Issues

 / 

2024

 / 

vol. 22 / 

issue 1

 



Download the full version of the article (in PDF format)

MOHAMMAD IMRAN AZIZ

Machine Learning of the Physicothermal Properties of Graphene
31–39 (2024)

PACS numbers: 63.22.Rc, 65.40.Ba, 65.40.De, 65.80.Ck, 81.05.ue

Graphene is the emerging area of nanomaterials due to their prospect for coming generation electronic devices. Various studies of graphene have been carried out to investigate the phonon properties, elastic properties. However, the physicothermal properties such as heat capacity and Gruneisen parameter have been neglected. The Gruneisen parameter is the main physical parameter in thermal expansion mechanisms. These parameters are generally positive for some modes, but they are found to be negative for q values in high-symmetry directions. They are found negative for acoustic mode in case of graphene. The Debye model for the specific heat at low temperatures is also taken into account for acoustic branches. The heat capacity of the graphene is also computed. Physicothermal properties investigated by PYTHON program is agreed very close with the result of other researchers.

KEY WORDS: Hamiltonian mechanics, harmonic oscillators, heat capacity, thermal properties of graphene

DOI:  https://doi.org/10.15407/nnn.22.01.031

REFERENCES
  1. J. W. Evans, P. A. Thiel, and M. C. Bartelt, Surface Science Reports, 61, No. 1: 1 (2006); https://doi.org/10.1016/j.surfrep.2005.08.004
  2. K. S. Novoselov, A. K. Geim, S. V. Morozov, D. Jiang, Y. Zhang, S. V. Dubonos, I. V. Grigorieva, and A. A. Firsov, Science, 306, No. 5696: 666 (2004); https://doi/10.1126/science.1102896
  3. A. K. Geim and K. S. Novoselov, Nat. Mater., 6: No. 5: 183 (2007); https://doi.org/10.1038/nmat1849
  4. L. M. Woods and G. D. Mahan, Physical Review B, 61: 10651 (2000); https://doi.org/10.1103/PhysRevB.61.10651
  5. E. S. R. Gopal, Specific Heats at Low Temperatures (New York: Plenum Press: 1966); https://doi.org/10.1007/978-1-4684-9081-7
  6. Seymur Cahangirov, Hasan Sahin, Guy Le Lay, and Angel Rubio, Introduction to the Physics of Silicene and Other 2D Materials (Springer: 2016); https://doi.org/10.1007/978-3-319-46572-2
  7. Sumit Saxena, Raghvendra Pratap Chaudhary, and Shobha Shukla, Scientific Reports, 6: 31073 (2016); https://doi.org/10.1038/srep31073
  8. Gour P. Dasa, Parul R. Raghuvanshi, and Amrita Bhattacharya, 9th International Conference on Materials Structure and Micromechanics of Fracture Phonons and Lattice Thermal Conductivities of Graphene Family (2019), vol. 23, p. 334.
  9. Olfa Boussaid, Ahlem Boussaid, and Mustapha Fnaiech, Silicon, 10: 2307 (2018); https://doi.org/10.1007/s12633-018-9765-8
  10. Bo Peng, Hao Zhang, Hezhu Shao,Yuanfeng Xu, Gang Ni, Rongjun Zhang, and Heyuan Zhu, Phys. Rev. B, 94: 245420 (2016); https://doi.org/10.1103/PhysRevB.94.245420
  11. Bo Peng, Hao Zhang, Hezhu Shao, Yuchen Xu, Xiangchao Zhang, and Heyuan Zhu, Scientific Reports, 6: 20225 (2016); https://doi.org/10.1038/srep20225
  12. Kamlesh Kumar and M. Imran Aziz, American Journal of Nanosciences, 8, No. 1: 8 (2022); https://doi.org/10.11648/j.ajn.20220801.12
  13. Xu-Jin Ge, Kai-Lun Yao, and Jing-Tao L?, Phys. Rev. B, 94: 165433 (2016); https://doi.org/10.1103/PhysRevB.94.165433
  14. Kamlesh Kumar, M. Imran Aziz, and Nafis Ahmad, IJSRST, 9, No. 2: 323 (2022); https://doi.org/10.32628/IJSRST229259
  15. Kamlesh Kumar, Mohammad Imran Aziz, Khan Ahmad Anas, American Journal of Nanosciences, 8, No. 2: 13 (2022); https://doi.org/10.11648/j.ajn.20220802.11
  16. Kamlesh Kumar, Mohammad Imran Aziz, Khan Ahmad Anas, and Rahul Kumar Mishra, American Journal of Nanosciences, 8, No. 3: 37 (2022); https://doi.org/10.11648/j.ajn.20220803.12
  17. Sarita Mann, Ranjan Kumar, and V. K. Jindal, RSC Adv., 7: 22378 (2017); https://doi.org/10.1039/C7RA01591G
  18. Eric Pop, Vikas Varshney, and Ajit K. Roy, MRS Bull., 37: 1273 (2012); https://doi.org/10.1557/mrs.2012.203
.
Creative Commons License
This article is licensed under the Creative Commons Attribution-NoDerivatives 4.0 International License
©2003—2024 NANOSISTEMI, NANOMATERIALI, NANOTEHNOLOGII G. V. Kurdyumov Institute for Metal Physics of the National Academy of Sciences of Ukraine.

E-mail: tatar@imp.kiev.ua Phones and address of the editorial office About the collection User agreement