Scintillation detectors are essential tools for radiation measurement, but calibrating them accurately can be challenging, especially when full-energy peaks are not prominent. This is common in detectors like plastic scintillators. Current methods for calibrating these detectors often require manual adjustments. To address this, we propose a new method called the convolution model. This model accurately calibrates the energy-channel relationship of the Compton edge in various detectors. We tested it with plastic scintillator BC408, NaI crystal, and LaBr$_3$ crystal. Using ${}^{137}$Cs radioactive sources, we calibrated NaI and LaBr$_3$ detectors using full-energy peaks, then applied the convolution model to fit the Compton edge. Our results show errors within 1\% when compared to full-energy peak calibration.
Comment: 17 pages, 8 figures. This article proposes a convolution model for accurately fitting the energy-channel relationship of the Compton edge in scintillation detectors, validated through experiments with plastic scintillator BC408, NaI crystal, and LaBr$_3$ crystal, showcasing errors within 1% when compared to full-energy peak calibration methods