Photothermal imaging device and system
11592391 · 2023-02-28
Assignee
Inventors
- Zhongming Li (Notre Dame, IN, US)
- Gregory Hartland (Granger, IN, US)
- Masaru Ken Kuno (Notre Dame, IN, US)
Cpc classification
G01N21/171
PHYSICS
G01Q30/02
PHYSICS
International classification
G01Q30/02
PHYSICS
G01N21/17
PHYSICS
Abstract
Mid-infrared photothermal heterodyne imaging (MIR-PHI) techniques described herein overcome the diffraction limit of traditional MIR imaging and uses visible photodiodes as detectors. MIR-PHI experiments are shown that achieve high sensitivity, sub-diffraction limit spatial resolution, and high acquisition speed. Sensitive, affordable, and widely applicable, photothermal imaging techniques described herein can serve as a useful imaging tool for biological systems and other submicron-scale applications.
Claims
1. A method for detecting infrared light absorption in a sample by mid-infrared spectroscopy with submicron resolution, the method comprising the steps: illuminating a region of the sample with a focused pump beam having a first wavelength of mid infrared radiation generated by a first light source, wherein at least a portion of the focused pump beam is absorbed by the region of the sample; illuminating the region of the sample with a probe beam having a second wavelength generated by a second light source, wherein the second wavelength is different than the first wavelength; focusing, by a reflective objective, the focused pump beam onto the region of the sample focusing, by a refractive objective, the probe beam onto the region of the sample; collecting, by a detector, a portion of the probe beam coming from the region of the sample; and analyzing the collected light to construct a signal indicative of infrared absorption by the region of the sample with submicron spatial resolution, wherein the focused pump beam travels along a first pathway toward the region of the sample, wherein the probe beam travels along a second pathway toward the region of the sample, and wherein the first pathway does not intersect with the second pathway.
2. The method according to claim 1, wherein analyzing the collected light comprises the steps: generating, based on at least one property of the collected light and the second wavelength, a signal indicative of the portion of the focused pump beam absorbed by the region of the sample, wherein the signal represents an amount of infrared light absorbed by the region of the sample.
3. The method according to claim 1, further comprising the step of repeating steps (a)—(d) at plurality of regions on the sample to construct a map of the signal indicative of infrared absorption with a spatial resolution of less than 1 micron.
4. The method according to claim 1, wherein illuminating the region of the sample with the focused pump beam comprises illuminating a first side of the region of the sample with the focused pump beam, wherein illuminating the region of the sample with the probe beam comprises illuminating a second side of the region of the sample with the probe beam, and wherein the first side of the region of the sample is opposite to the second side of the region of the sample.
5. The method according to claim 1, wherein the focused pump beam is directed toward a first sample surface, wherein the probe beam is directed toward a second sample surface, and wherein the first sample surface is adjacent to the second sample surface.
6. The method according to claim 1, wherein the focused pump beam is directed toward a first sample surface, wherein the probe beam is directed toward a second sample surface, and wherein the first sample surface corresponds to the same region as the second sample surface.
7. The method according to claim 1, further comprising the step: modulating the focused pump beam according to a first modulation frequency.
8. The method according to claim 7, wherein the first modulation frequency is greater than or equal to 100 kHz.
9. The method according to claim 1, wherein the first light source is a mid-infrared laser having at least one emission wavelength within the range of 3 to 25 micrometers.
10. The method according to claim 1, wherein the second light source is a visible light laser having at least one emission wavelength that is less than or equal to 800 nanometers.
11. The method according to claim 1, wherein the analyzing step comprises: sending a signal from the detector to a lock-in amplifier configured to determine at least one of (i) an amplitude and (ii) a phase of the probe beam reflecting from the region of the sample; providing the lock-in amplifier a reference signal to a modulation frequency of the pump laser; and using the lock-in amplifier to construct the signal indicative of infrared absorption by the region of the sample.
12. The method according to claim 1, wherein the sample is held by a cell adapted for high infrared transmission, wherein the cell includes sapphire windows.
13. The method according to claim 1, wherein absorption of infrared radiation from the focused pump beam by the sample results in a temperature increase of the region of the sample and wherein propagation of the probe beam is affected by a thermal lens formed by the temperature increase.
