Investigation of Reaction Dynamics of Methane Reforming on Nickel Clusters Using Molecular Dynamics Simulations

Authors

  • Rizal Arifin Faculty of Engineering, Universitas Muhammadiyah Ponorogo, Jalan Budi Utomo No. 10, Ponorogo 63471 https://orcid.org/0000-0002-3917-9963
  • Fikrun Najib Muzakki Faculty of Engineering, Universitas Muhammadiyah Ponorogo, Jalan Budi Utomo No. 10, Ponorogo 63471 https://orcid.org/0009-0003-1886-7948
  • Yoyok Winardi Faculty of Engineering, Universitas Muhammadiyah Ponorogo, Jalan Budi Utomo No. 10, Ponorogo 63471
  • Ida Widaningrum Faculty of Engineering, Universitas Muhammadiyah Ponorogo, Jalan Budi Utomo No. 10, Ponorogo 63471 https://orcid.org/0000-0002-5396-5987
  • Zulkarnain Zulkarnain Department of Physics Education, Universitas Muhammadiyah Mataram, Jalan KH Ahmad Dahlan No. 1, Mataram 83127
  • Abdurrouf Abdurrouf Department of Physics, Brawijaya University, Jalan Veteran, Malang 65145 https://orcid.org/0000-0003-0622-5158
  • Norhasnidawani Johari Malaysia-Japan International Institute of Technology, Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur 54100 https://orcid.org/0000-0002-0359-7637
  • Vannajan Sanghiran Lee Centre of Excellence in Quantum Information Science and Technology (QIST), Department of Chemistry, Faculty of Science, Universiti Malaya, 50603, Kuala Lumpur https://orcid.org/0000-0002-2911-7726
  • Darminto Darminto Department of Physics, Institut Teknologi Sepuluh Nopember, Kampus ITS Sukolilo, Surabaya 60111

Abstract

This study employed molecular dynamics simulations utilizing the ReaxFF force field to elucidate the mechanisms underlying methane decomposition and hydrogen generation on nickel clusters (Ni37, Ni55, and Ni80). The transformation of methane into valuable products, including carbon species and hydrogen molecules, is of considerable significance owing to the abundance of methane and its potential role as an atmospheric pollutant. The findings suggest that Ni37 clusters had the highest initial reactivity, although they deactivated swiftly; conversely, Ni55 and Ni80 exhibited more consistent reaction rates. The highest efficiency of hydrogen production per unit surface area was displayed by Ni55 clusters within 100,000 fs, demonstrating a balance between reactivity and stability. Methane dissociation on the Ni55 clusters occurred in multiple stages. Two distinct mechanisms for hydrogen formation were identified: simultaneous dissociation from methane and migration and the combination of hydrogen atoms on the cluster surface. Ni55 showed a substantially lower activation energy for methane dissociation at 0.5 eV than bulk nickel, suggesting a higher degree of reactivity. Conversely, the activation energy for hydrogen formation was 1.1 eV. These results highlight the potential of the Ni55 clusters as effective catalysts for hydrogen production and methane conversion

How to Cite

Rizal Arifin, Fikrun Najib Muzakki, Yoyok Winardi, Ida Widaningrum, Zulkarnain Zulkarnain, Abdurrouf Abdurrouf, Norhasnidawani Johari, Vannajan Sanghiran Lee, Darminto Darminto (2025). Investigation of Reaction Dynamics of Methane Reforming on Nickel Clusters Using Molecular Dynamics Simulations . Journal of Engineering and Technological Sciences, Vol. 57 No. 1 (2025): Vol. 57 No. 1 (2025): February, 66-77. https://doi.org/10.5614/j.eng.technol.sci.2025.57.1.5

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References

Abild-Pedersen, F., Lytken, O., Engbæk, J., Nielsen, G., Chorkendorff, I., & Nørskov, J. K. (2005). Methane activation on Ni(111): Effects of poisons and step defects. Surface Science, 590(2), 127–137. https://doi.org/10.1016/j.susc.2005.05.057

