Spectroscopy
Accessory Pack for The Unscrambler® now available!
Eigenvector
Research is teaming with CAMO to add new capabilities to The Unscrambler®.
The goal is to add the cutting edge routines you've come to expect
from PLS_Toolbox to the stand-alone
environment of Unscrambler. Our first effort is the Spectroscopy
Accessory Pack (AP), which works with The
Unscrambler 7.6. The Spectroscopy AP adds several new functions
to Unscrambler that are a must for the serious chemometrician/spectroscopist.
This includes:
- Instrument
standardization/calibration transfer suite, including
- Transfer
sample selection by leverage
- Direct
standardization transform generator with additive background
correction
- Application
of transform to new data
- Orthogonal
Signal Correction (OSC) function, including
- OSC
calculator with adjustable tolerance parameters
- OSC
applicator for correcting new data
- Smoothing
via explicit deresolution
Instrument
standardization routines can be used as an alternative to full
calibrations. Instead of running a complete calibratin set through
an new instrument, a small number of carefully selected transfer
samples can be measured on both machines. The standardization transform
can then be calculated and applied to data from the new instruments.
This allows the use of the original calibration model from the standard
instrument, reducing the overall effort of calibration.
Orthogonal
Signal Correction (OSC) is an extremely useful preprocessing
technique when spectral data includes a large amount of variation
that is not related to the property being modelled, i.e.
when a PLS model captures a very large amount of predictor block
(X) variance in the first factor but gets very little of
the predicted variable (y or Y). In these cases it
is useful to remove extraneous variance from X that is unrelated
to y. OSC does this by finding directions in X that
describe large amounts of variance while being orthogonal to y.
Models are built on OSC corrected data, then the OSC correction
is applied before application of the PLS models to new data. Application
of OSC improves prediction results in some cases. Perhaps more importantly,
the resulting models have few factors and are often much easier
to interpret.
Explicit
deresolution is an alternative to Savitsky-Golay smoothing.
It uses an FFT to convolve the spectra with a smoothing function.
The result is a spectrum that looks like it was taken on a lower
resolution instrument. This function can be especially helpful when
transfer calibrations between instruments, particularly FTIRs, of
different resolutions.
Need
more information?
Download
the complete descrition of the Spectroscopy
AP in .pdf format. For more information or to order the Spectroscopy
AP or Unscramber 7.6, contact Barry
M. Wise.
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