A Model-Based Temperature-Prediction Method by Temperature-Induced Spectral Variation and Correction of the Temperature Effect

CASIA OpenIR > 智能制造技术与系统研究中心 > 多维数据分析（彭思龙）-技术团队

	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
发表期刊	SPECTROSCOPY AND SPECTRAL ANALYSIS
	2015-05-01
卷号	35 期号:5 页码:1450-1456
文章类型	Article
摘要	In 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.
关键词	Infrared Spectroscopy Temperature Prediction Temperature Correction Multivariate Calibration
WOS标题词	Science & Technology ; Technology
关键词[WOS]	PIECEWISE DIRECT STANDARDIZATION ; LOADING SPACE STANDARDIZATION ; MULTIVARIATE CALIBRATION
收录类别	SCI
语种	英语
WOS研究方向	Spectroscopy
WOS类目	Spectroscopy
WOS记录号	WOS:000354142900061
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/8077
专题	智能制造技术与系统研究中心_多维数据分析（彭思龙）-技术团队
作者单位	Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
第一作者单位	中国科学院自动化研究所
推荐引用方式 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.