光谱学与光谱分析 |
|
|
|
|
|
Study on the Influence of Temperature on Near Infrared Spectra |
JIANG Huan-yu,XIE Li-juan,PENG Yong-shi,YING Yi-bin* |
College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310029, China |
|
|
Abstract Near-infrared (NIR) spectroscopy technique is one of qualitative and quantitative analysis techniques that were developed quickly in recent years. However, the characteristic of NIR spectral region determines its low absorbance, low sign-to-noise and peak overlapping, which results in the phenomenon that th NIR spectrum is affected by sample source, sample varieties, sample state, location and sample temperature and uncertainty of spectrum. In this paper, the influence of temperature on NIR spectra was studied and calibration and validation models of chlorophyll at different temperatures were built. The results show that temperature does have effect on the model precision. High precision could be achieved at 10 and 20 ℃ and the former was the best though using more principal components. Calibration and validation precisions of models were poor when it was 25 ℃. At the same time, spectra obtained at different temperatures were classified using discriminate analysis. It was found that the spectra were misclassified exception ones obtained at 20 ℃ which meant that there were not clear differences between the spectra exception the ones at 20 ℃. The primary research work about the condition and application of detecting leaves was studied which helps to provide theory foundation for proposing temperature modification model in the future.
|
Received: 2007-09-08
Accepted: 2007-12-18
|
|
Corresponding Authors:
YING Yi-bin
E-mail: ybying@zju.edu.cn
|
|
[1] HOU Rui-feng, HUANG Lan, WANG Zhong-yi, et al(侯瑞锋,黄 岚,王忠义,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2006,26(12):2193. [2] LU Hui-shan, YING Yi-bin, FU Xia-ping, et al(陆辉山,应义斌,傅霞萍,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2007,27(3):494. [3] LI Jun-xia, MIN Shun-geng, ZHANG Hong-liang, et al(李军霞,闵顺耕,张洪亮,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2006,26(5):833. [4] Roussel S A, Hardy C L, Hurburgh C R, et al. Applied Spectroscopy, 2001, 55:1425. [5] FENG Hong-nian, GAN Bin, JIN Shang-zhong(冯红年,甘 彬,金尚忠). Laser & Infrared(激光与红外),2005,35(10):768. [6] WANG Li, ZHUO Lin, HE Ying, et al(王 丽,卓 林,何 鹰,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2004,24(12):1537. [7] WANG Duo-jia, ZHOU Xiang-yang, JIN Tong-ming, et al(王多加,周向阳,金同铭,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2004,24(4):447. [8] LUO Yi-fan, GUO Zhen-fei, ZHU Zhen-yu, et al(罗一帆,郭振飞,朱振宇,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2005,25(8):1230. [9] YAN Yan-lu, ZHAO Long-lian, LI Jun-hui, et al(严衍禄,赵龙莲,李军会,等). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2000,20(6):777. [10] LU Wan-zhen, YUAN Hong-fu, XU Guang-tong, et al(陆婉珍,袁洪福,徐广通,等). Modern Analysis Technique of NIR(现代近红外光谱分析技术). Beijing:Chinese Petrochemistry Press(北京:中国石化出版社),2005. [11] YAN Yan-lu, ZHAO Long-lian, HAN Dong-hai, et al(严衍禄, 赵龙莲, 韩东海). Foundation of Near Infrared Spectral Analysis and Its Application(近红外光谱分析基础及应用). Beijing:China Light Industry Press(北京:中国轻工业出版社),2005. [12] XU Zhi-long, ZHAO Long-lian, YAN Yan-lu(徐志龙,赵龙莲,严衍禄). Current Instrument(现代仪器),2004,10(5):29. [13] WANG Tao,ZHANG Lu-da,LAO Cai-lian,et al(王 韬,张录达,劳彩莲,等). Journal of China Agricultural University(中国农业大学学报),2004,9(6):76. [14] Florian Wulfert, Kok Win Th, Smilde Age K. Anal. Chem., 1998, 70(9):1761. [15] Delwiche S R, Norris K H, Pitt R E. Appl. Spectroscopy, 1992, 46:782. [16] Noda I, Liu Y, Ozaki Y, et al. J. Phys. Chem., 1995, 99:3068. |
[1] |
