Multivariate Hyperspectral Raman Imaging Using Compressive Detection

被引:74
作者
Davis, Brandon M. [1 ]
Hemphill, Amanda J. [1 ]
Maltas, Derya Cebeci [1 ]
Zipper, Michael A. [1 ]
Wang, Ping [1 ]
Ben-Amotz, Dor [1 ]
机构
[1] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA
基金
美国国家科学基金会;
关键词
FLOW-CYTOMETRY; SPECTROSCOPY; FLUORESCENCE; REGRESSION; PRECISION; POINTS; LIGHT;
D O I
10.1021/ac103259v
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A multivariate hyperspectral imaging (MHI) instrument has been designed and constructed to achieve greatly increased Raman imaging speeds by utilizing a compressive spectral detection strategy. The instrument may be viewed as a generalized spectrometer, which can function either as a conventional monochromator or in a wide variety of other hyperspectral modalities. The MHI utilizes a spatial light modulator (SLM) to produce programmable optical filters to rapidly detect and map particular sample components. A sequence of Hadamard-transform or random filter functions may be used to regenerate full Raman spectra. Compressive detection is achieved either using multivariate signal processing filter functions or the actual component spectra. Compressive detection is shown to be capable of achieving sampling speeds exceeding 1 ms per image pixel and the collection of chemical images in less than a minute.
引用
收藏
页码:5086 / 5092
页数:7
相关论文
共 38 条
[1]   FERROELECTRIC LIQUID-CRYSTAL SPATIAL LIGHT-MODULATOR [J].
ARMITAGE, D ;
THACKARA, JI ;
CLARK, NA ;
HANDSCHY, MA .
MOLECULAR CRYSTALS AND LIQUID CRYSTALS, 1987, 144 :309-316
[2]   IEEE-SPS and connexions - An open access education collaboration [J].
Baraniuk, Richard G. ;
Burrus, C. Sidney ;
Thierstein, E. Joel .
IEEE SIGNAL PROCESSING MAGAZINE, 2007, 24 (06) :6-+
[3]   A practical approach to multicolor flow cytometry for immunophenotyping [J].
Baumgarth, N ;
Roederer, M .
JOURNAL OF IMMUNOLOGICAL METHODS, 2000, 243 (1-2) :77-97
[4]   SEQUENTIAL ENCODING WITH MULTISLIT SPECTROMETERS [J].
DECKER, JA ;
HARWITT, MO .
APPLIED OPTICS, 1968, 7 (11) :2205-&
[5]   SIMPLS - AN ALTERNATIVE APPROACH TO PARTIAL LEAST-SQUARES REGRESSION [J].
DEJONG, S .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1993, 18 (03) :251-263
[6]   RAMAN MICROPROBE AND MICROSCOPE WITH LASER EXCITATION [J].
DELHAYE, M ;
DHAMELINCOURT, P .
JOURNAL OF RAMAN SPECTROSCOPY, 1975, 3 (01) :33-43
[7]  
DeVerse RA, 1998, AM LAB, V30, p112S
[8]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[9]   Single-pixel imaging via compressive sampling [J].
Duarte, Marco F. ;
Davenport, Mark A. ;
Takhar, Dharmpal ;
Laska, Jason N. ;
Sun, Ting ;
Kelly, Kevin F. ;
Baraniuk, Richard G. .
IEEE SIGNAL PROCESSING MAGAZINE, 2008, 25 (02) :83-91
[10]   A PROPOS DE LA THEORIE DU SPECTROMETRE INTERFERENTIEL MULTIPLEX [J].
FELLGETT, P .
JOURNAL DE PHYSIQUE ET LE RADIUM, 1958, 19 (03) :187-191