Background Subtraction Techniques in Auger Electron Spectroscopy and X-Ray Photoelectron Spectros
Background Subtraction Techniques in Auger Electron Spectroscopy and X-Ray Photoelectron Spectros
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   5.2 Similarly, the use of background subtraction techniques                            energy. This basic method has been modified to optimize the
in XPS has evolved mainly from the interest in the determina-                             required iterations (7), to provide for a sloping inelastic
tion of chemical states (from the binding-energy values for                               background (8), to provide for a background based upon the
component peaks that may often overlap), greater quantitative                             shape of the loss spectrum from an elastically backscattered
accuracy from the XPS spectra, and improvements in data                                   electron (9), and to include a band gap for insulators (1).
acquisition. Post-acquisition background subtraction is nor-
                                                                                             7.3 Inelastic Electron Scattering Correction (AES and
mally applied to XPS data.
                                                                                          XPS)—This method, proposed by Tougaard (10), uses an
  5.3 The procedures outlined in Section 7 are popular in XPS                             algorithm which is based on a description of the inelastic
and AES; less popular procedures and rarely used procedures                               scattering processes as the electrons travel within the specimen
are described in Sections 8 and 9, respectively. General reviews                          before leaving it. The scattering cross section which enters in
of background subtraction methods and curve-fitting tech-                                 the algorithm is taken either from a simple universal formula
niques have been published (1-5).4                                                        which is approximately valid for some solids, similar functions
   5.4 Background subtraction is usually done before peak                                 that have been optimized for particular materials or material
fitting. Some commercial systems require background removal.                              classes (11), or is determined from the energy spectrum of a
Nevertheless, a measured spectral region consisting of one or                             backscattered primary electron beam by another algorithm (1
more peaks and background intensities due to inelastic                                    and 12). Alternatively, the parameters used in the universal
scattering, Bremsstrahlung (for XPS with unmonochromated                                  formula may also be permitted to vary in an algorithm so as to
X-ray sources), and scattered primary electrons (for AES) can                             produce an estimate of the background (1 and 13). This
often be satisfactorily represented by choosing functions for                             background subtraction method also gives direct information
each intensity component with parameters for each component                               on the in-depth concentration profile (14 and 15). Tougaard has
determined in a single least-squares fit. The choice of the                               assessed the accuracy of structural parameters and the amount
background to be removed if required or desired before peak                               of substance derived from the analysis (16). A simpler but more
fitting is suggested by the experience of the analysts and the                            approximate form of the Tougaard algorithm (17). can be used
peak complexity as noted above.                                                           for automatic processing of XPS spectra (for example, spectra
                                                                                          acquired for individual pixels of an XPS image).
6. Apparatus
                                                                                             7.4 Signal Differentiation, dN(E)/dE or dEN(E)/dE (AES)
  6.1 Most AES and XPS instruments either already use, or                                 (18 and 19)—Signal differentiation is among the earliest
may be modified to use, one or more of the techniques that are                            methods employed to remove the background from an Auger
described.                                                                                spectrum and to enhance the Auger features. It may be
  6.2 Background subtraction techniques typically require a                               employed in real time or in post acquisition. In real time,
digital acquisition and digital data handling capability. In                              differentiation is usually accomplished by superposition of a
earlier years, the attachment of analog instrumentation to                                small (1 to 6 eV peak-to-peak) sinusoidal modulation on the
existing equipment was usually required.                                                  analyzer used to obtain the Auger spectrum. The output signal
                                                                                          is then processed by a lock-in amplifier and displayed as the
7. Common Procedures                                                                      derivative of the original energy distribution N(E) or EN(E). In
   7.1 Linear Background Subtraction (AES and XPS)—In this                                post-acquisition background subtraction, the already acquired
method, two arbitrarily chosen points in the spectrum are                                 N(E) or EN(E) signal may be mathematically differentiated by
selected and joined by a straight line (1 and 2). This straight                           digital or other methods. The digital method commonly used is
line is used to approximate the true background and is                                    that of the cubic/quadratic derivative as proposed by Savitzky
subtracted from the original spectrum. For Auger spectra, the                             and Golay (20).
two points may be chosen either on the high-energy side of the                               7.5 X-Ray Satellite Subtraction (for Non-Monochromated
Auger peak to result in an extrapolated linear background or                              X-Ray Sources) (XPS) (21) —In this method, photoelectron
such that the peak is positioned between the two points. For                              intensity from the satellite X-rays associated with the K X-ray
XPS spectra, the two points are generally chosen such that the                            spectrum from an aluminum or magnesium X-ray source is
peak is positioned between the two points. The intensity values                           subtracted. Intensity is removed from higher kinetic energy
at the chosen points may be the values at those energies or the                           channels at the spacing of the Ka3,4, Kb, etc. satellite positions
average over a defined number of data points or energy                                    from the Ka1,2 main peak and with the corresponding intensity
interval.                                                                                 ratios (21) to remove their contributions to the XPS spectrum.
