This application claims priority to GB Patent Application No. 1912228.2 filed on Aug. 26, 2019, which is hereby incorporated herein by reference.
The invention relates to dual-comb spectrometers and methods of dual-comb spectroscopy (DCS).
In DCS, an interrogating comb light beam is used to probe the sample, while a local oscillator comb light beam, with a slightly different comb spacing, is used to produce an interferogram which arises from the multi-heterodyning of the comb lines from the two beams. The discrete Fourier transform (DFT) of the interferogram, referred to as the multi-heterodyne beat note signal, MHBNS, consists of a number of evenly spaced narrow-band components (beat notes), each of which carries the information about magnitude and phase of the two optical comb lines that generated it.
WO2015193282A1 discloses a dual-comb spectrometer based on two free-running quantum cascade lasers (QCLs). Typical QCL sources emit at wavelengths around 3-12 micrometers, i.e. in the mid-infrared region (3-8 micrometers) and part of the long infrared region (8-15 micrometers). A first QCL serves as the local oscillator and outputs a first light signal containing a frequency comb consisting of a finite series of discrete frequencies separated by a first spacing. A second QCL, serving as the interrogator, outputs a second light signal containing frequency comb consisting of a finite series of discrete frequencies separated by a second spacing. Heterodyne mixing of the first and second light signals generates a third frequency comb having a third spacing equal to the difference between the first and second spacings. A sample detector is arranged to receive a combined light signal from superimposing the first and second light signals after at least the second light signal has traversed a sample space. A normalizing detector is arranged to receive a combined light signal from superimposing the first and second light signals, neither of which has traversed the sample space. The signal from the normalizing detector can be used to normalize the signal from the sample detector, e.g. by dividing the amplitudes of the beat notes measured in the sample detector signal by the amplitudes of the beat notes measured in the normalizing detector signal.
Operation of a dual-comb spectrometer that has QCL sources is unproblematic for detecting broadband absorptions, such as from solids, but less well suited to narrowband absorptions, such as from gases. This is because of the relatively coarse spacing, i.e. relatively large free spectral range (FSR) of QCLs, e.g. typically 5-15 GHz, which results in a correspondingly large spectral point spacing. A narrow absorption line can therefore easily be missed unless the measurement is pre-designed to ensure that one or more of the lines of the interrogating comb are placed at frequencies matched to those of particular absorption lines or set of absorption lines characteristic of a particular molecule being sought.
In principle, this limitation can be overcome by tuning the frequency combs of the local oscillator and interrogating beams over the FSR to fill in the gaps that would otherwise exist absent such tuning. However, data acquisition with such tuning may be relatively slow with the methods proposed in WO2015193282A1.
According to a first aspect of the invention there is provided a dual-comb spectrometer comprising:
The tuning may be continuous, e.g. smoothly varying, or quasi-continuous, e.g. stepped or incremented. The tuning may be monotonic so that during the time interval over which a scan takes place the first and second control signals ramp up or ramp down.
It is noted that the FSRs of the first and second laser sources can be treated as equal, since although they need to be different to generate the heterodyne mixing, the difference is extremely small—typically 3 or 4 orders of magnitude smaller than the optical frequencies of the laser sources. We therefore often refer to “the” FSR in the following. The tuning provided by the first and second control signals during the scan period enables a reduction of the effective spectral sampling period by a factor equal to the ratio of the FSR of the first and second laser sources, i.e. their native spectral sampling period, to the spectral resolution (i.e. detection limit) of the spectrometer. In our experiments, this ratio was around ten thousand leading to a reduction of the spectral sampling period from 9.8 GHz to ca. 1 MHz. In turn, this enables a spectrum to be obtained in a very short time, e.g. 120 ms. If the defined fraction of the FSR scanned by the first and second control signals is more than unity, then the spectrum is gapless and so even the narrowest line features will be detected.
It is possible to configure the first and second control signals to ensure the frequency range of the third frequency comb is kept within the bandwidth of the sample detector during the scan period.
In some embodiments, the controller is configured to receive a radio frequency (RF) signal indicative of a frequency of at least one tooth of the third frequency comb, wherein at least one of the first and second control signals is adjusted in a feedback loop responsive to the RF signal to ensure the frequency range of the third frequency comb is kept within the bandwidth of the sample detector during the scan period. In some embodiments, the RF signal is derived from the combined light signal received by the sample or normalizing detectors. In other embodiments, an additional detector is arranged to receive a separate component of the combined light signal, and the RF signal is derived from the signal collected by the additional detector. The RF signal may be obtained by a filter, which has a bandwidth designed to pass a single beat-note i.e. a single tooth of the third frequency comb. This filter can be an electrical filter or optical filter. The feedback loop can be controlled to hold the frequency range of the third frequency comb constant.