SHI Wen-qiang1, XU Xiu-ying1*, ZHANG Wei1, ZHANG Ping2, SUN Hai-tian1, 3, HU Jun1. Prediction Model of Soil Moisture Content in Northern Cold Region Based on Near-Infrared Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(06): 1704-1710. |
[2] |
WANG Xue-pei1, 2, ZHANG Lu-wei1, 2, BAI Xue-bing3, MO Xian-bin1, ZHANG Xiao-shuan1, 2*. Infrared Spectral Characterization of Ultraviolet Ozone Treatment on Substrate Surface for Flexible Electronics[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(06): 1867-1873. |
[3] |
WANG Yue1, 3, 4, CHEN Nan1, 2, 3, 4, WANG Bo-yu1, 5, LIU Tao1, 3, 4*, XIA Yang1, 2, 3, 4*. Fourier Transform Near-Infrared Spectral System Based on Laser-Driven Plasma Light Source[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(06): 1666-1673. |
[4] |
FENG Rui-jie1, CHEN Zheng-guang1, 2*, YI Shu-juan3. Identification of Corn Varieties Based on Bayesian Optimization SVM[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(06): 1698-1703. |
[5] |
YU Zhi-rong, HONG Ming-jian*. Near-Infrared Spectral Quantitative Analysis Network Based on Grouped Fully Connection[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(06): 1735-1740. |
[6] |
MENG Fan-jia1, LUO Shi1, WU Yue-feng1, SUN Hong1, LIU Fei2, LI Min-zan1*, HUANG Wei3, LI Mu3. Characteristic Extraction Method and Discriminant Model of Ear Rot of Maize Seed Base on NIR Spectra[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(06): 1716-1720. |
[7] |
PENG Yan-fang1, WANG Jun1, WU Zhi-sheng2*, LIU Xiao-na3, QIAO Yan-jiang2*. NIR Band Assignment of Tanshinone ⅡA and Cryptotanshinone by
2D-COS Technology and Model Application Tanshinone Extract[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(06): 1781-1785. |
[8] |
WANG Li-qi1, YAO Jing1, WANG Rui-ying1, CHEN Ying-shu1, LUO Shu-nian2, WANG Wei-ning2, ZHANG Yan-rong1*. Research on Detection of Soybean Meal Quality by NIR Based on
PLS-GRNN[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(05): 1433-1438. |
[9] |
FU Yan-hua1, LIU Jing2*, MAO Ya-chun2, CAO Wang2, HUANG Jia-qi2, ZHAO Zhan-guo3. Experimental Study on Quantitative Inversion Model of Heavy Metals in Soda Saline-Alkali Soil Based on RBF Neural Network[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(05): 1595-1600. |
[10] |
LI Jia-yi1, YU Mei1, LI Mai-quan1, ZHENG Yu2*, LI Pao1, 3*. Nondestructive Identification of Different Chrysanthemum Varieties Based on Near-Infrared Spectroscopy and Pattern Recognition Methods[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(04): 1129-1133. |
[11] |
CHEN Chu-han1, ZHONG Yang-sheng2, WANG Xian-yan3, ZHAO Yi-kun1, DAI Fen1*. Feature Selection Algorithm for Identification of Male and Female
Cocoons Based on SVM Bootstrapping Re-Weighted Sampling[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(04): 1173-1178. |
[12] |
LI Xue-ying1, 2, LI Zong-min3*, CHEN Guang-yuan4, QIU Hui-min2, HOU Guang-li2, FAN Ping-ping2*. Prediction of Tidal Flat Sediment Moisture Content Based on Wavelet Transform[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(04): 1156-1161. |
[13] |
ZHANG Xiao-hong1, JIANG Xue-song1*, SHEN Fei2*, JIANG Hong-zhe1, ZHOU Hong-ping1, HE Xue-ming2, JIANG Dian-cheng1, ZHANG Yi3. Design of Portable Flour Quality Safety Detector Based on Diffuse
Transmission Near-Infrared Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(04): 1235-1242. |
[14] |
ZHENG Kai-yi1, ZHANG Wen1, DING Fu-yuan1, ZHOU Chen-guang1, SHI Ji-yong1, Yoshinori Marunaka2, ZOU Xiao-bo1*. Using Ensemble Refinement (ER) Method to OptimizeTransfer Set of Near-Infrared Spectra[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(04): 1323-1328. |
[15] |
CHENG Jie-hong1, CHEN Zheng-guang1, 2*, YI Shu-juan2. Wavelength Selection Algorithm Based on Minimum Correlation Coefficient for Multivariate Calibration[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(03): 719-725. |
|
|
|
|