Pure component spectral reconstruction from mixture data using SVD, global entropy minimization, and simulated annealing. Numerical investigations of admissible objective functions using a synthetic 7-species data set

被引:32
作者
Widjaja, E [1 ]
Garland, M [1 ]
机构
[1] Natl Univ Singapore, Dept Environm Chem & Engn, Singapore 119260, Singapore
关键词
pure component spectral reconstruction; singular value decomposition; entropy minimization; simulated annealing; global optimization;
D O I
10.1002/jcc.10080
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
A combination of singular value decomposition, entropy minimization, and simulated annealing was applied to a synthetic 7-species spectroscopic data set with added white noise. The pure spectra were highly overlapping. Global minima for selected objective functions were obtained for the transformation of the first seven right singular vectors. Simple Shannon type entropy functions were used in the objective functions and realistic physical constraints were imposed in the penalties. It was found that good first approximations for the pure component spectra could be obtained without the use of any a priori information. The present method out performed the two widely used routines, namely Simplisma and OPA-ALS, as well as IPCA. These results indicate that a combination of SVD, entropy minimization, and simulated annealing is a potentially powerful tool for spectral reconstructions from large real experimental systems. (C) 2002 Wiley Periodicals, Inc.
引用
收藏
页码:911 / 919
页数:9
相关论文
共 24 条
  • [1] Mathematical problems in fitting kinetic models - Some new perspectives
    Asprey, SP
    Naka, Y
    [J]. JOURNAL OF CHEMICAL ENGINEERING OF JAPAN, 1999, 32 (03) : 328 - 337
  • [2] Optimal simulation-based operations planning with quantitative safety constraints
    Asprey, SP
    Batres, R
    Fuchino, T
    Naka, Y
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1999, 38 (06) : 2364 - 2374
  • [3] BROWN SD, 1993, COMPUTER ENHANCED AN, V4, pCH6
  • [4] Self-modeling mixture analysis by interactive principal component analysis
    Bu, DS
    Brown, CW
    [J]. APPLIED SPECTROSCOPY, 2000, 54 (08) : 1214 - 1221
  • [5] CORANA A, ACM T MATH SOFTW, V13, P262
  • [6] Frenich AG, 2000, ANAL CHIM ACTA, V411, P145
  • [7] On the number of observable species, observable reactions and observable fluxes in chemometric studies and the role of multichannel integration
    Garland, M
    Visser, E
    Terwiesch, P
    Rippin, DWT
    [J]. ANALYTICA CHIMICA ACTA, 1997, 351 (1-3) : 337 - 358
  • [8] GLOBAL OPTIMIZATION OF STATISTICAL FUNCTIONS WITH SIMULATED ANNEALING
    GOFFE, WL
    FERRIER, GD
    ROGERS, J
    [J]. JOURNAL OF ECONOMETRICS, 1994, 60 (1-2) : 65 - 99
  • [9] SELF MODELING CURVE RESOLUTION
    LAWTON, WH
    SYLVESTRE, EA
    [J]. TECHNOMETRICS, 1971, 13 (03) : 617 - +
  • [10] Malinowski E.R., 1988, J CHEMOMETR, V3, P49