The controller can be configured to apply the first and second control signals to scan repeatedly over multiple ones of the scan period to collect multiple datasets. The controller can also be configured to apply the first and second control signals once in response to a trigger to scan once over the scan period to collect a single dataset.
The defined fraction of the free spectral range can be one or more than one in order to provide gapless coverage. For example, if the fraction is somewhat more than one, e.g. 5/4, there is significant overlap between signal fragments collected from each neighboring comb tooth pair. It may sometimes be useful to have a fraction of 2 or more to cover several FSRs, since this will allow averaging out of uneven signal-to-noise ratios from different scans, since signal-to-noise ratio depends on signal strength of individual beat-notes. The defined fraction of the free spectral range can also be less than one, e.g. ⅕, since a smaller range may well be sufficient to scan the frequency space around a known molecular resonance, when the resonance has a bandwidth substantially smaller than the FSR.
In some embodiments, the functional forms of the control signals are linear over the scan period. In other embodiments, one or both of the functional forms may deviate from linear, i.e. be non-linear. The functional forms may be rising functions or falling functions. If periodic control signals are applied, the first and second control signals may be generally triangular in shape, e.g. sawtooth shaped, but may deviate from constant slopes, i.e. deviate from linear, in the rising and falling flanks of the signals.
In some embodiments, the first and second control signals are voltage signals that are input to first and second current drivers, which translate the first and second control signals into a modulation of a first and second drive currents applied to the first and second laser sources. This will likely be the most common implementation, but there are other ways to impose the functional forms of the control signals onto the laser sources, as discussed below in the detailed description, e.g. using temperature changes.
The spectrometer may further comprise a frequency demodulator arranged to extract an error signal from the measurement signal, the error signal being fed back to the controller, the controller being configured to determine a correction signal from the error signal in a control loop to at least one of the first and second laser sources derived from the error signal so as to lock the first laser source to the second laser source in a master-slave configuration. The controller can be connected to apply the correction signal as a modulation to the first and second functional forms it uses to generate the first and second control signals, providing a slow feedback loop. Alternatively, the controller can be connected to apply the correction signal as a modulation to the first and second control signals, providing a fast feedback loop.
The spectrometer may further comprise a first RF generator operable to generate a first reference signal at a first RF frequency that is matched to the first free spectral range, the first RF generator being connected to inject the first reference signal into the cavity of the first laser source to lock the first free spectral range to the first RF frequency. Similarly, the spectrometer may further comprise a second RF generator operable to generate a second reference signal at a second RF frequency that is matched to the second free spectral range, the second RF generator being connected to inject the second reference signal into the cavity of the second laser source to lock the second free spectral range to the second RF frequency.
In some embodiments, the first and/or second RF frequencies can be kept constant throughout the scan period. In other embodiments, the first and/or second RF frequencies are changed during the scan period, since otherwise the first and/or second free spectral ranges of the first and second laser sources would drift outside the locking range of the first and/or second reference frequencies.
According to a first aspect of the invention there is provided a method of operating a dual-comb spectrometer comprising:
In addition to a sample detector, it is useful to also have a normalizing detector. The normalizing detector, like the sample detector, has a detection bandwidth covering the third frequency comb. The normalizing detector is arranged to receive a combined light signal from superimposing the first and second light signals, neither of which has traversed the sample space. The signal from the normalizing detector can be used to normalize the signal from the sample detector, e.g. by dividing the amplitudes of the beat notes measured in the sample detector signal by the amplitudes of the beat notes measured in the normalizing detector signal. The data acquisition module is arranged also to collect a dataset of data points from the normalizing detector over a scan period, which can then be compared with the corresponding dataset from the sample detector.
In some embodiments, the first and second laser sources are free running. By free running we mean that the lasers are allowed to lase optically independently of each other, rather than being locked together, e.g. by phase locking. In other embodiments, the first and second laser sources may be locked, e.g. in a master-slave relationship.
The drive currents provided to the two lasers are coordinated so that the beat notes generated by the RF intermixing frequencies of the first and second frequency combs, i.e. the frequencies of the third frequency comb, lie within the bandwidth of the sample detector and, if present, the normalizing detector.
