AN ALTERNATING TRILINEAR DECOMPOSITION ALGORITHM WITH APPLICATION TO CALIBRATION OF HPLC-DAD FOR SIMULTANEOUS DETERMINATION OF OVERLAPPED CHLORINATED AROMATIC-HYDROCARBONS
Hl. Wu et al., AN ALTERNATING TRILINEAR DECOMPOSITION ALGORITHM WITH APPLICATION TO CALIBRATION OF HPLC-DAD FOR SIMULTANEOUS DETERMINATION OF OVERLAPPED CHLORINATED AROMATIC-HYDROCARBONS, Journal of chemometrics, 12(1), 1998, pp. 1-26
In this paper an alternating trilinear decomposition (ATLD) algorithm
that is an improvement of the traditional PARAFAC algorithm without an
y constraints is described as an alternative algorithm for decompositi
on of three-way data arrays. It is based on an alternating least squar
es principle and an improved iterative procedure that, in a real trili
near sense, uses the Moore-Penrose generalized inverse with singular v
alue decomposition, Its performance is compared with that of the tradi
tional PARAFAC algorithm by a series of Monte Carlo simulations with d
ifferent noise levels. It was found that the ATLD algorithm has a capa
bility to converge faster than the traditional PARAFAC algorithm. The
ATLD-based second-order calibration retains the second-order advantage
that calibration in the presence of unknown interferents can be perfo
rmed to provide satisfactory concentration estimates. Both algorithms
have been used for simultaneous determination of overlapped chlorinate
d aromatic hydrocarbons measured by means of a high-performance liquid
chromatograph with a diode array detector. (C) 1998 John Wiley & Sons
, Ltd.