Review

  • Journal of Nuclear Fuel Cycle and Waste Technology
  • Volume 23(3); 2025
  • Article

Research Paper

Journal of Nuclear Fuel Cycle and Waste Technology 2025;23(3):331-342. Published online: Sep, 30, 2025

Evaluation of Nonlinear and Polynomial Efficiency Models Based on Triple-to-Double Coincidence Ratio in Liquid Scintillation Counting

  • Dongtak Chang1,3, Byungman Kang2, Tae-Hyeong Kim2, Junhyuck Kim2, Dong Woo Lee1,2, Sang Ho Lim1,2, Jong-Yun Kim1,2,* Jeongmook Lee1,2,*

    1University of Science and Technology, 217, Gajeong-ro, Yuseong-gu, Daejeon 34113, Republic of Korea
    2Korea Atomic Energy Research Institute, 111, Daedeok-daero 989beon-gil, Yuseong-gu, Daejeon 34057, Republic of Korea
    3Korasol Co., Ltd., 42, Deogam-ro 213beon-gil, Daedeok-gu, Daejeon 34329, Republic of Korea
Abstract

This study evaluates calibration models for the triple-to-double coincidence ratio (TDCR) method in liquid scintillation counting, focusing on the relationship between TDCR values and detection efficiency for 3H and 14C. Four datasets were analyzed: three reconstructed from published literature and one obtained through original experimental measurements. A nonlinear core function (CF) model was compared with first- to third-order polynomial regressions. Model performance was assessed using root mean squared error (RMSE), mean absolute error (MAE), symmetric mean absolute percentage error (SMAPE), and the Akaike and Bayesian information criteria (AIC and BIC). While the CF model showed superior performance for 3H due to its inherently nonlinear response, simpler polynomial models—particularly linear and quadratic—yielded comparable accuracy for 14C across all datasets. These models also enable analytical uncertainty propagation and offer greater numerical stability. The findings support a model selection strategy that emphasizes simplicity and parameter parsimony without sacrificing accuracy. This work highlights the practical advantage of selecting the least complex model that sufficiently captures the efficiency–TDCR relationship.

Keywords

Liquid scintillation counting, Triple-to-double coincidence ratio, Effieiciency model, Calibration