14. A system for detecting infrared light absorption in a sample with submicron resolution, the system comprising: a first light source operable to illuminate a region of the sample with a focused pump beam of mid infrared radiation, wherein at least a portion of the focused pump beam is absorbed by the region of the sample; a second light source operable to illuminate the region of the sample with a probe beam; a reflective objective adapted to focus the focused pump beam onto the region of the sample; a refractive objective adapted to focus the probe beam onto the region of the sample; a detector operable to collect and measure at least a portion of the probe beam coming from the region of the sample; and a signal processing device configured to generate, based on the probe light collected by the detector, a signal indicative of an amount of infrared light absorbed by the region of the sample, with sub-micron spatial resolution, wherein the first light source is arranged to emit the focused pump beam that travels along a first pathway toward the region of the sample, wherein the second light source is arranged to emit the focused pump beam that travels along a second pathway toward the region of the sample, and wherein the first pathway does not intersect with the second pathway.
15. The system according to claim 14, wherein the system further comprises: a movable platform coupled to the sample and operable to move the sample in two dimensions with respect to the first light source and the second light source to illuminate a plurality of regions of the sample with the focused pump beam and probe beam; and wherein the signal processing unit generates the signal indicative of infrared absorption of light by the sample at the plurality of regions of the sample to generate an image indicated of infrared absorption of the sample.
16. The system according to claim 14, wherein the first light source is arranged to illuminate a first side of the region of the sample with the focused pump beam, wherein the second light source is arranged to illuminate a second side of the region of the sample with the probe beam, and wherein the first side of the region of the sample is opposite to the second side of the region of the sample.
17. The system according to claim 14, wherein the first light source is arranged to emit the focused pump beam toward a first sample surface, wherein the second light source is arranged to emit the focused pump beam toward a second sample surface, and wherein the first sample surface is adjacent to the second sample surface.
18. The system according to claim 14, wherein the first light source is arranged to emit the focused pump beam toward a first sample surface, wherein the second light source is arranged to emit the focused pump beam toward a second sample surface, and wherein the first sample surface corresponds to the same region as the second sample surface.
19. The system according to claim 14, wherein the first light source is further operable to: modulate the focused pump beam according to a first modulation frequency.
20. The system according to claim 19, wherein the first modulation frequency is greater than or equal to 100 kHz.
21. The system according to claim 14, wherein the first light source is a mid-infrared laser having at least one emission wavelength within the range of 3 to 25 micrometers.
22. The system according to claim 14, wherein the second light source is a visible light laser having at least one emission wavelength that is less than or equal to 800 nanometers.
23. The system according to claim 14, wherein the signal processing device is a lock-in amplifier configured to: receive a signal from the detector indicative of at least a portion of the probe beam coming from the region of the sample; receive a signal indicative of a modulation frequency of the focused pump beam; determine from the signal from detector and the signal indicative of the modulation frequency of the focused pump beam at least one of (i) an amplitude and (ii) a phase of the probe beam coming from the region of the sample; and generate the signal indicative of the amount of infrared light absorbed by the region of the sample based on the determined at least one of (i) the amplitude and (ii) the phase of the probe beam reflecting from the region of the sample.
24. The system according to claim 14, further comprising: a cell adapted for high infrared transmission and configured to hold the sample, wherein the cell includes sapphire windows.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
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DETAILED DESCRIPTION
(15) The following description of example methods and apparatus is not intended to limit the scope of the description to the precise form or forms detailed herein. Instead the following description is intended to be illustrative so that others may follow its teachings.
(16) Mid-infrared radiation is resonant to the vibrational excitations of many chemical bonds and can, therefore, its absorption spectra reveal a wealth of information of molecular composition. When MIR spectroscopy is performed in a localized area, identifying, characterizing and tracking microscopic objects become accessible. Databases of MIR spectra enable analysis of complex structures, such as single live cells and individual protein complexes. Since MIR spectroscopy reflects the vibrations of chemical bonds, the unique combination of different chemical bonds in a molecule gives rise to a characteristic spectral “fingerprint.” This circumvents the common procedures of applying stains, fixatives, or exogenous fluorophores for imaging biological samples.
(17) Although MIR spectroscopy is a powerful tool, there are two major inherent drawbacks. First, MIR imaging typically has a limited spatial resolution. According to Abbe diffraction, the minimum spatial resolution that can be achieved is
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where λ denotes the wavelength of light and NA denotes the numerical aperture of the objective. Thus, MIR radiation typically has a spatial resolution that is around an order-of-magnitude worse than visible light, given the same or similar optics conditions.
