Quantitative Analysis of Near-Infrared Spectroscopy by Combined Stationary Wavelet Transform-Support Vector Machine

文献类型: 外文期刊

第一作者: Xing, Li

作者: Xing, Li;Chen, Longjian

作者机构:

关键词: data preprocessing;multiplicative scatter correction;near-infrared spectroscopy;stationary wavelet transform;support vector machine

期刊名称:SPECTROSCOPY LETTERS ( 影响因子:1.179; 五年影响因子:1.176 )

ISSN: 0038-7010

年卷期: 2013 年 46 卷 1 期

页码:

收录情况: SCI

摘要: Data preprocessing and multivariate regression methods are two key factors influencing the model prediction ability of near-infrared (NIR) spectroscopy. The present paper evaluated the application of the combined stationary wavelet transformsupport vector machine method for developing juice NIR models. The performance of this method has been compared with other methods, such as stand normal variatepartial least squares, stationary wavelet transformpartial least squares, and stand normal variatestationary wavelet transform methods. The result showed that compared with other methods, the stationary wavelet transformsupport vector machine method can provide good quantitative analysis on saccharose concentration in juice.

分类号:

  • 相关文献

[1]Visualized attribute analysis approach for characterization and quantification of rice taste flavor using electronic tongue. Lu, Lin,Hu, Xianqiao,Zhu, Zhiwei,Tian, Shiyi,Deng, Shaoping.

[2]Research on Spectra Recognition Method for Cabbages and Weeds Based on PCA and SIMCA. Zu Qin,Deng Wei,Wang Xiu,Zhao Chun-jiang,Zu Qin,Deng Wei,Wang Xiu,Zhao Chun-jiang,Zu Qin. 2013

[3]Dynamic monitoring and driving power analysis of LUCC based on remote sensing in Beijing in recent thirty years. Gu, Xiaohe,Guo, Wei,Dong, Yansheng,Wang, Yanchang. 2013

[4]Survey of Support Vector Machine in the Processing of Remote Sensing Image. Li, Su,Wang, Wenchao. 2013

[5]Comparative Study on Remote Sensing Invertion Methods for Estimating Winter Wheat Leaf Area Index. Xie Qiao-yun,Huang Wen-jiang,Peng Dai-liang,Zhang Qing,Xie Qiao-yun,Liang Dong,Huang Lin-sheng,Zhang Dong-yan,Cai Shu-hong,Yang Gui-jun. 2014

[6]Support-Vector-Machine-Based Models for Modeling Daily Reference Evapotranspiration With Limited Climatic Data in Extreme Arid Regions. Wen, Xiaohu,Si, Jianhua,He, Zhibin,Yu, Haijiao,Wu, Jun,Shao, Hongbo,Shao, Hongbo. 2015

[7]A New Strategy in Observer Modeling for Greenhouse Cucumber Seedling Growth. Qiu, Quan,Qiao, Xiaojun,Zheng, Chenfei,Wang, Wenping,Yu, Jingquan,Shi, Kai,Bai, He. 2017

[8]Retrieving Soybean Leaf Area Index from Unmanned Aerial Vehicle Hyperspectral Remote Sensing: Analysis of RF, ANN, and SVM Regression Models. Yuan, Huanhuan,Yang, Guijun,Wang, Yanjie,Liu, Jiangang,Yu, Haiyang,Feng, Haikuan,Xu, Bo,Zhao, Xiaoqing,Yang, Xiaodong,Yuan, Huanhuan,Li, Changchun,Wang, Yanjie,Yuan, Huanhuan,Yang, Guijun,Liu, Jiangang,Feng, Haikuan,Yang, Xiaodong,Yang, Guijun,Yu, Haiyang,Xu, Bo,Zhao, Xiaoqing,Yang, Xiaodong. 2017

[9]Geographic Characterization of Leccinum rugosiceps by Ultraviolet and Infrared Spectral Fusion. Yao, Sen,Liu, Hong-Gao,Li, Jie-Qing,Yao, Sen,Wang, Yuan-Zhong,Li, Tao,Wang, Yuan-Zhong. 2017

[10]Verification and predicting temperature and humidity in a solar greenhouse based on convex bidirectional extreme learning machine algorithm. Zou, Weidong,Yao, Fenxi,Zhang, Baihai,Guan, Zixiao,He, Chaoxing.

[11]Monitoring Plastic-Mulched Farmland by Landsat-8 OLI Imagery Using Spectral and Textural Features. Hasituya,Chen, Zhongxin,Wang, Limin,Wu, Wenbin,Li, He,Jiang, Zhiwei. 2016

[12]DIAGNOSTIC MODEL FOR WHEAT LEAF CONDITIONS USING IMAGE FEATURES AND A SUPPORT VECTOR MACHINE. Du, K.,Sun, Z.,Li, Y.,Zheng, F.,Chu, J.,Su, Y.. 2016

[13]Application of support vector machine for detecting rice diseases using shape and color texture features. Yao, Qing,Guan, Zexin,Zhou, Yingfeng,Tang, Jian,Hu, Yang,Yang, Baojun. 2009

[14]Feature Extraction and Classification of Animal Blood Spectra with Support Vector Machine. Lu Peng-fei,Fan Ya,Zhou Lin-hua,Gao Bin,Qian Jun,Liu Lin-na,Zhao Si-yan,Kong Zhi-feng. 2017

[15]Kharif Dryland Crop Identification Based on Synthetic Aperture Radar in the North China Plain. Dong Zhaoxia,Wang Di,Zhou Qingbo,Chen Zhongxin. 2015

[16]The influence of soil particle sizes on hyperspectral prediction of soil organic matter content. Yao, Yanmin,Si, Haiqing,Wang, Deying,Huang, Qing,Chen, Zhongxin,Liu, Ying. 2015

[17]Geographical classification of apple based on hyperspectral imaging. Guo, Zhiming,Huang, Wenqian,Chen, Liping,Zhao, Chunjiang. 2013

[18]ESTIMATION OF MAIZE PLANTING AREA USING MIXED FIELD DECOMPOSITION OF MULTI-TEMPORAL TM IMAGES. Gu, Xiaohe,Dong, Yansheng,Ma, Li,Dong, Yingying. 2012

[19]Quantitative Sequence- Activity Model Analysis of Oligopeptides Coupling an Improved High- Dimension Feature Selection Method with Support Vector Regression. Dai, Zhijun,Zhang, Hongyan,Yuan, Zheming,Wang, Lifeng,Dai, Zhijun,Zhang, Hongyan,Bai, Lianyang,Yuan, Zheming,Bai, Lianyang. 2014

[20]STUDY ON AOTF-BASED NEAR-INFRARED SPECTROSCOPY ANALYSIS SYSTEM OF FARM PRODUCE QUALITY. Zhang, Xiaochao,Hu, Xiaoan,Zhang, Yinqiao,Wang, Hui,Zhang, Hui. 2009

作者其他论文 更多>>