Process intensification of hydrogen production by catalytic steam methane reforming: Performance analysis of multilayer perceptron-artificial neural networks and nonlinear response surface techniques

Chemical activation; Errors; Gradient methods; Hydrogen production; Hyperbolic functions; Mean square error; Methane; Nonlinear analysis; Sensitivity analysis; Steam; Steam reforming; Surface properties; Activation functions; Artificial neurons; Gradient-descent; Multilayers perceptrons; Network res...

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Bibliographic Details
Main Authors: Ayodele B.V., Alsaffar M.A., Mustapa S.I., Adesina A., Kanthasamy R., Witoon T., Abdullah S.
Other Authors: 56862160400
Format: Article
Published: Institution of Chemical Engineers 2023
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Summary:Chemical activation; Errors; Gradient methods; Hydrogen production; Hyperbolic functions; Mean square error; Methane; Nonlinear analysis; Sensitivity analysis; Steam; Steam reforming; Surface properties; Activation functions; Artificial neurons; Gradient-descent; Multilayers perceptrons; Network response; Non-linear response; Nonlinear response surface technique; Performance; Process intensification; Response surface techniques; Multilayer neural networks