Aljaradin, M. (2012). Environmental Impact of Municipal Solid Waste Landfills in Semi-Arid Climates—Case Study – Jordan. The Open Waste Management Journal, 5(1), 28–39. https://doi.org/10.2174/1876400201205010028

Arifin, R., Zulkarnain, Abdurrouf, Winardi, Y., Riyanto, D., & Darminto (2024). Enhanced Production of Hydrogen via Catalytic Methane Decomposition on a Pt7-Ni (110) Substrate: A Reactive Molecular Dynamics Investigation. Clean Energy, 8(2), 168–176. https://doi.org/10.1093/ce/zkae017

Arifin, R., & Darminto, D. (2023). CH4dehydrogenation and H2formation on a Pt(100) Surface: An Insight From the Reactive Molecular Dynamics Simulations. New Journal of Chemistry, 47(24), 11444–11449. https://doi.org/10.1039/d3nj00693j

Arifin, R., Shibuta, Y., Shimamura, K., & Shimojo, F. (2015). First Principles Calculation of CH4 Decomposition on Nickel (111) Surface. The European Physical Journal B, 88(11). https://doi.org/10.1140/epjb/e2015-60557-7

Arifin, R., Winardi, Y., Zulkarnain, Abdurrouf, Darminto, Johari, N., & Selamat, A. (2025). Reactive Molecular Simulations of Catalytic Methane Decomposition on Ni (1 1 0) Surface. Chemical Engineering & Technology, 48(1), e202300445. https://doi.org/10.1002/ceat.202300445

Bebelis, S., Zeritis, A., Tiropani, C., & Neophytides, S. G. (2000). Intrinsic Kinetics of the Internal Steam Reforming of CH4over a Ni−YSZ−Cermet Catalyst−Electrode. Industrial & Engineering Chemistry Research, 39(12), 4920–4927. https://doi.org/10.1021/ie000350u

Casey, J. A., Cushing, L., Depsky, N., & Morello‐Frosch, R. (2021). Climate Justice and California’s Methane Superemitters: Environmental Equity Assessment of Community Proximity and Exposure Intensity. Environmental Science & Technology, 55(21), 14746–14757. https://doi.org/10.1021/acs.est.1c04328

Chen, Q., & Lua, A. C. (2020). Synthesis of Electroless Ni Catalyst Supported On SBA ‐15 for Hydrogen and Carbon Production by Catalytic Decomposition of Methane. International Journal of Energy Research, 45(2), 2810–2823. https://doi.org/10.1002/er.5975

Chenoweth, K., van Duin, A. C. T., & Goddard, W. A. (2008). ReaxFF Reactive Force Field for Molecular Dynamics Simulations of Hydrocarbon Oxidation. The Journal of Physical Chemistry A, 112(5), 1040–1053. https://doi.org/10.1021/jp709896w

Dipu, A. L. (2021). Methane Decomposition Into Co x ‐free Hydrogen Over a Ni‐based Catalyst: An Overview. International Journal of Energy Research, 45(7), 9858–9877. https://doi.org/10.1002/er.6541

Doye, J. P. K. , & J. Wales, D. (1998). Global minima for transition metal clusters described by Sutton–Chen potentials. New Journal of Chemistry, 22(7), 733–744. https://doi.org/10.1039/A709249K

Fujimoto, Y., & Ohba, T. (2022). Size-Dependent Catalytic Hydrogen Productionviamethane Decomposition and Aromatization at a Low-Temperature Using Co, Ni, Cu, Mo, and Ru Nanometals. Physical Chemistry Chemical Physics, 24(47), 28794–28803. https://doi.org/10.1039/d2cp03713k

