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Artificial Neural Networks and Concentration Residual Augmented Classical Least Squares for the Simultaneous Determination of Diphenhydramine, Benzonatate, Guaifenesin and Phenylephrine in their Quaternary Mixture
Darwish, Hany W.; Metwally, Fadia H.; El Bayoumi, Abdelaziz & Ashour, Ahmed A.
Abstract
Purpose: To develop two multivariate calibration methods for the simultaneous spectrophotometric
determination of a quaternary mixture composed of diphenhydramine HCl, benzonatate, guaifenesin
and phenylephrine HCl in Bronchofree ™ capsules in the ratio of 2.5 : 10 : 10 : 1, respectively.
Methods: Novel artificial neural networks (ANNs) and concentration residual augmented classical least
squares (CRACLS) methods were developed for the quantitative determination of the quaternary
mixture. For proper analysis, a four-level, four-factor experimental design was established resulting in a
training set of 16 mixtures containing different ratios of the four analytes. A validation set consisting of
six mixtures was used to validate the prediction ability of the suggested models.
Results: ANNs and CRACLS methods were successfully applied for the analysis of raw materials and
capsules. For ANNs method, % recovery of diphenhydramine HCl, benzonatate, guaifenesin and
phenylephrine HCl in the capsules was 102.21 ± 1.34, 100.30 ± 1.17, 99.31 ± 2.00 and 98.50 ± 1.27,
respectively. On the other hand, % recovery of the four analytes by CRACLS was 99.84 ± 2.22, 100.07
± 0.63, 98.37 ± 1.42 and 97.99 ± 0.96, respectively.
Conclusion: The proposed methods can be applied for the quantitative determination of the four
components without interference from excipients, thus obviating the need for preliminary extraction of
analytes from the pharmaceutical formulation. The ability of the methods to deconvolute the highly
overlapped UV spectra of the four components’ mixtures using low-cost and easy-to-handle instruments
such as UV spectrophotometer is also an advantage.
Keywords
Artificial neural networks; Concentration residual augmented classical least squares; Quaternary mixture; Simultaneous determination
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