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Use of near-infrared spectroscopy and least-squares support vector machine to determine quality change of tomato juice 被引量:1
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作者 Li-juan XIE Yi-bin YING 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2009年第6期465-471,共7页
Near-infrared (NIR) transmittance spectroscopy combined with least-squares support vector machine (LS-SVM) was investigated to study the quality change of tomato juice during the storage. A total of 100 tomato juice s... Near-infrared (NIR) transmittance spectroscopy combined with least-squares support vector machine (LS-SVM) was investigated to study the quality change of tomato juice during the storage. A total of 100 tomato juice samples were used. The spectrum of each tomato juice was collected twice: the first measurement was taken when the tomato juice was fresh and had not undergone any changes, and the second measurement was taken after a month. Principal component analysis (PCA) was used to examine a potential capability of separating juice before and after the storage. The soluble solid content (SSC) and pH of the juice samples were determined. The results show that changes in certain compounds between tomato juice before and after the storage period were obvious. An excellent precision was achieved by LS-SVM model compared with discriminant partial least-squares (DPLS), soft independent modeling of class analogy (SIMCA), and discriminant analysis (DA) models, with 100% of a total accuracy. It can be found that NIR spectroscopy coupled with LS-SVM, DPLS, SIMCA, and DA can be used to control the quality change of tomato juice during the storage. 展开更多
关键词 Near-infrared (NIR) spectroscopy Least squares-support vector machine (LS-SVM) Quality change tomato juice
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Enhanced production of thermostable laccases from a native strain of Pycnoporus sanguineus using central composite design 被引量:1
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作者 Leticia I. RAMíREZ-CAVAZOS Charles JUNGHANNS +4 位作者 Rakesh NAIR Diana L. CáRDENAS-CHáVEZ Carlos HERNáNDEZ-LUNA Spiros N. AGATHOS Roberto PARRA 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2014年第4期343-352,共10页
The production of thermostable laccases from a native strain of the white-rot fungus Pycnoporus sanguineus isolated in Mexico was enhanced by testing different media and a combination of inducers including copper sulf... The production of thermostable laccases from a native strain of the white-rot fungus Pycnoporus sanguineus isolated in Mexico was enhanced by testing different media and a combination of inducers including copper sulfate(CuSO4).The best conditions obtained from screening experiments in shaken flasks using tomato juice,CuSO4,and soybean oil were integrated in an experimental design.Enhanced levels of tomato juice as the medium,CuSO4and soybean oil as inducers(36.8%(v/v),3 mmol/L,and 1%(v/v),respectively) were determined for 10 L stirred tank bioreactor runs.This combination resulted in laccase titer of 143000 IU/L(2,2'-azino-bis(3-ethylbenzthiazoline-6- sulfonic acid),pH 3.0),which represents the highest activity so far reported for P.sanguineus in a 10-L fermentor.Other interesting media resulting from the screening included glucose-bactopeptone which increased laccase activity up to 20000 IU/L,whereas the inducers Acid Blue 62 and Reactive Blue 19 enhanced enzyme production in this medium 10 times.Based on a partial characterization,the laccases of this strain are especially promising in terms of thermostability(half-life of 6.1 h at 60 °C) and activity titers. 展开更多
关键词 Enhanced laccase production Central composite design Screening media INDUCERS tomato juice medium Soybean oil Copper sulfate
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