In one configuration, the combined light signal is a combination of the first and second light signals after the second light signal has traversed the sample space and the first light signal has not. With this configuration both amplitude and phase of the beat notes are obtained. In another configuration, the combined light signal is a combination of the first and second light signals after both the first and the second light signals have traversed the sample space. With this configuration only amplitude information is obtained.
The first and second control signals may be applied to modulate the first and second drive currents and thereby to tune the first and second frequency combs. Instead or as well as the above, the first and second control signals, or first and second components thereof, may be applied to modulate the temperature of the first and second laser sources via first and second heaters arranged in thermal communication with the first and second laser sources. Other tuning possibilities may also be available based on any parameter that can be varied so as to modulate refractive index or temperature of the sources, e.g. broadband illumination of a part of the source.
The semiconductor laser sources may be quantum cascade lasers (QCLs) based on transitions between subbands, or interband cascade lasers (ICLs) based on transitions between bands.
This invention will now be further described, by way of example only, with reference to the accompanying drawings.
Definitions
Frequency comb: a form of laser output consisting of a series of discrete, equally spaced frequencies, referred to as teeth.
Free spectral range (FSR): the spacing in optical frequency between two neighboring comb teeth. In a dual-comb spectrometer, the respective FSRs of the local oscillator and interrogation will be almost the same, i.e. only marginally different, perhaps differing only by 1/5000. Hence, in DCS we usually refer to “the” FSR even though there are two marginally different FSRs.
Beat notes: a term used to describe the heterodyne frequencies generated by beating of the local oscillator and interrogation beams in an optical heterodyne system as a consequence of the difference in their FSRs.
Spectral sampling period: spectral distance between adjacent measurement points, sometimes referred to as point spacing.
Spectral resolution: minimum resolvable spectral distance in frequency or wavelength between two spectral lines.
Scan: a coordinated joint tuning of the local oscillator and interrogation frequency combs to tune their emission spectra over a defined fraction of the free spectral range.
The dual-comb spectrometer 5 is based around a pair of laser sources, namely a QCL 10 serving as a local oscillator and a QCL 12 serving as the interrogator. The first and second laser sources 10, 12 are free running in the example configuration shown. By free running we mean that the lasers are allowed to lase optically independently of each other, rather than being locked, e.g. by phase locking. The two QCLs 10, 12 generate respective light signals containing respective frequency combs C1 and C2, each having frequencies consisting of a finite series of discrete frequencies. Combining the first and second light beams results in the photocurrent output by a photodetector receiving such a combined beam generating a superposition of sinusoidal oscillations in the photocurrent, with a set of frequencies evenly spaced by the difference between the first and second spacings, representing a third frequency comb which is shifted several orders of magnitude to longer frequencies relative to the first and second frequency combs. We refer to the frequency range of the third comb as lying in the RF, following normal usage, although the frequency range may not in all cases be in the radio frequency range (i.e. 20 kHz-300 GHz) as would be understood by an RF engineer.
The QCLs 10, 12 are driven by respective current drivers 16, 18 for supplying suitable drive currents to the QCLs. The laser drive currents may beneficially be low-pass filtered (e.g. cut-off below 100 Hz) although low-pass filtering is not necessary in all cases. For example, in our prototype system, each laser emits around 300-400 mW of average power at 1.1 A (typical drive current). The current drivers 16, 18 are in turn controlled by respective voltage control signals supplied by a waveform generator (WFG) 14 which defines first and second functions for impressing on the voltage control signals. The functions each have a rising portion designed to cause the two QCLs 10, 12 to be tuned so as to scan a sample over a pre-determined RF range. The voltage functions output by the WFG are then applied to generate corresponding drive current functions to drive the QCLs 10 and 12. The functions can be applied periodically to scan repeatedly.
The output beams from QCLs 10 & 12 are split and guided respectively by suitably arranged beam splitters 20 and plane mirrors 22 so that the interrogating frequency comb C2 traverses the sample S which attenuates its amplitude through absorption and also induces a phase shift. We label the interrogating frequency comb after passage through the sample as C2′. The interrogating frequency comb C2″ and the local oscillator frequency comb C1 are detected as a combined comb C3′ at a photodetector 30, referred to as the sample detector. A reference combined comb C3 is also detected at a further photodetector 32, referred to as the normalizing detector, in order to provide a basis for normalizing the combined comb signal C3′. The reference, normalizing signal is based on combined detection of the local oscillator comb C1 and the interrogating frequency comb C2, where the local oscillator and interrogating beams are directed and combined (without traversing the sample) with the aid of suitably arranged beam splitters 20 and plane mirrors 22. It will be appreciated that equivalent optical fiber components could be used instead for manipulating the beams through the sample and onto both the sample detector 30 and normalizing detector 32.
