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Prediction capability of the trained neural network models as well as multivariate regression models was found to be strong and better than the existing most applied fragmentation prediction model.
Capability of the developed neural network models as well as multivariate regression models is determined by comparing predictions with measured mean particle size values and predictions based on one of the most applied fragmentation prediction models appearing in the blasting literature.
Collision-induced dissociation (CID) is one of the most widely applied fragmentation mode in which molecules are usually bombarded with an inert buffer gas to increase their internal vibrational energy and fragmentation occurs when enough energy is applied on the molecule.
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For these cases, electron-based fragmentation methods such as ECD and ETD can be applied, achieving fragmentation through neutralization of backbone protonation sites with thermal electrons (ECD) or radical anions (ETD).
It was also applied in fragmentation studies with different sets of retrosynthetic reactions and various compound libraries.
Parameters applied for fragmentation were minimum signal required 1000; isolation width (m/ z) 2.0; activation time 30 ms; normalized collision energy 35.0; and activation Q of 0.250.
Unintended in-source fragmentation (IS-CID) could be ruled out in these particular cases since no fragments were observed in the scans without applying HCD fragmentation.
According to the authors, C3 can be used to address data privacy by enforcing data storage in specific regions and by applying data fragmentation.
A synthetic spectrum was generated for the peptide in question (the theoretical spectrum) by applying simple fragmentation rules and this was compared to the observed spectrum as a spectrum match.
Low energy collision-induced dissociation (CID) was performed on isolated peptide ions by applying a fragmentation amplitude of 0.6 V. Generally, MS/MS spectra were the sum of four scans ranging from m/z 100 to m/z 2200 at a scan rate of 26,000 (m/z)/s.
The method is applied to the fragmentation of a single spherical rock fragment, to an irregularly shaped rock fragment, and to the crushing of an array of spherical rock fragments.
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