Optimization of HS-SPME Using Artificial Neural Network and Response Surface Methodology in Combination with Experimental Design for Determination of Volatile Components by Gas Chromatography-Mass Spectrometry in Korla Pear Juice

作者: Fang Zhang , Ping Zhan , Honglei Tian , Zhisheng Wei , Peng Wang

DOI: 10.1007/S12161-018-1173-6

关键词:

摘要: In this study, the effects of five fibers on volatile compounds Korla pear (Pyrus bretschneideri rehd) juice were studied. Four main extraction parameters headspace solid-phase micro-extraction, namely, sample amount, temperature, time, and salt addition, optimized for first time using response surface methodology (RSM) artificial neural network-genetic algorithm (ANN-GA). The prediction generalization ability RSM ANN models same experimental design compared. absolute average deviations 0.458 0.313, correlation coefficients 0.927 0.978, respectively. These results indicated that 65-μm PDMS/DVB fiber is best SPME juice. model exhibited more accurate better capabilities than model, optimum conditions obtained by GA those RSM. addition 5.33 g, 45 °C, 25 min, 11.8% amount sample, Under conditions, content nine compounds, including propanoic acid ethyl ester, 1-hexanal, butanoic 1-hexanol, (E)-2-hexenal, hexanoic 2-hexenal, 1-nonanal, acetic was 3.37 ± 0.23 μg/g.

参考文章(35)
Liang Zhao, Yongtao Wang, Xiaotong Hu, Zhijian Sun, Xiaojun Liao, Korla pear juice treated by ultrafiltration followed by high pressure processing or high temperature short time Lwt - Food Science and Technology. ,vol. 65, pp. 283- 289 ,(2016) , 10.1016/J.LWT.2015.08.011
Liseth Ferreira, Rosa Perestrelo, Michael Caldeira, José S. Câmara, Characterization of volatile substances in apples from Rosaceae family by headspace solid-phase microextraction followed by GC-qMS Journal of Separation Science. ,vol. 32, pp. 1875- 1888 ,(2009) , 10.1002/JSSC.200900024
Beata Plutowska, Tomasz Chmiel, Tomasz Dymerski, Waldemar Wardencki, A headspace solid-phase microextraction method development and its application in the determination of volatiles in honeys by gas chromatography Food Chemistry. ,vol. 126, pp. 1288- 1298 ,(2011) , 10.1016/J.FOODCHEM.2010.11.079
Vívian Maria Burin, Stéphanie Marchand, Gilles de Revel, Marilde T. Bordignon-Luiz, Development and validation of method for heterocyclic compounds in wine: optimization of HS-SPME conditions applying a response surface methodology. Talanta. ,vol. 117, pp. 87- 93 ,(2013) , 10.1016/J.TALANTA.2013.08.037
Thadikamala Sathish, Reddy Shetty Prakasham, Enrichment of glutaminase production by Bacillus subtilis RSP‐GLU in submerged cultivation based on neural network—genetic algorithm approach Journal of Chemical Technology & Biotechnology. ,vol. 85, pp. 50- 58 ,(2010) , 10.1002/JCTB.2267
Honglei Tian, Ping Zhan, Zeyuan Deng, Haiyan Yan, Xinrong Zhu, Development of a flavour fingerprint by GC-MS and GC-O combined with chemometric methods for the quality control of Korla pear (Pyrus serotina Reld) International Journal of Food Science and Technology. ,vol. 49, pp. 2546- 2552 ,(2014) , 10.1111/IJFS.12584