  7.2 Integral (or Shirley) Background Subtraction (AES and                               This subtraction can proceed through the spectrum but not if
XPS)—This method, proposed by Shirley (6), employs a                                      there is an Auger peak in the region of interest because it would
mathematical algorithm to approximate the inelastic scattering                            erroneously remove an equivalent intensity from any Auger
of electrons as they escape from the solid. The algorithm is                              peaks present in the spectrum.
based on the assumption that the background is proportional to                              7.6 Implementation of the Linear, Integral, and Tougaard
the area of the peak above the background at higher kinetic                               Background Subtraction Methods (XPS)—A key choice in
                                                                                          implementation of the linear (7.1), integral (7.2), and Tougaard
   4
     The boldface numbers in parentheses refer to the references at the end of this       (7.3) background subtraction methods is the selection of the
standard.                                                                                 two end points or spectral region for background subtraction.
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For consistent determination of area, the region over which            electron cascade is combined with the analyzer signal output so
background subtraction needs to be applied will vary with the          as to counteract the secondary emission function. It is particu-
peak width/structure and the background subtraction applied.           larly useful for retarding field analyzers in which low-energy
The consistent application of a background subtraction process         secondary emission is prominent.
can produce precise determination of peak areas. In many
                                                                          9.2 Dynamic Background Subtraction (DBS) (AES) (32 and
circumstances, electrons appropriately associated with the
photoelectron peaks can occur outside of the integration limits;       33)—Dynamic background subtraction may be used either in
therefore the accuracy of any resulting quantification will            real time or post acquisition. It involves multiple differentiation
depend on the method by which the sensitivity factors were             of an Auger spectrum to effect background removal, followed
determined. Analytical errors can also occur if there are              by an appropriate number of integrations to reestablish a
changes in AES or XPS lineshapes or shakeup fractions with             background-free Auger spectrum. The amount of background
changes of chemical state. Uncertainties in X-ray photoelec-           removal depends on the number of derivatives taken, although
tron spectroscopy intensities associated with different methods        two are usually sufficient. In real-time analysis, a first deriva-
and procedures for background subtraction have been evalu-             tive of the Auger electron energy distribution obtained using a
ated for both monochromatic aluminum X-rays (22) and for               phase-sensitive detector is fed into an analog integrator,
unmonochromated aluminum and magnesium X-rays (23).                    thereby obtaining the Auger electron energy distribution with
                                                                       the background removed.
8. Less Common Procedures
                                                                         9.3 Tailored Modulation Techniques (TMT) (AES) (34 and
   8.1 Deconvolution (AES and XPS) (24-27)—Deconvolution
                                                                       35)—This is a real-time method of background subtraction that
may be used to reduce the effects due to inelastic scattering of
                                                                       uses special modulation waveforms tailored to the analyzer and
electrons traveling through the specimen. This background is
removed by deconvoluting the spectrum with elastically back-           phase sensitive detection to measure the Auger signal. The
scattered electrons (set at the energy of the main peak) and its       N(E) distribution, EN(E) distribution, or areas under Auger
associated loss spectrum. The intensity of the loss spectrum,          peaks over specified energy ranges may be obtained directly
relative to that of the backscattered primary, is sometimes            using these techniques.
adjusted to optimize the background subtraction. Deconvolu-               9.4 Spline Technique (AES and XPS) (36)—In this method,
tion is usually accomplished using Fourier transforms or               a structureless background is calculated from a measured
iterative techniques.                                                  spectrum using a smoothing spline algorithm. This background
   8.2 Linearized Secondary Electron Cascades (AES)—In this            is then subtracted from the original spectrum.
method, proposed by Sickafus (28 and 29) the logarithm of the            9.5 Digital Filtration (AES) (37 and 38)—In a method
electron energy distribution is plotted as a function of the           borrowed from energy-dispersive X-ray spectroscopy, a “top-
logarithm of the electron energy. Such plots consist of linear         hat” digital frequency filter is applied to an Auger spectrum to
segments corresponding to either surface or subsurface sources         suppress the slowly varying background continuum, while the
of Auger electrons and are appropriate for removing the
                                                                       more rapidly varying Auger peaks remain unaffected.
background formed by the low energy cascade electrons.
9. Rarely Used Procedures                                              10. Keywords
 9.1 Secondary Electron Analog (AES) (30 and 31)—In this                 10.1 Auger electron spectroscopy; background subtraction;
method, a signal that is an electronic analog of the secondary         surface analysis; X-ray photoelectron spectroscopy
APPENDIX
(Nonmandatory Information)
   X1.1 At the present time, the most popular background               mentioned here have been published in the literature. In the
subtraction method for AES is digital differentiation (see 7.4).       case of 7.1 and 7.2, the effect on the peak area calculated in
Common methods for XPS include the straight line (see 7.1),            terms of the choice of end points is examined (7 and 8, 22 and
Shirley-type (see 7.2), or variations of the Tougaard method           23). Further comparisons of these procedures and that in 7.2 on
(see 7.3). Comparisons of background subtraction methods               a number of materials are also offered (22 and 23, 39-49).
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