The signals picked up by the photodetectors 30, 32 are amplified by respective amplifiers 34 which are serially connected to respective low-pass filters (LPFs) 36 which serve to exclude frequencies from outside the range of the third frequency comb C3 and on to the inputs of respective digital-to-analogue converters (DAQs) 38 which digitize the signals and supply them to the inputs of digital electronics provided for data acquisition and logging, e.g. in a computer that may also be used for controlling the WFG 14 and any other components that either require control inputs or provide sensor signals relevant for the QCLs, e.g. to keep the QCLs at a stable temperature. For example, the QCL lasers 10, 12 may be housed in respective water-cooled enclosures with a thermoelectric element in each housing to set and maintain the laser temperature at 25° C. In one example, the LPFs 36 have a pass-band of 50-1050 MHz. In one example, the DAQs 38 are 14-bit and operated with a sampling rate of 2 Gsamples/s. The QCL output powers are chosen so that the power reaching the photodetectors 30, 32 is within the linear response range of the photodetectors 30, 32. The signal collected by the normalizing photodetector 32 serves to cancel or suppress common mode fluctuations between the free running QCLs due to power and frequency fluctuations. The sample photodetector 30 measures the interferogram C3′ of the combs C1, C2′ (where comb C2 has been attenuated and phase-shifted to become comb C2′ by traversing the sample S), whereas the normalizing photodetector 32 measures the interferogram C3 of the combs C1, C2 (without influence of the sample S).
A further refinement to what has been described above is to lock the output of one or both of the lasers 10 and 12 by measuring the RF frequency modulation in the mixed signal detected by detector 30 and/or 32 and then feeding this back as an error signal which is used as a basis for adjusting the drive current of one or both of the lasers 10 and 12. The drive current adjustment could be done directly by adding a small correcting adjustment current to the drive current output by the WFG 14 (fast loop). Alternatively, the drive current adjustment could be done indirectly by inputting the error signal to the WFG 14, the error signal then being used by the WFG 14 to modify the voltage waveform it is applying to generate the drive current (slow loop). The error signal may be generated from the RF signal(s) using a frequency demodulator, such as a phase detector, phase comparator or low pass filter. In addition a lock-in amplifier (analogue or digital) may be used in combination with a frequency demodulator to generate the error signal.
The error signal can be based on a measurement of the drift of one or more of, or potentially all of, the frequencies of either one of, or both of, the combs C3 and C3′. The same FPGA and/or GPU as mentioned above can be used to determine an appropriate drive current correction signal from the error signal. A master-slave configuration is thus provided between the interrogating comb laser source 12 and the local oscillator comb laser source 10.
In respect of both slow and fast feedback loops, since both detectors will generally be the same, they will have the same bandwidth specifications, so operating the feedback loop based on signal from only one of the detectors will in many cases be adequate to keep the signal within the bandwith of both detectors.
