Hyperspectral imaging: a review of best practice, performance and pitfalls for in-line and on-line applications

被引:123
作者
Boldrini, Barbara [1 ]
Kessler, Waltraud [2 ]
Rebner, Karsten [1 ]
Kessler, Rudolf W. [1 ]
机构
[1] Reutlingen Res Inst, D-72762 Reutlingen, Germany
[2] Steinbeis Transfer Ctr Proc Control & Data Anal, D-72762 Reutlingen, Germany
关键词
hyperspectral imaging; process control; specular and diffuse reflection; scatter; penetration depth; data cube; chemometrics; MULTIVARIATE CURVE RESOLUTION; FIELD OPTICAL MICROSCOPY; DIFFUSE-REFLECTANCE; MULTIPLE-SCATTERING; QUANTITATIVE-ANALYSIS; SAMPLE-SIZE; MCR-ALS; PART I; SPECTROSCOPY; LIGHT;
D O I
10.1255/1003
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
The objective of this paper is to provide a comprehensive review of best practice in hyperspectral imaging. The paper starts to review the taxonomy of the different spectral imaging techniques together with their advantages and disadvantages. The appropriate selection of cameras and spectrographs and their figures of merit are discussed and a detailed description is given of how to qualify and calibrate a pushbroom imaging system for on-line and in-line control. Special emphasis is given to detection and avoidance of specular reflection which can severely distort quantification of the spectral response. Recommendations for an ideal Lambertian illumination are given and the effects of scatter and absorption are discussed when particulate systems are investigated. Here, first principles are introduced and strategies for how to separate scatter from absorption are developed. A simple method using the Kubelka and Munk approach is examined and separated scatter and pure absorption spectra are shown. The same procedure is applied to show the lateral distribution of the separated scatter and absorption properties of an active pharmaceutical ingredient embedded in an excipient. The terms penetration and information depth are discussed and an example of penetration depth profile over wavelengths is provided. Based on a good quality optical set-up and a validated measurement procedure, a practical procedure is described to analyse the data cube using the chemometrics toolbox for hyperspectral imaging. Finally, a survey on selected applications demonstrates the future potential of hyperspectral imaging.
引用
收藏
页码:483 / 508
页数:26
相关论文
共 116 条
  • [1] Time-resolved NIR spectroscopy for quantitative analysis of intact pharmaceutical tablets
    Abrahamsson, C
    Johansson, J
    Andersson-Engels, S
    Svanberg, S
    Folestad, S
    [J]. ANALYTICAL CHEMISTRY, 2005, 77 (04) : 1055 - 1059
  • [2] A comparison of a common approach to partial least squares-discriminant analysis and classical least squares in hyperspectral imaging
    Amigo, Jose Manuel
    Ravn, Carsten
    Gallagher, Neal B.
    Bro, Rasmus
    [J]. INTERNATIONAL JOURNAL OF PHARMACEUTICS, 2009, 373 (1-2) : 179 - 182
  • [3] [Anonymous], 2006, PROZESSANALYTIK STRA
  • [4] [Anonymous], [No title captured]
  • [5] Application of multivariate curve resolution alternating least squares (MCR-ALS) to the quantitative analysis of pharmaceutical and agricultural samples
    Azzouz, T.
    Tauler, R.
    [J]. TALANTA, 2008, 74 (05) : 1201 - 1210
  • [6] Baeten V, 2005, SHEFF ANALY CHEM, P283
  • [7] Bakeev K.A, 2010, PROCESS ANAL TECHNOL
  • [8] STANDARD NORMAL VARIATE TRANSFORMATION AND DE-TRENDING OF NEAR-INFRARED DIFFUSE REFLECTANCE SPECTRA
    BARNES, RJ
    DHANOA, MS
    LISTER, SJ
    [J]. APPLIED SPECTROSCOPY, 1989, 43 (05) : 772 - 777
  • [9] Early detection of Fusarium infection in wheat using hyper-spectral imaging
    Bauriegel, E.
    Giebel, A.
    Geyer, M.
    Schmidt, U.
    Herppich, W. B.
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2011, 75 (02) : 304 - 312
  • [10] Bellon-Maurel V., 2009, Infrared and raman spectroscopic imaging, P259, DOI [10.1002/9783527628230.ch8, DOI 10.1002/9783527628230.CH8]