiang,andDeliangChen. Adftstudyondefects andndopingtoenhancehydrogenstorageinmg-decoratedgraphene. Applied Surface Science, 648:159078, 2024

  19. [27]

    Exploring detailed reaction pathways for hydrogen storage with borohydrides using dft calculations

    SamanthaIJohnson,JonathanMDeMaria,BojanaGinovska,GaryM Edvenson, Hans Hagemann, and S Tom Autrey. Exploring detailed reaction pathways for hydrogen storage with borohydrides using dft calculations. Energy & Fuels, 36(10):5513–5527, 2022

  20. [28]

    Modification of naalh4 properties using catalysts for solid-state hydrogen storage: A review.International Journal of Hydrogen Energy, 46(1):766–782, 2021

    NA Ali and M Ismail. Modification of naalh4 properties using catalysts for solid-state hydrogen storage: A review.International Journal of Hydrogen Energy, 46(1):766–782, 2021

  21. [29]

    Enhancing hydrogen storage kinetics andcapacityviaparticlesizemodulationintizrcrfemnnihigh-entropy alloy

    HyojeongHa,SoJinJung,SangGukJeong,RaeEonKim,Hyung-Ki Park, and Hyoung Seop Kim. Enhancing hydrogen storage kinetics andcapacityviaparticlesizemodulationintizrcrfemnnihigh-entropy alloy. International Journal of Hydrogen Energy , 99:1047–1054, 2025

  22. [30]

    Emerg- ing beyond-graphene elemental 2d materials for energy and catalysis applications

    FengRuFan,RuoxingWang,HuaZhang,andWenzhuoWu. Emerg- ing beyond-graphene elemental 2d materials for energy and catalysis applications. Chemical Society Reviews,50(19):10983–11031,2021

  23. [31]

    Recent advances, properties, fabrication and opportunitiesintwo-dimensionalmaterialsfortheirpotentialsustain- able applications

    Asif Hayat, Muhammad Sohail, Atef El Jery, Khadijah M Al-Zaydi, Saleem Raza, Hamid Ali, Zeeshan Ajmal, Amir Zada, TA Taha, Israf Ud Din, et al. Recent advances, properties, fabrication and opportunitiesintwo-dimensionalmaterialsfortheirpotentialsustain- able applications. Ener...

  24. [32]

    Chemistry, functionalization, and applications of recent monoelemental two- dimensional materials and their heterostructures.Chemical Reviews, 122(1):1127–1207, 2021

    ZhongjianXie,BinZhang,YanqiGe,YaoZhu,GuohuiNie,YuFeng Song,Chang-KeunLim,HanZhang,andParasNPrasad. Chemistry, functionalization, and applications of recent monoelemental two- dimensional materials and their heterostructures.Chemical Reviews, 122(1):1127–1207, 2021

  25. [33]

    Two-dimensional mesoporous ma- terials for energy storage and conversion: current status, chemical synthesis and challenging perspectives

    Jieqiong Qin, Zhi Yang, Feifei Xing, Liangzhu Zhang, Hongtao Zhang, and Zhong-Shuai Wu. Two-dimensional mesoporous ma- terials for energy storage and conversion: current status, chemical synthesis and challenging perspectives. Electrochemical Energy Reviews, 6(1):9, 2023

  26. [34]

    Reversible hydrogen storage in metal-decorated honeycomb boropheneoxide

    Parsa Habibi, Thijs JH Vlugt, Poulumi Dey, and Othonas A Moul- tos. Reversible hydrogen storage in metal-decorated honeycomb boropheneoxide. ACS applied materials & interfaces,13(36):43233– 43240, 2021

  27. [35]

    Bes decorated with alkali-metal atom for outstanding and reversible hydrogen storage: A dft study

    Wenyue Xu, Yang Zhou, Shulin Yang, Gui Lei, Wei Xie, Miaojing Xu, Juan Xiong, and Zhigao Lan. Bes decorated with alkali-metal atom for outstanding and reversible hydrogen storage: A dft study. International Journal of Hydrogen Energy, 83:226–235, 2024

  28. [36]

    Promising hydrogen storage performance of alkali metal (li, na, k) decoratedarsenene:Adftstudy

    Ghulam Nabi, Zubia Razzaq, Muhammad Shakil, Abdul Rehman, Ahmed Nadeem, Khuram Shahzad Ahmad, and Mudassar Maraj. Promising hydrogen storage performance of alkali metal (li, na, k) decoratedarsenene:Adftstudy. Materials Science and Engineering: B, 310:117742, 2024

  29. [37]

    Alkali and transition metal atom-functionalized ger- manene for hydrogen storage: A dft investigation

    Akari Narayama Sosa, Francisco de Santiago, Álvaro Miranda, Ale- jandro Trejo, Fernando Salazar, Luis Antonio Pérez, and Miguel Cruz-Irisson. Alkali and transition metal atom-functionalized ger- manene for hydrogen storage: A dft investigation. International Journal of Hydroge...