(19) In order to solve the problems described above, a technique that uses an affordable and reliable detector and has a superior spatial resolution is needed. Mid-infrared photothermal heterodyne imaging (MIR-PHI) systems overcome the diffraction limit of traditional MIR imaging. Photothermal imaging systems of the present application utilize a combination of a mid-IR “pump” laser and a visible light “probe” laser. Under one theory of operation, irradiating a sample with the pump laser may heat the sample and its surrounding medium, which can cause a thermal “lens” to form.
(20) The photothermal effect is the phenomenon that, when an object absorbs photons, it can release the energy through radiating heat to its surrounding medium. This forms a temperature gradient in the medium around the object. Then by using a separate probe light source with a much shorter wavelength than the MIR wavelengths (i.e., at a visible or near-IR wavelengths), the MIR-PHI can measure mid-IR absorption of the sample with a spatial resolution well below the Abbe diffraction limit of the mid-IR pump beam. The use of visible or near-IR wavelength for the probe beam enables use of visible/near IR photodiodes as detectors disclosed herein that may accomplish using reliable and cost-effective detectors with higher sensitivity than mid-IR detectors. Since the refractive index of the medium is related to its temperature, the temperature gradient creates a refractive index gradient which resembles a lens. This thermal lens can then affect the propagation of a probe beam and thus generate a photothermal signal. Raster scanning in two dimensions—using a movable platform such as a piezo stage—can create a contrast between the presence and absence of the thermal lens, thereby forming a photothermal image.
(21) According to one embodiment, a pump beam is at least partially absorbed by an analyte or sample, which gives rise to localized heating. The heating effect can cause the refractive index of the particle and its surrounding environment to change, creating a refractive index gradient. This refractive index gradient in the medium behaves in a similar way as a lens, and is referred to as a “thermal lens.” The probe beam—which is preferably non-resonant to the analyte's absorption—is then used to detect the thermal lens effect. A shorter wavelength probe can be utilized, so that the Abbe diffraction resolution is much improved. In some embodiments the probe wavelength can be selected in the visible region, where reliable, sensitive and affordable detectors are readily available. Furthermore, the power of the probe can be operated at a higher power levels, in order to minimize the photon noise, as long as the power level is below the sample damage threshold.
(22) Photothermal imaging offer several advantages that solve the problems associated with conventional mid-IR imaging. For the scarcity of detector issue, since the photothermal effect a visible or near-infrared light source, such as a visible or near IR laser can be used as the probe. Detectors for visible or near-infrared light can be faster, cheaper and more sensitive. Also, the spatial resolution of photothermal imaging is determined by the probe wavelength (not the wavelength of the mid-IR heating beam), which implies a significant improvement over the spatial resolution of conventional mid-IR imaging. This can be very useful in many applications, for instance in the medical imaging field, because it can potentially push the limit of mid-IR imaging to a subcellular level or even smaller, while the commonly used scale right now is at the level of imaging tissues. On the other hand, using a mid-IR pump beam in the photothermal technique also remedies one of the shortcomings of conventional photothermal imaging measurements. Since the photothermal effect is based on the absorption of photons, the conventional photothermal imaging measurements using visible or near-IR pump lasers are limited to studying materials such as noble metal nanoparticles and dye molecules that absorb in the visible region. Since almost all compounds absorb mid-IR light and then generate thermal energy, the applicability of photothermal imaging is vastly broadened by the introduction of the mid-IR technique.
(23) In this disclosure, PHI experiments are described that utilize a mid-IR pump laser source. It is shown that MIR-PHI imaging systems can achieve micrometer spatial resolution, which is much smaller than the diffraction limit of the mid-IR light source. The combination of mid-IR and photothermal imaging techniques exploits affords the benefits of improved spatial resolution with robust and inexpensive detectors, while also maintaining the spectroscopic potential associated with mid-IR absorption.
(24) In summary, MIR-PHI systems overcome the diffraction limit typically inherent to MIR imaging, while using fast and accurate visible/near IR photo detectors. With our counter-propagating geometry, it is possible to obtain high contrast images of 1.1 μm polystyrene beads in glycerin and in air. Clear absorption spectra were also acquired locally on the single particles. These improvements to mid-IR imaging have the potential to provide opportunities for researchers to investigate biological systems in media on a spatial scale that was not previously achievable, and thus has broad application potential in biological imaging.
