Industrial Process Monitoring
Requires Rugged AOTF Tools
Dr Jolanta Soos
Growth has been rapid in the use of spectroscopic
methods to monitor industrial processes, both in production lines and for
quality control and quality assessment. The most common applications are
following the progress of chemical reactions, fermentation, or mixing
processes and checking the purity of final or intermediate products. By far
the most widely used spectroscopic tools are infrared (usually
Fourier-transform IR) and nuclear magnetic resonance spectroscopy. However,
because of the limitations of these methods, much analytical work in the
pharmaceutical industry is still done with time-consuming chromatographic
methods, such as liquid chromatography.
Recent advances in
electro-optic technology and instrumentation have greatly increased the power
and utility of near-infrared (NIR) spectroscopy. Specifically, the
availability of rugged, all-solid-state smart spectrometers based on
acousto-optic tunable-filter (AOTF) technology now makes NIR spectroscopy a
faster, more reliable tool for applications as diverse as petro-chemicals,
foodstuffs, pharmaceuticals, cosmetics, and perfumes. In addition to
replacing other analytical techniques in these areas, it opens new
possibilities in terms of high-speed, real-time, closed-loop process control.
NIR spectroscopy
The near-infrared (NIR)
spectral region is loosely defined as the band of wavelengths from 0.7 to 2-3
micrometers. Many molecular vibrations have overtone frequencies that give
rise to absorption bands in this spectral region. The wavelengths at which
these vibrations occur for a particular chemical are a function of its
structure and composition. NIR spectra can thus be used to identify molecular
species and evaluate their concentrations or mole fractions in complex
mixtures such as a penicillin fermentation, blended gasoline, and formulated
cosmetics.
There are two practical
advantages of NIR over conventional infrared spectroscopy. First, most IR
samples have to be specially prepared as this films or pastes. Direct
observation of solution samples is difficult because infrared wavelengths are
strongly attenuated by water, solvents, the analytes themselves, and even the
glass walls of the reaction vessel. Second, remote monitoring is difficult
because these wavelengths cannot be efficiently transmitted through optical
fibers. For these reasons, it is difficult to use IR spectroscopy for
real-time monitoring of syntheses and fermentations.
NIR spectroscopy has no
such limitations; it can be used directly with aqueous and organic solutions,
in both transmission and reflection. Also, it is well suited to fiber-based
remote sensing using conventional, low-cost fiber optics.
On the down side, NIR
spectra tend to consist of overlapped broad features with little or no true
baseline. However, data analysis is simplified with software programs that
rely on chemometrics. A typical NIR spectrometer contains, or is interfaced
to, a microcomputer on which a chemometrics package is loaded. During a
training phase, the instrument is presented with a range of "training"
samples of known composition. The software correlates the recorded spectral
data points with the known results, generating its own algorithms using
partial least squares and principal component regression. During normal
operation, the spectrometer then uses these algorithms to derive composition
and/or concentrations from real data.
Figure 1. In a collinear AOTF, light waves and acoustic
waves interact to produce photons at the sum and difference energies.
Instrument Limitations
In terms of hardware, the
key to successful NIR spectroscopy is making quantitatively accurate
measurements of absorption or reflectance at a number of precisely known
wavelengths. For rapid results, the instrument must be tuned from one
wavelength to another quickly and reproducibly. For the production
environment, the NIR instrument should also be rugged and immune to the
effects of vibration, thermal shifts, dust, and general low-level abuse.
Until recently, there has
been no instrument or even a base technology for building an instrument that
could satisfy these important criteria. Traditional instruments, such as
grating-based spectrometers and Fourier-transform devices, have relatively
slow data-acquisition rates and issues of absolute wavelength calibration.
Also, they are generally too delicate to deploy in direct process-control
applications on the plant floor.
Benefits of AOTFs
Recently, several
companies, including Brimrose, have been developing acousto-optic tunable
filters (AOTF), all-solid-state wavelength-tuning devices. An AOTF is a
specially prepared optical crystal, usually quartz or tellurium oxide, with a
high-frequency transducer (vibrator) attached to one side. The device
transmits only one wavelength of light according to the frequency of an
applied RF (radio frequency) source. When RF power is applied to the
transducer, it produces acoustic vibrations that flow through the crystal at
the applied frequency. As light passes through the crystal, interaction
between the light waves and sound waves causes the crystal to act as a
narrow-line band pass filter.
The collinear AOTF is the
easiest kind of tunable filter to understand (see Fig. 1). In this
configuration, the RF transducer is mounted on the crystal so that acoustic
waves travel longitudinally through the crystal, that is, in the same
direction as the light waves. A nonlinear interaction in the crystal leads to
an effect similar to frequency mixing, used to shift the frequency of laser
beams. In simple terms, a photon of light (v1) combines with an acoustic phonon to generate a
new photon (vac) of different energy: v1 +/- vac. This
energy shift is extremely small given that v1 is typically 107
larger than vac.
Because the shifting takes
place over a large path through the crystal (typically 1 cm), the incident
light and diffracted light must have the same phase velocity (that is, they
must be phase-matched). Otherwise the diffracted waves generated at different
points along the transmission path will be out of phase and destructively
interfere. The incident and diffracted light have slightly different
frequencies, however, because they will naturally travel at different
velocities because of dispersion.