  30. [38]

    Exploring mg decorated antimonene for promising hydrogen storage material: A dft outlook

    Muhammad Isa Khan, Syeda Masooma Zaigam, Abdul Majid, Ghu- lam Nabi, and Muhammad Bilal Tahir. Exploring mg decorated antimonene for promising hydrogen storage material: A dft outlook. Materials Science in Semiconductor Processing, 161:107471, 2023

  31. [39]

    First-principles prediction of mg decoration on monolayer g-c6n7 as a promising a hydrogen storage media

    Ningning Zhang, Zhen-Guo Fu, Xiaohui Wang, Xin-Peng Fu, Yuan Hong, Yong-Ting Shi, and Ping Zhang. First-principles prediction of mg decoration on monolayer g-c6n7 as a promising a hydrogen storage media. International Journal of Hydrogen Energy , 50:136– 147, 2024

  32. [40]

    Calcium decoration of boron nitride nanotubes with vacancy defects as potential hydrogen storage materials: A first-principles investigation

    Liang-Cai Ma, Ya-Ru Sun, Li-Chun Wang, Ling Ma, and Jian-Min Zhang. Calcium decoration of boron nitride nanotubes with vacancy defects as potential hydrogen storage materials: A first-principles investigation. Materials Today Communications, 26:101985, 2021

  33. [41]

    Pérez, and Miguel Cruz-Irisson

    LucíaG.Arellano,FranciscodeSantiago,ÁlvaroMiranda,Fernando Salazar, Alejandro Trejo, Luis A. Pérez, and Miguel Cruz-Irisson. Hydrogen storage capacities of alkali and alkaline-earth metal atoms on sic monolayer: A first-principles study.International Journal of Hydrogen Energy...

  34. [42]

    Aly Aboud, Zeid A

    Mohamed F. Aly Aboud, Zeid A. ALOthman, and Abdulaziz A. Bagabas. Hydrogen storage in untreated/ammonia-treated and tran- sition metal-decorated (pt, pd, ni, rh, ir and ru) activated carbons. Applied Sciences, 11(14), 2021

  35. [43]

    Leela Sotsky, Angeline Castillo, Hugo Ramos, Eric Mitchko, Joshua Heuvel-Horwitz, Brian Bick, Devinder Mahajan, and Stanislaus S. Wong. Hydrogen storage properties of metal-modified graphene materials. Energies, 17(16), 2024

  36. [44]

    MohammadHosseinDarvishnejad,MajidAfshari,andAmirHossein Cheshme Khavar. Transition metal atoms (tm = sc, ti, v, cr, and mn) decorated pbcf-graphene as a possible reversible hydrogen storage material: A dft-d2 investigation.International Journal of Hydrogen Energy, 78:40–51, 2024

  37. [45]

    KimiaBoezar,AdelReisi-Vanani,andMonirehDehkhodaei. Modifi- cationofgraphenylenenanostructurewithtransitionmetals(fe,scand ti) to promote hydrogen storage ability: A dft-d3 study.International Journal of Hydrogen Energy, 46(77):38370–38380, 2021

  38. [46]

    Sustainablecarbonmaterials

    Maria-Magdalena Titirici, Robin J White, Nicolas Brun, Vitaliy L Budarin, Dang Sheng Su, Francisco Del Monte, James H Clark, and MarkJMacLachlan. Sustainablecarbonmaterials. Chemical Society Reviews, 44(1):250–290, 2015

  39. [47]

    Sambrano

    JoséA.S.Laranjeira,NicolasF.Martins,PabloA.Denis,andJulioR. Sambrano. Graphenyldiene: A new sp2-graphene-like nanosheet. Carbon Trends, 14:100321, 2024

  40. [48]

    Perdew, Kieron Burke, and Matthias Ernzerhof

    John P. Perdew, Kieron Burke, and Matthias Ernzerhof. Generalized gradientapproximationmadesimple. Phys. Rev. Lett.,77:3865–3868, Oct 1996

