An LED-based spectrally tuneable light source for visible and near-infrared spectroscopy analysis: A case study for sugar content estimation of citrus

被引:33
作者
Fu, Xiaping [1 ,2 ]
Wang, Xiaoyao [2 ]
Rao, Xiuqin [2 ]
机构
[1] Zhejiang Sci Tech Univ, Fac Mech Engn & Automat, Xiasha Higher Educ Zone, 928 Second Ave, Hangzhou 310018, Zhejiang, Peoples R China
[2] Zhejiang Univ, Coll Biosyst Engn & Food Sci, 866 Yuhangtang Rd, Hangzhou 310058, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Visible and near-infrared spectroscopy; Light emitting diode; Spectrally tuneable light source; Integrating sphere; Sugar content; NIR; STRAWBERRY;
D O I
10.1016/j.biosystemseng.2017.08.022
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
Light source plays an important role in visible and near-infrared (Vis-NIR) spectroscopy detection systems. Traditionally, halogen tungsten lamps are used in most studies and applications. However, halogen tungsten lamps have two main shortcomings: generation of large amount of heat and limited operational lifetime. In this study, a light emitting diode (LED)-based spectrally tuneable light source in a broad Vis-NIR wavelength range (400-1070 nm) using an integrating sphere was designed and developed, as well as the control circuit to control the LEDs conveniently and easily for obtaining tuneable spectra. The Vis-NIR spectroscopy detection system equipped with this LED-based spectrally tuneable light source was applied for estimating sugar content of citrus. Based on stepwise multiple linear regression (SMLR) modelling in the spectral region of 500-900 nm, the calibration results using the LED light source (correlation coefficient (r(c)) = 0.78, root mean square error of calibration (RMSEC) = 0.74 Brix%) were better than those using the halogen tungsten lamp (r(c) = 0.74, RMSEC = 0.80 Brix%), while the prediction result was a bit worse (root mean square error of prediction (RMSEP) = 1.09 and 0.95 Brix%, respectively). Generally, the performances of the two kinds of light sources for sugar content estimation of citrus samples were similar, but the energy consumption and heat generation of the LED light source were much lower. Besides, the LED light source could warm up to a stable status much faster than the halogen tungsten lamp. For further research, the method proposed in this study can be applied to online sugar content estimation of citrus and be expanded to other applications. (C) 2017 IAgrE. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:87 / 93
页数:7
相关论文
共 24 条
[1]   Near-infrared (NIR) and mid-infrared (MIR) spectroscopic techniques for assessing the amount of carbon stock in soils - Critical review and research perspectives [J].
Bellon-Maurel, Veronique ;
McBratney, Alex .
SOIL BIOLOGY & BIOCHEMISTRY, 2011, 43 (07) :1398-1410
[2]   Note: Three wavelengths near-infrared spectroscopy system for compensating the light absorbance by water [J].
Bhutta, M. Raheel ;
Hong, Keum-Shik ;
Kim, Beop-Min ;
Hong, Melissa Jiyoun ;
Kim, Yun-Hee ;
Lee, Se-Ho .
REVIEW OF SCIENTIFIC INSTRUMENTS, 2014, 85 (02)
[3]   Development of a tunable LED-based colorimetric source [J].
Brown, SW ;
Santana, C ;
Eppeldauer, GP .
JOURNAL OF RESEARCH OF THE NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY, 2002, 107 (04) :363-371
[4]   Effect of Different Light Emitting Diode (LED) Lights on the Growth Characteristics and the Phytochemical Production of Strawberry Fruits during Cultivation [J].
Choi, Hyo Gil ;
Kwon, Joon Kook ;
Moon, Byoung Yong ;
Kang, Nam Jun ;
Park, Kyoung Sub ;
Cho, Myeong Whan ;
Kim, Young Cheol .
KOREAN JOURNAL OF HORTICULTURAL SCIENCE & TECHNOLOGY, 2013, 31 (01) :56-64
[5]   Accuracy of the reflectance spectrum recovery in a light-emitting diode-based multispectral imaging system [J].
Fauch, Laure ;
Nippolainen, Ervin ;
Kamshilin, Alexei A. .
OPTICAL ENGINEERING, 2012, 51 (05)
[6]   On calculating metamer sets for spectrally tunable LED illuminators [J].
Finlayson, Graham ;
Mackiewicz, Michal ;
Hurlbert, Anya ;
Pearce, Bradley ;
Crichton, Stuart .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2014, 31 (07) :1577-1587
[7]  
Fryc I., 2005, OPTICAL ENG, V44, P1
[8]   Food Safety Evaluation Based on Near Infrared Spectroscopy and Imaging: A Review [J].
Fu, Xiaping ;
Ying, Yibin .
CRITICAL REVIEWS IN FOOD SCIENCE AND NUTRITION, 2016, 56 (11) :1913-1924
[9]   An inexpensive, portable and microcontrolled near infrared LED-photometer for screening analysis of gasoline [J].
Gaiao, Edvaldo da Nobrega ;
Bezerra dos Santos, Sergio Ricardo ;
dos Santos, Vagner Bezerra ;
Lima do Nascimento, Elaine Cristina ;
Lima, Renato Sousa ;
Ugulino de Araujo, Mario Cesar .
TALANTA, 2008, 75 (03) :792-796
[10]   Spectrum measurement for LED-based spectrum-tunable source [J].
Jia, Ning ;
Zheng, Zhenrong ;
Yang, Yang ;
Wang, Huihui .
SIXTH INTERNATIONAL SYMPOSIUM ON PRECISION MECHANICAL MEASUREMENTS, 2013, 8916