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(26) The pump laser 150 emits a pump beam 151 toward a pump mirror 152, which reflects pump beam 151 toward a reflective objective 153. The reflective objective 153 may serve to irradiate the sample 130 from a second side, which is opposite to the first side. This arrangement—in which the probe beam 111 and pump beam 151 illuminate or irradiate the sample 130 from opposite sides—may be referred to herein as a “counter propagating geometry.” In some implementations, the pump beam 151 may be a mid-IR laser beam.
(27) During operation, the pump beam 151 irradiates the sample 130, which absorbs the mid-IR light, causing localized heating on the sample 130. This localized heating can lead to the thermal lens effect described herein. The probe beam 111 incident on the sample 130 interacts with a region of the sample illuminated by the pump beam, which scatters some of the light of probe beam 111, for example due to the thermal lens temperature gradient of an absorbing region of the sample Some of the reflected probe beam 111 then travels back toward the beam splitter 113, which directs the reflected probe beam 111 toward a photodiode 122. The photodiode 122 then collects and measures the probe beam light 111, which may be stored on a computing device or the like.
(28) The step of mid-IR irradiation, and probe beam reflection measurement by the photodiode 122 may be repeated at different locations on sample 130. Movable platform 140—which may be a base controlled by servos, a piezo stage, or other actuating platform—may move the sample 130 laterally or longitudinally (with respect to the objective 114) in order to position objective 114 and reflective objective 153 over a different location on sample 130. That new location may then be irradiated by the mid-IR pump beam 151, and measured by the reflected probe beam 111 incident on photodiode 122. By repeating this step at various locations of the sample 130 and storing the read out values from photodiode 122, a computing device may then construct a 2D image representing the photothermal intensities of the sample.
(29) The photodiode 122 may provide a probe signal input indicative of the intensity of the reflected probe beam 111 to a lock-in amplifier 120. The lock-in amplifier 120 may be configured on the basis of the wavelength of the probe beam 111 (i.e., referenced to the modulation frequency of the pump beam) and may be capable of detecting minor fluctuations in the properties of the probe beam 111 caused by the thermal lens effect of the sample 130. The lock-in amplifier 120 may also receive a pump beam modulation signal 123 from the pump laser 150 indicative of the modulation frequency of the pump beam 151 (e.g., 100 kHz, 150 kHz, etc.). In some implementations, the lock-in amplifier 120 also receives a signal from the probe laser 110 indicative of the frequency or wavelength of the probe beam 111.
(30) An example MIR-PHI system (such as the photothermal imaging system 100 shown in
(31) In terms of the sample preparation procedure, an optical cell with high mid-infrared transmission (e.g., two sapphire windows) can be used. Specimens are applied on a surface of one of the sapphire windows by drop-casting or spin-coating. A small amount of medium can be dropped onto the specimen. Parafilm or a sealant can then be used to seal the peripheral areas of the two windows together, and thus create an optical cell with a thin chamber of the specimen surrounded by the solvent. The thickness of the sapphire window was selected to be small, so that it will be within the working distance of the objective.
(32) The probe beam 111, which can be a visible or near-infrared laser, may be operated in the continuous wave (CW) mode. In one embodiment, the two lasers may be designed to be counter-propagating whereby the sample is illuminated from different sides by the two lasers. This design avoids the usage of dichroic mirrors for combining the mid-IR and visible light, which may be desirable due to the dichroic mirrors for these two laser wavelengths vastly attenuating the intensity of the mid-IR beam. This arrangement also allows the use of high magnification microscope objectives for the probe beam 111 (since objectives that transmit IR light are typically low magnification).
(33) In one embodiment, the probe beam 111 is directed at a first sample surface while the pump beam 151 is directed to a second sample surface opposite the first. In other embodiments, the surfaces illuminated by the two beams may not be exactly opposite one another. In one instance, the pump beam 151 may be directed to an adjacent surface as the one being illuminated by the probe beam 111. In another embodiment, the pump beam 151 may be directed to the same area where the surface illuminated by the probe beam 111 resides. In one embodiment, the angle of separation between the pump beam 151 and the probe beam 111 may be about 180 degrees. In other embodiments, the angle of separation may be some angle less than 180 degrees but sufficient to provide a separate pathway for the pump beam 151 and probe beam 111. The angle of separation provides two pathways, one for the probe beam 111 and one for the pump beam 151 to illuminate the same area of the sample under test.