  41. [49]

    Assessment of the perdew–burke–ernzerhof exchange-correlation functional.The Jour- nal of chemical physics, 110(11):5029–5036, 1999

    Matthias Ernzerhof and Gustavo E Scuseria. Assessment of the perdew–burke–ernzerhof exchange-correlation functional.The Jour- nal of chemical physics, 110(11):5029–5036, 1999

  42. [50]

    P. E. Blöchl. Projector augmented-wave method. Phys. Rev. B , 50:17953–17979, Dec 1994

  43. [51]

    Semiempirical gga-type density functional con- structed with a long-range dispersion correction.Journal of compu- tational chemistry, 27(15):1787–1799, 2006

    Stefan Grimme. Semiempirical gga-type density functional con- structed with a long-range dispersion correction.Journal of compu- tational chemistry, 27(15):1787–1799, 2006

  44. [52]

    Canonical dynamics: Equilibrium phase-space distributions

    William G Hoover. Canonical dynamics: Equilibrium phase-space distributions. Physical review A, 31(3):1695, 1985. Laranjeira et al.:Preprint submitted to Elsevier Page 10 of 11 Graphenyldiene-H2

  45. [53]

    Reviewofhydrogen storage techniques for on board vehicle applications.International journal of hydrogen energy, 38(34):14595–14617, 2013

    DeborahJDurbinandCecileMalardier-Jugroot. Reviewofhydrogen storage techniques for on board vehicle applications.International journal of hydrogen energy, 38(34):14595–14617, 2013

  46. [54]

    Metal functionalized inorganic nano-sheets as promising materialsforcleanenergystorage

    Khidhir Alhameedi, Amir Karton, Dylan Jayatilaka, and Tanveer Hussain. Metal functionalized inorganic nano-sheets as promising materialsforcleanenergystorage. Applied Surface Science,471:887– 892, 2019

  47. [55]

    Ultra-high capacity hydrogen storage in a li decorated two- dimensionalc2nlayer

    ArqumHashmi,MUmarFarooq,ImranKhan,JicheolSon,andJisang Hong. Ultra-high capacity hydrogen storage in a li decorated two- dimensionalc2nlayer. Journal of Materials Chemistry A,5(6):2821– 2828, 2017

  48. [56]

    Ultrahigh hydrogen storageusingmetal-decorateddefectedbiphenylene

    TKaewmaraya,NThatsami,PTangpakonsab,RKinkla,KKotmool, C Menendez, KF Aguey-Zinsou, and T Hussain. Ultrahigh hydrogen storageusingmetal-decorateddefectedbiphenylene. Applied Surface Science, 629:157391, 2023

  49. [57]

    Calculation of the cohesive energies and bulk propertiesofthealkalimetals

    Frank W Averill. Calculation of the cohesive energies and bulk propertiesofthealkalimetals. Physical Review B,6(10):3637,1972

  50. [58]

    Light metal decorated graphene-like si2bn monolayers as hydrogen storage media: A dft investigation.International Journal of Hydrogen Energy, 50:865–878, 2024

    MinmingJiang,JiangXu,PaulMunroe,Zong-HanXie,andZhaofeng Chen. Light metal decorated graphene-like si2bn monolayers as hydrogen storage media: A dft investigation.International Journal of Hydrogen Energy, 50:865–878, 2024

  51. [59]

    Enhanced hydrogen storage in k and na decorated dhp-graphene monolayer: Dft and gcmc study.Chemical Physics Letters, 865:141932, 2025

    Qing Wang, Huilin Sun, Qingyu Li, Xiao Yang, Wei Chen, Jing Yan, Yanfeng Lyu, Gang Yan, Huaihong Zhao, Zhaoshun Meng, Zhihong Yang, and Yunhui Wang. Enhanced hydrogen storage in k and na decorated dhp-graphene monolayer: Dft and gcmc study.Chemical Physics Letters, 865:141932, 2025

  52. [60]

    Reversible hydrogen storage tendency of light- metal (li/na/k) decorated carbon nitride (c9n4) monolayer.Interna- tional Journal of Hydrogen Energy, 48(67):26301–26313, 2023

    Surinder Pal Kaur, Tanveer Hussain, Thanayut Kaewmaraya, and T.J.Dhilip Kumar. Reversible hydrogen storage tendency of light- metal (li/na/k) decorated carbon nitride (c9n4) monolayer.Interna- tional Journal of Hydrogen Energy, 48(67):26301–26313, 2023