A naive, uncoordinated ramping of the two laser drive currents would cause the frequency comb C3 quickly to drift out of the detector bandwidth as a consequence of the first and second lasers exhibiting different tuning properties. It is therefore important to make sure that the increases in drive currents of the two ramps, i.e. the functional forms of I1(t) and I2(t), are coordinated with one another in such a way that the frequency comb C3 stays within the detector bandwidth throughout the scan from times t1 to t3. In the example graphs of
Coordination of the two ramps can be achieved by looking at the frequency span of the heterodyne signal C3 at the drive currents for times t1 and t3 and optionally also if needed for intermediate times such as t2. Coordinating the two ramps can be effected by adjusting one or both of the ramps in any of the following ways singly or in combination: changing the current at the ramp starting position; changing the current at the ramp ending position; changing the slope of the ramp; changing the functional form of the ramp, e.g. from linear to a more complex non-linear functional form, such as the curve schematically illustrated for the second laser source in
One approach for making the fine adjustment is to do this with a point-by-point calibration before starting to perform scans. The calibration proceeds by finding individual pairs of drive currents that are matched to each other and then interpolates these to determine a suitable pair of drive current ramps that can be applied to perform a scan. The calibration may start by applying a relatively low, constant drive current to one of the two lasers, say the first laser, where the magnitude is selected to be appropriate for the start of the ramp. The same drive current is then applied to the other laser, say the second laser. If the heterodyne signal (third frequency comb) is not detected, or not all of its teeth are detected, then the second laser's drive current is increased (or decreased) to bring the heterodyne signal fully into the detector bandwidth. The calibration may then continue by applying a relatively high drive current to the first laser, where the magnitude is selected to be appropriate for the end of the ramp, and then adjusting the second laser's drive current to bring the heterodyne signal fully into the detector bandwidth. The calibration at this stage has determined two pairs of suitable drive currents for the start and end of each ramp. These can be interpolated linearly to determine two ramps. Further current pairs at intermediate points on these ramps can then determined by interpolation and then applied. Each such further current pair can then be adjusted empirically as necessary so that the heterodyne signal lies within the detector bandwidth. In this way, once a suitable number of current pairs have been determined, two complete ramps can be calculated by interpolation. The two complete ramps can then be applied in a test scan in order to confirm that the heterodyne signal remains within the detector bandwidth for the full duration of the scan, i.e. in order to check that the interpolation from the individual points is satisfactory. The calibration is then complete.
Another calibration approach which may be used instead of the above approach, or more likely after having already applied the above approach is as follows. After basic setup has been achieved by the above approach, the ramping of the drive currents is adjusted during scans based on feedback from measurements of the frequency span of the third comb C3 taken during the scans. This could be done in every scan, or done occasionally, e.g. every nth scan, or done at the time of loading a new sample, or on system start-up. This calibration measurement may be made by following one tooth of the third comb, say its highest or its lowest frequency tooth or an intermediate tooth, or by following two or more of the teeth, for example the lowest and highest frequency teeth. Adjusting the pair of ramps relative to each other might be done during a scan (fast lock) or more slowly by making incremental changes between scans (slow lock), where the terms fast and slow have the same meaning as in the above discussion of master-slave configurations with reference to
The ramps may not be smooth functions, but rather implemented in steps. Steps may arise simply from the equipment being used, for example a digital WFG may output a drive current that is stepped in time, when looked at with high-enough resolution. The WFG may also be programmed to increment the drive current in steps and dwell a short time at each step, e.g. to provide a fixed number of data points for each scan, e.g. one that is equal to a power of 2 and so matched to a discrete Fourier transform (DFT) processing algorithm such as 256, 512, 1024 etc.
The above discussion of the ramps and how to coordinate them was made in relation to adjusting the laser drive currents. It will be understood that the lasers may also be adjusted by adjusting their temperatures, and temperature adjustment may be used instead of current adjustment, or the lasers may be controlled by a combination of drive current and temperature adjustment. Other adjustment possibilities may also be available based on any parameter that can be varied so as to modulate refractive index or temperature of the sources, e.g. broadband illumination of a part of the source or RF-injection as is now discussed.
Methods to use on setup in order to find suitable RF-injection frequencies for injecting locking the two lasers over the full scan range are now described.
A setup method to find the two RF-injection frequencies RF1 and RF2 is as follows. First, the functional forms of the injection currents for the two lasers, I1(t) and I2(t), over a scan period are determined, i.e. the functions shown in
A hybrid option combining elements of the approaches described with reference to
A specific data acquisition is now described.
To demonstrate our prototype spectrometer, we acquired data from a sample of gaseous methane CH4 contained in a gas cell of length 14 cm, the gas cell having uncoated, angled CaF2 end windows. The pressure was 107 mbar. Each spectrum contained approximately 6 million points with a spectral point spacing of about 300 kHz giving a resolution of 0.001 cm-1.
The current for the interrogating (local oscillator) comb is modulated with an asymmetric triangular waveform as follows: slope of +80 mA/120 ms (+62 mA/120 ms) for 120 ms starting from 1.117 A (1.108 A) and ending at 1.197 A (1.170 A), followed by slope of −80 mA/120 ms (−62 mA/120 ms) for 800 ms ending back at 1.117 A (1.108 A) after 920 ms from the start. Both waveforms are set to start on a trigger pulse which also starts the acquisition. On each trigger pulse, 228 data points per channel are acquired at 2 GSa/s and saved to disk to be processed later. Two series of scans are measured. In the first series, the sample cell is absent from the laser beam path (background measurement), and in the second series the sample cell is present in the laser beam path (sample measurement).