(34) In one embodiment, the reflected probe beam from the sample surface is then collected by the same objective used to focus it, and detected by a photo detector, which can simply be a regular visible light photodiode (e.g., Si, InGaAs, Ge, etc.). The signal from the photo detector 122 is then processed by a lock-in amplifier 120, referenced to the modulation frequency (via signal 123) of the pump beam 151. This allows the lock-in amplifier 120 to detect the amplitude and the relative phase of the photothermal signal output from the photodiode 122. A raster scan of the sample over a certain area, which can be conducted by a piezo-stage 140, then creates a mid-IR photothermal image.
(35) Signal processing devices, such as the lock-in amplifier, may sample or measure one or more property of collected probe light (i.e., reflecting off a sample or a region of a sample). For instance, a signal processing device may—based on parameters of the photothermal imaging system (e.g., a pump beam pulse or modulation frequency, a wavelength of the pump beam, a wavelength of the probe beam, etc.)—determine a frequency, shift in frequency, phase, phase shift, intensity, or any other property of the collected probe beam light. The property or properties measured and/or determined by the signal processing device may serve as a basis for analyzing, imaging, conducting spectroscopic analysis, and/or other operations on a sample or a region of a sample.
(36) In order to obtain good imaging contrast, the selection of the mid-infrared wavelength is important. If the analyte has an absorption peak at a certain wavelength while the solvent doesn't absorb at that same wavelength, the contrast of the image will be high. This can be achieved by using solvents with limited mid-infrared absorption features, such as CS.sub.2 and CCl.sub.4. For water—which has a very broad absorption in the mid-IR region—two strategies can be used to obtain an image with good contrast. First, images can be captured at a wavelength where the absorption of water is limited and the absorption from the analyte is at its maximum. For example, at 2850 cm.sup.−1, a polystyrene bead can be clearly imaged with the mid-PHI technique in water (as shown in
(37) The solvent used in the photothermal imaging system can also affect its performance. Some organic solvents have outstanding photothermal properties, such as CS.sub.2 and CCl.sub.4. Photothermal imaging with these solvents results in a very high signal-to-noise sensitivity. However, they are usually toxic, volatile, and not compatible with biological samples. Glycerin, which is biocompatible and viscous, has a relatively high photothermal performance. Water, as the ideal medium for biological samples, does not have a sensitive photothermal response compared to other solvents. However, water was used to achieve a visualization of one micron polystyrene particles in water at a single particle level using this technique. For example, 1.1 μm polystyrene beads were successfully visualized with super-resolution in water (as shown in
(38) The selection of medium is an important factor for PHI measurements. A preferable medium for PHI includes the following characteristics. First, a large refractive index provides for better performance of the thermal lens. Second, a preferable PHI medium has a small heat capacity, with the aim to maximize the change in temperature created by a given amount of heat transferred from the particle. Additionally, the more sensitive the refractive index is to temperature, the shaper the refractive index gradient will be in the thermal lens. A figure-of-merit for the overall photothermal performance of a medium can be expressed with equation (2) below:
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where n denotes the refractive index, T denotes the temperature, and C.sub.T represents the heat capacity under temperature T. Researchers have compared the performance of different common solvents. Among them, carbon disulfide (CS.sub.2) was found to have preferable photothermal properties. Additionally, carbon tetrachloride, chloroform, hexane, decane, ethanol, glycerin, and water are other solvents that exhibit preferable photothermal properties.
(40) The thermal diffusion length is another factor that has a large impact on PHI image contrast. Since the particles are heated by the pump beam intermittently at the modulation or pulse frequency, the magnitude of the frequency is directly related to the thermal diffusion length. Lower frequencies give longer thermal diffusion lengths and yield higher photothermal signals, until the thermal diffusion length exceeds the size of the focal spot. Therefore a focal spot size that matches the thermal diffusion length will be optimal. The thermal diffusion length (r.sub.th) of the medium can be calculated with the equation (3) below:
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(42) where D.sub.th is the thermal diffusivity, k is the thermal conductivity of the medium, Ω is the modulation frequency, and C.sub.p is the heat capacity per unit volume photothermal medium. At the same time, the lower the modulation frequency, the longer the thermal diffusion length, and the worse the spatial resolution will be. That is why we triggered our measurement at the high pulse frequency of 150 kHz, which is much higher than that in the previous literatures (20 Hz). This made sub-diffraction limit resolution (of the pump beam) practically plausible. The thermal diffusion length (r.sub.th) of different media are calculated. Under 150 kHz of modulation, carbon disulfide (CS.sub.2) has a diffusion length of 1.3 μm, that of glycerin is 1.2 μm, and that of water is 1.3 μm. A 532 nm probe laser, the size of the focal spot is estimated to be about 0.9 μm for the 0.8 NA objective used in our experiments, which roughly matches the thermal diffusion lengths of different media.
