Multivariate modeling and optimization of Cr(VI) adsorption onto carbonaceous material via response surface models assisted with multiple regression analysis and particle swarm embedded neural network
Hammad Khan, Sajjad Hussain, Sajjad Hussain, Syed Fawad Hussain, Syed Fawad Hussain, Saima Gul, Atif Ahmad, Sana Ullah
Topics & Concepts
Mean squared errorAdsorptionResponse surface methodologyMathematicsLinear regressionCoefficient of determinationParticle swarm optimizationApproximation errorStandard deviationBiological systemHexavalent chromiumPhysisorptionRegression analysisChemistryLangmuir adsorption modelNonlinear regressionCorrelation coefficientStatisticsAlgorithmChromiumPhysical chemistryOrganic chemistryBiologyAdsorption and biosorption for pollutant removalAnalytical chemistry methods developmentWater Quality Monitoring and Analysis