  53. [61]

    Laranjeira, Nicolas F

    José A.S. Laranjeira, Nicolas F. Martins, Lingyu Ye, Julio R. Sam- brano, and Xihao Chen. Hydrogen storage engineering in phe- graphene monolayer via potassium (k) decoration. International Journal of Hydrogen Energy, 123:139–149, 2025

  54. [62]

    Laranjeira

    Zizhong Liu, Xihao Chen, Yuehong Liao, Longxin Zhang, and José A.S. Laranjeira. First-principles insights of na-decorated b7n5 monolayer for advanced hydrogen storage.Surfaces and Interfaces, 58:105802, 2025

  55. [63]

    𝛽-naphthyldiene: A novel multifunctional 2d material for energy storage applications.Journal of Energy Storage, 122:116631, 2025

    YusufZuntuAbdullahi,JoséA.S.Laranjeira,andJulioR.Sambrano. 𝛽-naphthyldiene: A novel multifunctional 2d material for energy storage applications.Journal of Energy Storage, 122:116631, 2025

  56. [64]

    The reversible hydrogen storage abilities of metal na (li, k, ca, mg, sc, ti, y) decorated all-boron cage b28

    Lin Si and Chunmei Tang. The reversible hydrogen storage abilities of metal na (li, k, ca, mg, sc, ti, y) decorated all-boron cage b28. International Journal of Hydrogen Energy , 42(26):16611–16619, 2017

  57. [65]

    Superior hydrogen storage capacity of vanadium decorated biphenylene (bi+v): A dft study.International Journal of Hydrogen Energy, 48(72):28076–28090, 2023

    Pratap Mane, Surinder Pal Kaur, Mukesh Singh, Ajit Kundu, and Brahmananda Chakraborty. Superior hydrogen storage capacity of vanadium decorated biphenylene (bi+v): A dft study.International Journal of Hydrogen Energy, 48(72):28076–28090, 2023

  58. [66]

    Kaewmaraya, N

    T. Kaewmaraya, N. Thatsami, P. Tangpakonsab, R. Kinkla, K. Kot- mool, C. Menendez, K-F. Aguey-Zinsou, and T. Hussain. Ultrahigh hydrogen storage using metal-decorated defected biphenylene.Ap- plied Surface Science, 629:157391, 2023

  59. [67]

    Computational evaluation of li- decorated𝛼-c3n2 as a room temperature reversible hydrogen storage medium

    Xihao Chen, Jiwen Li, Longxin Zhang, Ning Wang, Jiang Cheng, Zhenyu Ma, Peng Gao, Guangzhao Wang, Xinyong Cai, Donglin Guo, Jing Xiang, and Liang Zhang. Computational evaluation of li- decorated𝛼-c3n2 as a room temperature reversible hydrogen storage medium. International Jour...

  60. [68]

    Reversible hydrogen storage with na- modified irida-graphene: A density functional theory study.Inter- national Journal of Hydrogen Energy, 85:1–11, 2024

    ZhanjiangDuan,ShunpingShi,ChunyuYao,XiaolingLiu,KaiDiao, Dan Lei, and Yiliang Liu. Reversible hydrogen storage with na- modified irida-graphene: A density functional theory study.Inter- national Journal of Hydrogen Energy, 85:1–11, 2024

  61. [69]

    Metal-decorated boron phosphide (bp) biphenylene and graphenylene networks for ultrahigh hydrogen storage.International Journal of Hydrogen Energy, 66:33–39, 2024

    Ikram Djebablia, Yusuf Zuntu Abdullahi, Kamel Zanat, and Fatih Ersan. Metal-decorated boron phosphide (bp) biphenylene and graphenylene networks for ultrahigh hydrogen storage.International Journal of Hydrogen Energy, 66:33–39, 2024

  62. [70]

    Hydrogen adsorption on calcium, potassium, and magnesium-decorations aluminene using densityfunctionaltheory

    Al Rey Villagracia, Hui Lin Ong, Dhan Shemaiah Bayasen, Hsin Lin, Melanie David, and Nelson Arboleda. Hydrogen adsorption on calcium, potassium, and magnesium-decorations aluminene using densityfunctionaltheory. International Journal of Hydrogen Energy, 46(31):16676–16684, 202...

Pith tools

Reviewed August 7, 2026 · model on record in the stance chip above.