Gallego-Villada, L. A., Perez-Sena, W. Y., Sánchez-Velandia, J. E., Cueto, J., del Mar Alonso-Doncel, M., Wärmå, J., Mäki-Arvela, P., Alarcón, E. A., Serrano, D. P., & Murzin, D. Yu. (2024). Synthesis of dihydrocarvone over dendritic ZSM-5 Zeolite: A comprehensive study of experimental, kinetics, and computational insights. Chemical Engineering Journal, 498, 155377. https://doi.org/10.1016/j.cej.2024.155377

Gamal, A., Eid, K., Kumar, D., & Kumar, A. (2021). Catalytic Methane Decomposition to Carbon Nanostructures and COx-Free Hydrogen: A Mini-Review. Nanomaterials, 11(5), 1226. https://doi.org/10.3390/nano11051226

Harbin, H., Unruh, D. K., Casadonte, D. J., & Khatib, S. J. (2023). Sonochemically Prepared Ni-Based Perovskites as Active and Stable Catalysts for Production of COx-Free Hydrogen and Structured Carbon. ACS Catalysis, 13(7), 4205–4220. https://doi.org/10.1021/acscatal.2c05672

Harrath, K., Yao, Z., Jiang, Y., Wang, Y., & Li, J. (2023). Activity Origin of the Nickel Cluster on TiC Support for Nonoxidative Methane Conversion. The Journal of Physical Chemistry Letters, 14(17), 4033–4041. https://doi.org/10.1021/acs.jpclett.3c00375

Hasnan, N. S. N., Pudukudy, M., Yaakob, Z., Kamarudin, N. H. N., Lim, K. L., & Timmiati, S. N. (2023). Promoting Effects of Copper and Iron on Ni/MSN Catalysts for Methane Decomposition. Catalysts, 13(7), 1067. https://doi.org/10.3390/catal13071067

Hasnan, N. S. N., Timmiati, S. N., Lim, K. L., Yaakob, Z., Kamaruddin, N. H. N., & Teh, L. P. (2020). Recent Developments in Methane Decomposition Over Heterogeneous Catalysts: An Overview. Materials for Renewable and Sustainable Energy, 9(2). https://doi.org/10.1007/s40243-020-00167-5

Iskandarov, A., & Tada, T. (2017). First-Principles Study of Dopant Effect on Hydrogen Oxidation in Anode of Solid Oxide Fuel Cell. ECS Transactions, 78(1), 1469–1475. https://doi.org/10.1149/07801.1469ecst

Kikuchi, R. (2002). Views on Methane Hydrate for Zero-Emission Energy. Energy & Environment, 13(1), 105–113. https://doi.org/10.1260/0958305021501100

Li, J., Croiset, E., & Ricardez‐Sandoval, L. A. (2013). Effect of Metal–Support Interface During CH4and H2Dissociation on Ni/Γ-Al2O3: A Density Functional Theory Study. The Journal of Physical Chemistry C, 117(33), 16907–16920. https://doi.org/10.1021/jp402421q

Li, K., Yin, C., Zheng, Y., He, F., Wang, Y., Jiao, M., & Tang, H. (2016). DFT Study on the Methane Synthesis From Syngas on a Cerium-Doped Ni(111) Surface. The Journal of Physical Chemistry C, 120(40), 23030–23043. https://doi.org/10.1021/acs.jpcc.6b07400

Liang, W., Chen, C., Dong, L., Tan, K., Feng, X., Liu, Y., Chen, X., Yang, C., & Shan, H. (2020). Revealing the Effect of Nickel Particle Size on Carbon Formation Type in the Methane Decomposition Reaction. Catalysts, 10(8), 890. https://doi.org/10.3390/catal10080890

Liu, Z., Grinter, D. C., Lustemberg, P. G., Nguyen‐Phan, T., Zhou, Y., Luo, S., Waluyo, I., Crumlin, E. J., Stacchiola, D., Zhou, J., Carrasco, J., Busnengo, H. F., Ganduglia‐Pirovano, M. V., Senanayake, S. D., & Rodríguez, J. A. (2016). Dry Reforming of Methane on a Highly‐Active Ni‐CeO2 Catalyst: Effects of Metal‐Support Interactions on C−H Bond Breaking. Angewandte Chemie, 55(26), 7455–7459. https://doi.org/10.1002/anie.201602489

