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A Model-Based Temperature-Prediction Method by Temperature-Induced Spectral Variation and Correction of the Temperature Effect
Yang Chi-xiao; Peng Si-long; Shan Peng; Bi Yi-ming; Tang Liang; Xie Qiong
Source PublicationSPECTROSCOPY AND SPECTRAL ANALYSIS
2015-05-01
Volume35Issue:5Pages:1450-1456
SubtypeArticle
AbstractIn the present paper, a new model-based method was proposed for temperature prediction and correction. First, a temperature prediction model was obtained from training samples; then, the temperature of test samples were predicted; and finally, the correction model was used to reduce the nonlinear effects of spectra from temperature variations. Two experiments were used to verify the proposed method, including a water-ethanol mixture experiment and a ternary mixture experiment. The results show that, compared with classic method such as continuous piecewise direct standardization (CPDS), our method is efficient for temperature correction. Furthermore, the temperatures of test samples are not necessary in the proposed method, making it easier to use in real applications.
KeywordInfrared Spectroscopy Temperature Prediction Temperature Correction Multivariate Calibration
WOS HeadingsScience & Technology ; Technology
WOS KeywordPIECEWISE DIRECT STANDARDIZATION ; LOADING SPACE STANDARDIZATION ; MULTIVARIATE CALIBRATION
Indexed BySCI
Language英语
WOS Research AreaSpectroscopy
WOS SubjectSpectroscopy
WOS IDWOS:000354142900061
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/8077
Collection智能制造技术与系统研究中心_多维数据分析
AffiliationChinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
Recommended Citation
GB/T 7714
Yang Chi-xiao,Peng Si-long,Shan Peng,et al. A Model-Based Temperature-Prediction Method by Temperature-Induced Spectral Variation and Correction of the Temperature Effect[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS,2015,35(5):1450-1456.
APA Yang Chi-xiao,Peng Si-long,Shan Peng,Bi Yi-ming,Tang Liang,&Xie Qiong.(2015).A Model-Based Temperature-Prediction Method by Temperature-Induced Spectral Variation and Correction of the Temperature Effect.SPECTROSCOPY AND SPECTRAL ANALYSIS,35(5),1450-1456.
MLA Yang Chi-xiao,et al."A Model-Based Temperature-Prediction Method by Temperature-Induced Spectral Variation and Correction of the Temperature Effect".SPECTROSCOPY AND SPECTRAL ANALYSIS 35.5(2015):1450-1456.
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