Near infrared spectroscopy in combination with appropriate chemometric methods is an effective technique for quantitative analysis of parameters of interest for the pharmaceutical industry. In this study, the artificial neural network (ANN) was applied to monitor critical parameters (compression force, tablet hardness, mean particle size, and active pharmaceutical ingredient concentration of tablets) in the process of naproxen pharmaceutical preparation. The performance of ANN was compared to linear methods (partial least squares regression (PLS) and synergy interval partial squares (siPLS)). The ANN models for compression force, tablet hardness, mean particle size, and active pharmaceutical ingredient concentration of tablets yielded the low root mean square error of prediction (RMSEP) values of 0.936 KN, 0.302 kg, 4.49 mg, and 2.14 mu m, respectively. The predictive ability of the PLS model was improved by siPLS with selection of spectral regions and the best performance among all calibration methods was showed by the nonlinear method (ANN). Effective models were built by using these approaches using near infrared spectroscopy.
机构:
China Food & Drug Adm, Natl Inst Food & Drug Control, 2 Tiantan Xili, Beijing 100050, Peoples R ChinaChina Food & Drug Adm, Natl Inst Food & Drug Control, 2 Tiantan Xili, Beijing 100050, Peoples R China
Nie, Lixing
Dai, Zhong
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China Food & Drug Adm, Natl Inst Food & Drug Control, 2 Tiantan Xili, Beijing 100050, Peoples R ChinaChina Food & Drug Adm, Natl Inst Food & Drug Control, 2 Tiantan Xili, Beijing 100050, Peoples R China
Dai, Zhong
Ma, Shuangcheng
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China Food & Drug Adm, Natl Inst Food & Drug Control, 2 Tiantan Xili, Beijing 100050, Peoples R ChinaChina Food & Drug Adm, Natl Inst Food & Drug Control, 2 Tiantan Xili, Beijing 100050, Peoples R China
机构:
Sandia Natl Labs, Organ Mat Sci, Albuquerque, NM 87185 USA
Sandia Natl Labs, Organ Mat Sci Dept, 1853 POB 5800,MS 1411, Albuquerque, NM 87185 USASandia Natl Labs, Organ Mat Sci, Albuquerque, NM 87185 USA
Linde, Erik
Celina, Mathew C.
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Sandia Natl Labs, Organ Mat Sci, Albuquerque, NM 87185 USASandia Natl Labs, Organ Mat Sci, Albuquerque, NM 87185 USA
Celina, Mathew C.
Appelhans, Leah N.
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Sandia Natl Labs, Organ Mat Sci, Albuquerque, NM 87185 USASandia Natl Labs, Organ Mat Sci, Albuquerque, NM 87185 USA
Appelhans, Leah N.
Roach, Devin J.
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Adv Mat Lab, Sandia Natl Labs, Albuquerque, NM 87185 USASandia Natl Labs, Organ Mat Sci, Albuquerque, NM 87185 USA
Roach, Devin J.
Cook, Adam W.
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Adv Mat Lab, Sandia Natl Labs, Albuquerque, NM 87185 USA
Sandia Natl Labs, Adv Mat Lab Dept, 1815 POB 5800,MS 1349, Albuquerque, NM 87185 USASandia Natl Labs, Organ Mat Sci, Albuquerque, NM 87185 USA