Version which predicts mean / median energy with MVA regression.
It accounts for saturation at a first check, using main dependence on cluster RMS and local density.
Big limitation: it only works in the limited phase space of the training, which is Fe55 driven, so track length is in reality spot-like, and the apparent energy range spanned by using the HV span is [2.1-5.9] keV at 440V (i.e. integral [4.8k - 13.2k])
Validation that it does not create phase-space border effects on golden dataset in the energy range of the training:
Version which predicts mean / median energy with MVA regression. It accounts for saturation at a first check, using main dependence on cluster RMS and local density.
Big limitation: it only works in the limited phase space of the training, which is Fe55 driven, so track length is in reality spot-like, and the apparent energy range spanned by using the HV span is [2.1-5.9] keV at 440V (i.e. integral [4.8k - 13.2k])
Validation that it does not create phase-space border effects on golden dataset in the energy range of the training: