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Though prediction abilities vary depending on the type of disaster (volcanologists have it much tougher than meteorologists), many of the current inefficiencies can be attributed to limitations of financial cost, computer processing power, and the complexity of analyzing vast amounts of data — all problems that will be overcome with time.
Therefore, MLR was investigated as possible alternative, and its prediction abilities were compared with ANN models.
MLR is investigated as possible alternative and its prediction abilities were compared with ANNs.
The prediction abilities ranged for the T2 scenario from 0.33 to 0.58 (Fig. 3).
The prediction abilities of ANN with different pre-processing procedure to the input variables were compared.
Both connectionist and ANFIS models exhibited superior prediction abilities than the classical MLR model.
The proposed preprocessing proved to significantly improve prediction abilities through removal of uncorrelated data.
The shear strain-based critical plane approaches, especially Wu Hu Song (WHS) approach show better life prediction abilities.
The prediction abilities of the models were then evaluated using the spectra of an external test set (24 samples).
We analyse the model assumptions, prediction abilities and extrapolations, and compare the results with recent studies in the literature.
A critical role of QM-DFT descriptors for the more accurate prediction abilities of the models is demonstrated.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com