Due to the limited mutual coherence of the two free-running QCL frequency combs, the beat note amplitudes were measured within a relatively short time to avoid them being “smeared” over a large frequency range. The acquired data (228 samples per channel at 2 GSa/s, 134.2 ms duration) is thus divided into slices of 215 samples (τ=16.4 μs). The overlap between consecutive slices is chosen to be 75%, so that the first slice spans 0≤t<r, the second slice τ/4≤t<5τ/4, the third slice 2τ/4≤t<6τ/4, etc. After apodization with a flat-top function, a fast Fourier transform (FFT) is computed for each slice. The transfer function for the entire detection signal chain (detectors, amplifiers, coaxial cables, DAQs) is estimated from a noise measurement at the beginning of each measurement series and is used to correct the FFTs of the slices. This correction has the effect of flattening the magnitude and phase response of the detection signal chain, and to set the average detection noise power spectral density to unity. Most of the Fourier coefficients—those lying between the beat notes—do not contain any useful information and are discarded. Only the coefficients corresponding to the maxima of the beat notes are retained. Apart from a normalization factor, spectral leakage, and additive detector noise, these Fourier coefficients are the beat note amplitudes. For the sample (S) and normalizing (N) photodetector we label the amplitudes as Sjs, Njs, where j is the beat note index, and s is the slice index. The thus-defined beat note amplitudes are very sensitive to fluctuations in the frequencies of the beat note, which tend to distribute the beat note power over some frequency range, as well as to the aforementioned spectral leakage. Both issues are minimized by taking the beat note amplitude ratio, Rjs=Sjs/Njs, which was found to be virtually immune to these types of fluctuations, since they affect both measurements, Sjs, Njs, in the same way.
In the first data slice (0≤t=r), all the beat notes are identified and numbered. This numbering must be kept consistent throughout all of the following slices, so that the absorption (change in magnitude of the beat notes) and refractive index (change in phase of the beat notes) are assigned to the correct optical frequencies. When the laser drive currents are modulated, large frequency offsets as well as breathing of the beat note pattern are unavoidable. These are caused by the slightly different tuning properties of the two QCL frequency combs. For each slice, the spacing of the beat note pattern is determined from the auto-correlation function of the power spectral density (PSD) for that slice. The frequency offset of the pattern, on the other hand, is computed either from the cross-correlation of the PSD of that slice with that of an earlier one, or by simply assuming that the frequency offset from the previous slice to the current one is less than half the spacing of the beat note pattern (i.e. each beat note remains in the neighborhood of where it was in the previous slice). Which technique is chosen for any given slice depends, among other things, on the quality of the PSD (e.g. if there are multiple periodic patterns), and on the change of the PSD spacing relative to the previous slice (e.g. if there is a larger-than-normal increase or decrease).
The absorption and dispersion data are organized in two matrices, , , where the row index, j, corresponds to the beat note index (comb line index) and the column index, s, corresponds to the slice (time) index. Each row thus represents the absorption or dispersion probed by one line of the interrogating comb. In order to plot all the rows on a common frequency axis, we compute, for each row, a calibration curve, i.e. a relationship between slice index and optical frequency. For this, we can exploit the comb property of the laser source as follows. The frequency of the interrogating comb line with index j in slice s can be written as νjs=νj
νjs=(a0+a1s+a2s2)+(j−j0)·(b0+b1s+b2s2)
where
The values of the six polynomial coefficients are determined by identifying 22 methane lines in the measured spectrum. Then, for each absorption line, l, we have three quantities: the frequency, Pi, of the absorption line (from HITRAN); the comb line index, jl, of the comb line that probed the absorption line l; and the slice index, sl, at which said comb line was at the centre of the absorption line. We then determine the best values, in the least-square sense, of the six polynomial coefficients by minimizing the sum of residuals squared, Σl({circumflex over (ν)}lνvj
It will be clear to one skilled in the art that many improvements and modifications can be made to the foregoing exemplary embodiment without departing from the scope of the present disclosure.
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1912228 | Aug 2019 | GB | national |
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Entry |
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Villares, et al., “Dual Comb spectroscopy based on quantum-cascade-laser frequency combs,” Institute for Quantum Electronics, Macmillan Publishers Limited, pp. 1-9, Zurich, Switzerland, 2014. |
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20210063306 A1 | Mar 2021 | US |