Lu, X. (2021). Study on Comprehensive Utilization Technology of Low Concentration Coal Bed Methane. E3s Web of Conferences, 290, 03010. https://doi.org/10.1051/e3sconf/202129003010

Mueller, J. E., van Duin, A. C. T., & Goddard, W. A. I. (2010). Development and Validation of ReaxFF Reactive Force Field for Hydrocarbon Chemistry Catalyzed by Nickel. The Journal of Physical Chemistry C, 114(11), 4939–4949. https://doi.org/10.1021/jp9035056

Niu, J., Zhang, C., Liu, H., Jin, Y., Zhang, R., & Ran, J. (2023). Unraveling the effects of Ni particle size and facet on CH4 activation: From cluster to nanoparticle. International Journal of Hydrogen Energy, 48(51), 19486–19493. https://doi.org/10.1016/j.ijhydene.2023.02.044

Phichairatanaphong, O., Teepakakorn, P., Poo‐arporn, Y., Chareonpanich, M., & Donphai, W. (2021). Infiltrate Mesoporous Silica-Aluminosilicate Structure Improves Hydrogen Production via Methane Decomposition Over a Nickel-Based Catalyst. Industrial & Engineering Chemistry Research, 60(12), 4562–4574. https://doi.org/10.1021/acs.iecr.0c06355

Rad, L. F., Amini, M. R., Ahmadi, A., & Hoseinzadeh, S. (2022). Environmental and Economic Assessments of Hydrogen Utilization in the Transportation Sector of Iran. Chemical Engineering & Technology, 46(3), 435–446. https://doi.org/10.1002/ceat.202100500

Rao, C. N. R., Vijayakrishnan, V., Aiyer, H. N., Kulkarni, G. U., & Subbanna, G. N. (1993). An Investigation of Well-Characterized Small Gold Clusters by Photoelectron Spectroscopy, Tunneling Spectroscopy, and Cognate Techniques. The Journal of Physical Chemistry, 97(43), 11157–11160. https://doi.org/10.1021/j100145a006

Roshchanka, V., & Evans, M. (2014). Incentives for Methane Mitigation and Energy‐efficiency Improvements in the Case of Ukraine’s Natural Gas Transmission System. Earth S Future, 2(6), 321–330. https://doi.org/10.1002/2013ef000204

Sanchez‐Bastardo, N., Schlögl, R., & Ruland, H. (2021). Methane Pyrolysis for Zero-Emission Hydrogen Production: A Potential Bridge Technology From Fossil Fuels to a Renewable and Sustainable Hydrogen Economy. Industrial & Engineering Chemistry Research, 60(32), 11855–11881. https://doi.org/10.1021/acs.iecr.1c01679

Santos, J. M. d., Gomes, J. G., Antônio Carlos Daltro de Freitas, & Guiradello, R. (2022). An Analysis of the Methane Cracking Process for CO2-Free Hydrogen Production Using Thermodynamic Methodologies. Methane, 1(4), 243–261. https://doi.org/10.3390/methane1040020

Shelepova, E. V., Maksimova, T. A., Bauman, Y. I., Mishakov, I. V., & Vedyagin, A. A. (2022). Experimental and Simulation Study on Coproduction of Hydrogen and Carbon Nanomaterials by Catalytic Decomposition of Methane-Hydrogen Mixtures. Hydrogen, 3(4), 450–462. https://doi.org/10.3390/hydrogen3040028

Shen, X., Zhang, Z., & Zhang, D. H. (2016). Eight-Dimensional Quantum Dynamics Study of CH4 and CD4 Dissociation on Ni(100) Surface. The Journal of Physical Chemistry C, 120(36), 20199–20205. https://doi.org/10.1021/acs.jpcc.6b07265

