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In the present work the inverse problem of gas–liquid interface adsorption isotherm identification is investigated using a combination of an artificial neural network (ANN), and the Levenberg–Marquardt (LM) and the simulated annealing (SA) methods.

Acknowledgements

The authors acknowledge the financial support provided by CNPq, Conselho Nacional de Desenvolvimento Científico e Tecnológico, FAPERJ, Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro, and CAPES, Coordenação de Aperfeiçoamento de Pessoal de Nível Superior.