(43) In a MIR-PHI setup, a MIR laser is used as a pump beam to create absorption events on sample objects. A temperature gradient is thereby created around the heated particles. Since the refractive index of the medium is directly related to its temperature, a temperature gradient will result in a refractive index gradient, which can then be detected by another probe beam. The information of the absorption event is therefore measured indirectly by the change in the probe light. Since the light being measured is the probe (usually visible light), it is no longer constrained by the Abbe diffraction limit of the MIR, and only detectors for visible light are needed.
(44) The integration time on the lock-in of the lock-in amplifier 120 is an important factor in system performance as well. Generally, the longer the integration time, the better the signal-to-noise for the PHI signal. However, extended lock-in integration time substantially deteriorates MIR-PHI's real-time detection capability. In experiments described herein, 300 ms is used under CS.sub.2 medium, and 1 second is used for glycerin and water.
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(46) These two wavelengths were selected to form the largest contrast between two materials. At 3300 cm.sup.−1, water has a high absorption strength, while the absorption from polystyrene should be low. On the other hand, at 2850 cm.sup.−1, polystyrene has a local maxima in its mid-IR absorption spectra, while the absorption from water falls to around 20%. Hence, the two chosen wavelengths 3300 cm.sup.−1 and 2850 cm.sup.−1 should form complementary images with relatively high contrasts.
(47) The results, as shown in
(48) Post-processing of the resulting images can be done to improve the S/N level. For example, image fusion can be a viable method to enhance image contrast. However, in this example, a specific algorithm could be used to properly combine the two images, in order to retain the appropriate chemical information.
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(54) Although the peaks in
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(57) Comparison between
(58) The line profiles in the graphs of
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Thus, super-resolution MIR imaging was achieved.
(60) Although some nonpolar media, such as CS.sub.2 and CCl.sub.4 have excellent photothermal properties and minimum infrared absorption, their low boiling points and poor biocompatibility substantially lessen their potential for applications. Bio-compatible media, such as glycerin and water, are of much greater interest. Hence, it is worthwhile to test the photothermal imaging system with the 1.1 μm polystyrene beads in both glycerin and water.
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(62) This disadvantage was believed to be even more severe for measurements in water, because of the broad absorption band that water has in the mid-IR region. In order to alleviate this issue, the absorption of the polystyrene and water were carefully compared. The tests and results of the MIR-PHI imaging of polystyrene beads in water is described above in relation to
(63) In summary, MIR-PHI not only significantly improves the spatial resolution of traditional MIR imaging, but also circumvents the usage of a sophisticated mid-IR detector. It therefore provides a robust super-resolution MIR imaging solution in an inexpensive way. The experimental results show that measurements in CS.sub.2 imaged 1.1 μm polystyrene beads at a reasonable S/N ratio, with super-resolution capabilities. Results in glycerin and water, although displaying similar resolution, have much poorer S/N ratios. Hyperspectral imaging will be performed in the near future to exploit the wealth of chemical information in the mid-IR region. Also, fine tuning in the z axis of the imaging plane can be a direction to significantly improve the signal-to-noise ratio. Image post-processing with image fusion or other methods can potentially enhance the imaging contrast too.
(64) Although certain example methods and apparatus have been described herein, the scope of coverage of this patent is not limited thereto. On the contrary, this patent covers all methods, apparatus, and articles of manufacture fairly falling within the scope of the appended claims either literally or under the doctrine of equivalents.
(65) It should be understood that arrangements described herein are for purposes of example only. As such, those skilled in the art will appreciate that other arrangements and other elements (e.g., machines, interfaces, operations, orders, and groupings of operations, etc.) can be used instead, and some elements may be omitted altogether according to the desired results. Further, many of the elements that are described are functional entities that may be implemented as discrete or distributed components or in conjunction with other components, in any suitable combination and location, or other structural elements described as independent structures may be combined.
(66) While various aspects and implementations have been disclosed herein, other aspects and implementations will be apparent to those skilled in the art. The various aspects and implementations disclosed herein are for purposes of illustration and are not intended to be limiting, with the true scope being indicated by the following claims, along with the full scope of equivalents to which such claims are entitled. It is also to be understood that the terminology used herein is for the purpose of describing particular implementations only, and is not intended to be limiting.