\begin{document}$8 \leq Z \leq 134 $\end{document} and neutron numbers \begin{document}$N \geq 8$\end{document}. Additionally, we discuss the impact of nuclear quadrupole deformation parameters on the capture cross-sections in heavy-ion fusion reactions, reconstructing the capture cross-sections for the reactions \begin{document}$^{48}{\rm{Ca}} + ^{244}{\rm{Pu}}$\end{document} and \begin{document}$^{48}{\rm{Ca}} + ^{248}{\rm{Cm}}$\end{document}. This research offers new insights into the application of neural networks in nuclear physics and highlights the potential of merging advanced machine learning techniques with both theoretical and experimental data, particularly in fields where experimental data are limited."> Transfer learning and neural networks in predicting quadrupole deformation -
  • [1]

    A. Bohr and B. Mottelson,Nuclear Structure, 2nd ed. (World Scientific Publishing Company, 1998)

  • [2]

    X.-H. Fan, Z.-X. Yang, P.-H. Chenet al., Phys. Rev. C108, 034607 (2023)

  • [3]

    M. Bender, G. F. Bertsch, and P.-H. Heenen, Phys. Rev. C73, 034322 (2006)

  • [4]

    W. Andrejtscheff and P. Petkov, Phys. Rev. C48, 2531 (1993)

  • [5]

    G. Giacalone, Phys. Rev. C102, 024901 (2020)

  • [6]

    G. Adamian, N. Antonenko, W. Scheidet al., Nucl. Phys. A627, 361 (1997)

  • [7]

    N. Wang, J.-q. Li, and E.-g. Zhao, Phys. Rev. C78, 054607 (2008)

  • [8]

    X. J. Bao, Y. Gao, J. Q. Liet al., Phys. Rev. C91, 011603 (2015)

  • [9]

    L. Zhu, W.-J. Xie, and F.-S. Zhang, Phys. Rev. C89, 024615 (2014)

  • [10]

    F. Li, L. Zhu, Z.-H. Wuet al., Phys. Rev. C98, 014618 (2018)

  • [11]

    C. Shen, Y. Abe, D. Boilleyet al., Int. J. Mod. Phys. E17, 66 (2008)

  • [12]

    C. Shen, G. Kosenko, and Y. Abe, Phys. Rev. C66, 061602 (2002)

  • [13]

    L. Liu, C. Shen, Q. Liet al., Eur. Phys. J. A52, 35 (2016)

  • [14]

    A. S. Umar, V. E. Oberacker, J. A. Maruhnet al., Phys. Rev. C81, 064607 (2010)

  • [15]

    K. Sekizawa and K. Hagino, Phys. Rev. C99, 051602 (2019)

  • [16]

    A. S. Umar and V. E. Oberacker, Phys. Rev. C77, 064605 (2008)

  • [17]

    Z.-H. Liu and J.-D. Bao, Phys. Rev. C87, 034616 (2013)

  • [18]

    P. Möller, A. J. Sierk, T. Ichikawaet al., At. Data Nucl. Data Tables109, 1 (2016)

  • [19]

    H. Koura, T. Tachibana, M. Unoet al., Progress Theor. Phys.113, 305 (2005)

  • [20]

    N. Wang, M. Liu, X. Wuet al., Phys. Lett. B734, 215 (2014)

  • [21]

    Q.-S. Zhang, Z.-M. Niu, Z.-P. Liet al., Front. Phys.9, 529 (2014)

  • [22]

    S. Goriely, N. Chamel, and J. M. Pearson, Phys. Rev. C88, 061302 (2013)

  • [23]

    J. Duflo and A. Zuker, Phys. Rev. C52, R23 (1995)

  • [24]

    P. Hála, arXiv: 1412.8341

  • [25]

    C.-Q. Li, C.-N. Tong, H.-J. Duet al., Phys. Rev. C105, 064306 (2022)

  • [26]

    A. E. Lovell, A. T. Mohan, T. M. Sprouseet al., Phys. Rev. C106, 014305 (2022)

  • [27]

    Z. M. Niu and H. Z. Liang, Phys. Rev. C106, L021303 (2022)

  • [28]

    Z.-X. Yang, X.-H. Fan, Z.-P. Liet al., Phys. Lett. B848, 138359 (2024)

  • [29]

    R.-D. Lasseri, D. Regnier, J.-P. Ebranet al., Phys. Rev. Lett.124, 162502 (2020)

  • [30]

    S. Akkoyun, T. Bayram, S. Kara, and N. Yildiz, Phys. Part. Nuclei Lett.10, 528 (2013)

  • [31]

    K. Weiss, T. M. Khoshgoftaar, and D. Wang, J. Big Data3, 1 (2016)

  • [32]

    F. Zhuang, Z. Qi, K. Duanet al., Proc. IEEE109, 43 (2020)

  • [33]

    S. J. Pan and Q. Yang, IEEE T. Knowl. Data Eng.22, 1345 (2010)

  • [34]

    Y. Bengio, inProceedings of ICML Workshop on Unsupervised and Transfer Learning, Proceedings of Machine Learning Research, Vol. 27, edited by I. Guyon, G. Dror, V. Lemaire, G. Taylor, and D. Silver (PMLR, Bellevue, Washington, USA, 2012), pp. 17–36

  • [35]

    Z.-X. Yang, X.-H. Fan, Z.-P. Liet al., Phys. Lett. B840, 137870 (2023a)

  • [36]

    Z.-X. Yang, X.-H. Fan, T. Naitoet al., Phys. Rev. C108, 034315 (2023b)

  • [37]

    V. I. Zagrebaev, Phys. Rev. C64, 034606 (2001)

  • [38]

    V. I. Zagrebaev, Phys. Rev. C67, 061601 (2003)

  • [39]

    C. Y. Wong, Phys. Rev. Lett.31, 766 (1973)

  • [40]

    D. L. Hill and J. A. Wheeler, Phys. Rev.89, 1102 (1953)

  • [41]

    Z.-Q. Feng, G.-M. Jin, F. Fuet al., Nucl. Phys. A771, 50 (2006)

  • [42]

    W. D. Myers and W. J. Swiatecki, Nucl. Phys.81, 1 (1966)

  • [43]

    National Nuclear Data Center, “Nudat 3, ” (2024), accessed: 2024-01-09.

  • [44]

    K. Zhang, M.-K. Cheoun, Y.-B. Choiet al., At. Data Nucl. Data Tables144, 101488 (2022)

  • [45]

    M. Itkis, G. Knyazheva, I. Itkiset al., Eur. Phys. J. A58, 178 (2022)

Baidu
map