Genetic algorithm based support vector machine regression for prediction of SARA analysis in crude oil samples using ATR-FTIR spectroscopy
Mahsa Mohammadi, Mohammadreza Khanmohammadi Khorrami, Ali Vatani, Hossein Ghasemzadeh, Hamid Vatanparast, Alireza Bahramian, Afshin Fallah
Topics & Concepts
Support vector machineAttenuated total reflectionCalibrationMean squared errorCoefficient of determinationFourier transform infrared spectroscopyPartial least squares regressionCorrelation coefficientRegression analysisCrude oilAsphalteneOil fieldGenetic algorithmLinear regressionMathematicsAnalytical Chemistry (journal)Infrared spectroscopyBiological systemChemistryChromatographyStatisticsArtificial intelligenceComputer scienceEngineeringPetroleum engineeringOrganic chemistryMathematical optimizationChemical engineeringBiologySpectroscopy and Chemometric AnalysesSpectroscopy Techniques in Biomedical and Chemical ResearchAdvanced Chemical Sensor Technologies