Strizhenok, A. V., & Korelskiy, D. S. (2019). Estimation and Reduction of Methane Emissions at the Scheduled and Repair Outages of Gas-Compressor Units. Journal of Ecological Engineering, 20(1), 46–51. https://doi.org/10.12911/22998993/93943

Stukowski, A. (2009). Visualization and analysis of atomistic simulation data with OVITO–the Open Visualization Tool. Modelling and Simulation in Materials Science and Engineering, 18(1), 015012. https://doi.org/10.1088/0965-0393/18/1/015012

Sun, Z. (2024). Reinforcing Hydrogen and Carbon Nanotube Coproduction via Cr–O–Ni Catalyzed Methane Decomposition. Journal of Materials Chemistry A, 12(8), 4893–4902. https://doi.org/10.1039/d3ta06921d

van Duin, A. C. T., Dasgupta, S., Lorant, F., & Goddard, W. A. (2001). ReaxFF: A Reactive Force Field for Hydrocarbons. The Journal of Physical Chemistry A, 105(41), 9396–9409. https://doi.org/10.1021/jp004368u

van Duin, A. C. T., W.A. Goddard, M.M. Islam, van Schoot, H., T. Trnka, & A.L. Yakovlev. (n.d.). ReaxFF 2024.1 (Version 2024.1) [Computer software]. SCM. http://www.scm.com

Vlaskin, M. S. (2023). Thermal Decomposition of Methane in Capillary Tubes of Different Materials: Corundum, Titanium, Nickel, and Stainless Steel. Applied Sciences, 13(23), 12663. https://doi.org/10.3390/app132312663

Wang, H. Y., & Lua, A. C. (2012). Development of Metallic Nickel Nanoparticle Catalyst for the Decomposition of Methane Into Hydrogen and Carbon Nanofibers. The Journal of Physical Chemistry C, 116(51), 26765–26775. https://doi.org/10.1021/jp306519t

Wang, P., Wang, S., Lin, R.-B., Mou, X., & Ding, Y. (2021). Pre-Coking Strategy Strengthening Stability Performance of Supported Nickel Catalysts in Chloronitrobenzene Hydrogenation. Catalysts, 11(10), 1156. https://doi.org/10.3390/catal11101156

Yan, Q., Ketelboeter, T., & Cai, Z. (2022). Production of COx-Free Hydrogen and Few-Layer Graphene Nanoplatelets by Catalytic Decomposition of Methane Over Ni-Lignin-Derived Nanoparticles. Molecules, 27(2), 503. https://doi.org/10.3390/molecules27020503

Zeng, J., Tarazkar, M., Palmer, C., Gordon, M. J., Metiu, H., & McFarland, E. W. (2021). Initial Steps in CH4 Pyrolysis on Cu and Ni. The Journal of Physical Chemistry C, 125(34), 18665–18672. https://doi.org/10.1021/acs.jpcc.1c03606

Zhang, P., Yang, Y., Duan, X., Liu, Y., & Wang, S. (2021). Density Functional Theory Calculations for Insight into the Heterocatalyst Reactivity and Mechanism in Persulfate-Based Advanced Oxidation Reactions. ACS Catalysis, 11(17), 11129–11159. https://doi.org/10.1021/acscatal.1c03099

Author Biography

  • Fikrun Najib Muzakki, Faculty of Engineering, Universitas Muhammadiyah Ponorogo, Jalan Budi Utomo No. 10, Ponorogo 63471

    Department of Mechanical Engineering

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Date Log

Submitted
August 13, 2024
Accepted
January 9, 2025
Published
January 30, 2025

Keywords

  • activation energy
  • catalysis
  • hydrogen generation
  • methane decomposition
  • molecular dynamics
  • nickel cluster
  • ReaxFF force field

How to Cite

Investigation of Reaction Dynamics of Methane Reforming on Nickel Clusters Using Molecular Dynamics Simulations . (2025). Journal of Engineering and Technological Sciences, 57(1), 66-77. https://doi.org/10.5614/j.eng.technol.sci.2025.57.1.5