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New measurement of $^{51}$V($γ$,1n) cross section through the refined monochromatic cross section extraction method

Zi-Rui Hao, Gong-Tao Fan, Qian-Kun Sun, Hong-Wei Wang, Hang-Hua Xu, Long-Xiang Liu, Yue Zhang, Yu-Xuan Yang, Kai-Jie Chen, Zhi-Cai Li, Pu Jiao, Meng-Die Zhou, Shan Ye, Zhen-Wei Wang, Xiang-Fei Wang, Meng-Ke Xu, Yu-Long Shen, Chang Yang, Jia-Wen Ding

TL;DR

The paper tackles the long-standing puzzle of the Giant Dipole Resonance (GDR) structure in $^{51}$V, where photoneutron data had suggested either a single peak or a split-peak pattern around the GDR energy. It introduces a refined monochromatic cross section extraction method by integrating Polynomial Regression and Support Vector Regression into an unfolding framework, enabling stable extrapolation of $\sigma$ from the measured energy spectrum across $S_{ m n}$ to $E_{\max}$ at the SLEGS facility. The results show a single broad peak for $^{51}$V($\gamma$,1n) in the GDR region, aligning with spherical/near-spherical shapes, while deliberately overfitted SVR reconstructions reproduce multi-peak structures similar to older datasets, indicating the splitting in those data is likely an unfolding artifact. The study provides a robust, generalizable unfolding framework for monoenergetic cross-section extraction at LCSS facilities and offers a methodological basis for resolving deformation in nuclei and refining $\gamma$-strength-function inputs.

Abstract

The Giant Dipole Resonance (GDR) in $^{51}$V has been a long-term conflicting interpretation, with existing photoneutron cross section data suggesting either a single peak or a pronounced splitting, leading to opposite conclusions on nuclear deformation. A new measurement of the $^{51}$V($γ$,1n) cross section, performed at the Shanghai Laser Electron Gamma Source (SLEGS) facility, employs a refined monochromatic cross section extraction method. By integrating Polynomial Regression and Support Vector Regression (SVR) for robust interpolation and extrapolation, the new extracted monoenergetic cross sections exhibit a single, broad peak with no evidence of GDR splitting. This result provides new support for a spherical or near-spherical shape of $^{51}$V. Furthermore, we found that deliberately overfitting the data using an SVR model reproduces multi-peak structures similar to those reported in historical datasets, implying that the previously claimed splitting might originated from analysis artifacts rather than physical phenomena.

New measurement of $^{51}$V($γ$,1n) cross section through the refined monochromatic cross section extraction method

TL;DR

The paper tackles the long-standing puzzle of the Giant Dipole Resonance (GDR) structure in V, where photoneutron data had suggested either a single peak or a split-peak pattern around the GDR energy. It introduces a refined monochromatic cross section extraction method by integrating Polynomial Regression and Support Vector Regression into an unfolding framework, enabling stable extrapolation of from the measured energy spectrum across to at the SLEGS facility. The results show a single broad peak for V(,1n) in the GDR region, aligning with spherical/near-spherical shapes, while deliberately overfitted SVR reconstructions reproduce multi-peak structures similar to older datasets, indicating the splitting in those data is likely an unfolding artifact. The study provides a robust, generalizable unfolding framework for monoenergetic cross-section extraction at LCSS facilities and offers a methodological basis for resolving deformation in nuclei and refining -strength-function inputs.

Abstract

The Giant Dipole Resonance (GDR) in V has been a long-term conflicting interpretation, with existing photoneutron cross section data suggesting either a single peak or a pronounced splitting, leading to opposite conclusions on nuclear deformation. A new measurement of the V(,1n) cross section, performed at the Shanghai Laser Electron Gamma Source (SLEGS) facility, employs a refined monochromatic cross section extraction method. By integrating Polynomial Regression and Support Vector Regression (SVR) for robust interpolation and extrapolation, the new extracted monoenergetic cross sections exhibit a single, broad peak with no evidence of GDR splitting. This result provides new support for a spherical or near-spherical shape of V. Furthermore, we found that deliberately overfitting the data using an SVR model reproduces multi-peak structures similar to those reported in historical datasets, implying that the previously claimed splitting might originated from analysis artifacts rather than physical phenomena.

Paper Structure

This paper contains 9 sections, 6 equations, 8 figures, 1 table.

Figures (8)

  • Figure 1: Schematic diagram of the experimental setup for photoneutron cross section measurements.
  • Figure 2: The incident $\gamma$-ray spectra used in the measurement, normalized to one hour. The consistency between the measured and reconstructed spectra for a representative case is exemplified in the inset.
  • Figure 3: The converged MSE between $\sigma_{\rm{exp}}$ and $\sigma_{\rm{f}}^{i+1}$ as a function of the polynomial degree.
  • Figure 4: Unfolded cross section for $^{51}$V($\gamma$,n)$^{50}$V (a) and its ratios (b) obtained from Polynomial Regression and SVR models with two different regularization strengths $\it{C}$.
  • Figure 5: The final converged MSE values of the unfolding iteration for different combinations of the SVR hyperparameters $\it{C}$ and $\it{\Gamma}$ (RBF kernel). A region of optimal performance (MSE $\approx$ 0.3) is found for $\it{\Gamma}$ = 0.15 and $\it{C}$ between 2000 and 10000.
  • ...and 3 more figures