The collinear AOTF takes
advantage of birefringence. The geometry of this crystal interaction is set
up so that the diffracted light has its polarization rotated 90ƒ with respect
to the incident light. For a given RF value (phonon energy), there is only
one wavelength of light in which the velocities of the incident and shifted
light are equal because of their orthogonal polarizations (the phase-matching
condition). The only other thing necessary to make a functioning AOTF is to
place appropriate polarizers on either end of the device so that the light
traveling through the crystal is plane-polarized.
An all-solid-state
commercial NIR spectrometer with a built-in AOTF functions well even in harsh
industrial environments (see Fig 2). There are no moving parts, thus
calibration cannot be affected by vibrations. In fact the wavelength of the
transmitted light depends only on the applied RF frequency; in most
instances, this signal is digitally generated and controlled for repeatable
precision and accuracy.
Figure 2. AOTF-based spectrometer integrates wavelength-tuning
crystal in compact, all-solid-state device. Sampling with a bifurcated fiber
probe makes the instrument adaptable to process environments.
High-speed data
acquisition is another advantage. The slow data acquisition of traditional
NIR instruments has not only been a drawback to laboratory use but has often
precluded their use for real-time, closed-loop monitoring and control of
industrial processes such as blending, mixing, and fermentation. With the capability
of recording 4000 date points/second, even in random access mode, the AOTF
makes NIR spectroscopy useful for these tasks.
Figure 3. NIR reflectance spectra of various milks, recorded with a
Brimrose Luminar 2000 spectrometer, indicate fat levels
during processing.
Figure 4. NIR reflectance spectra of common nonprescription tablets sealed in
a glass bottle, recorded with a Brimrose Luminar 2000
spectrometer, reveals differences in tablet composition.
Real-Time Process Control
NIR instruments with an
on-board computer can perform tasks beyond merely acquiring and analyzing
spectra. For example, instruments are now available with both an A/D board
and Ethernet hardware and software. Resident software allows the user to set
up closed-loop operation where the instrument will directly control flow
valves and other equipment either through the A/D board or Ethernet links in
response to the analyzed data. Alternatively, the results of NIR data can be
continuously fed to a central plant computer.
In an ideal automated
plant setup, networked spectrometers would be on-line in both the plant and
the laboratory. As new processes and protocols are developed, the requisite
software training would take place in the lab and analysis algorithms
automatically downloaded to the on-line instruments.
Petrochemicals. Accurate measurement of octane number is important
to petroleum companies. Too low an octane number means the blend cannot be
sold, and too high an octane number effectively reduces the supplier's profit
margin. Octane measurement normally involves burning a pint of gasoline in a
specially designed test engine. The gas is rated according to its knock
intensity, relative to reference fuel blends. The process takes 20 minutes.
NIR spectroscopy has been
shown capable of measuring octane within 0.1 octane number in real time
(<0.1 second). Consequently, a number of refineries are starting to
install fiber-based NIR monitoring instruments to control the actual blending
process as it is occurring.
Foodstuffs and beverages.
The various food and beverage industries are increasingly
turning to NIR spectroscopy to increase profitability by reducing scrap
product. NIR is ideal for tasks such as monitoring the amount of alcohol in
a fermentation or the amount of moisture in "long-shelf-life" baked goods.
An interesting application
involves determining the amount of fat in milk products to make sure a batch
meets its specified value (skim milk, 1%, 2%, and so forth; see Fig. 3). Again,
speed is the major benefit over alternative technologies such as
chromatography. NIR enables product composition to be monitored in real time
on the production line, instead of using captured samples in a
quality-control laboratory.
Pharmaceuticals. Probably no industry requires such tight process-
and quality-control monitoring as pharmaceuticals. This requirement, coupled
with strict FDA regulations, leads to extremely cautious adoption of new
methods and standards. Even here, NIR spectroscopy is starting to have an
impact, spurred in part by FDA-approved chemometrics software such as
Pirouette (from Infometrix, Seattle, WA).
NIR Spectroscopy has
already been demonstrated capable of monitoring streams of prepackaged
tablets. NIR spectroscopy can be used to confirm (or deny) the nature of a
particular drug (in liquid or solid form), even when the drug is enclosed in
a tamper-proof, sealed glass bottle. The reflectance spectrum of bottled
aspirin tablets shown in Fig. 4 was recorded merely by pointing the fiber
probe from an NIR instrument at the bottle.
AOTF technology, together
with inexpensive microprocessors and powerful software, have rapidly brought
NIR spectroscopy out of the lab and into the production line of industries as
diverse as oil refineries and commercial bakeries. As the benefits of this
technology become more widely known, and user familiarity and confidence with
this approach increase, new applications for NIR spectroscopy are sure to be
developed. Furthermore, this marriage of electro-optics and microprocessors
is bound to result in other instruments and techniques that will benefit
production technology.
Dr Jolanta I. Soos is Technical Marketing Manager at Brimrose
Corporation of America, 19 Loveton Circle, Baltimore, MD 21152-9201.