A multispectral imaging device may be utilized to capture multispectral image data. For example, the multispectral imaging device may capture image data relating to a set of electromagnetic frequencies. The multispectral imaging device may include a set of sensor elements (e.g., optical sensors, spectral sensors, and/or image sensors) that capture the image data. For example, an array of sensor elements may be utilized to capture information relating to multiple frequencies. A particular sensor element, of the sensor element array, may be associated with a filter that restricts a range of frequencies that are directed toward the particular sensor element.
According to some possible implementations, an optical sensor device may include a set of optical sensors. The optical sensor device may include a substrate. The optical sensor device may include a multispectral filter array disposed on the substrate. The multispectral filter array may include a first dielectric mirror disposed on the substrate. The multispectral filter array may include a spacer disposed on the first dielectric mirror. The spacer may include a set of layers. The multispectral filter array may include a second dielectric mirror disposed on the spacer. The second dielectric mirror may be aligned with two or more sensor elements of a set of sensor elements.
According to some possible implementations, an optical filter may include a first layer. The first layer may be a first dielectric mirror to reflect a portion of light directed toward the first layer. The first layer may be deposited on a substrate associated with a set of optical sensors. The optical filter may include a second set of layers. The second set of layers may be deposited solely on the first layer. The second set of layers may be associated with a set of channels corresponding to a set of sensor elements. A channel, of the set of channels, may be associated with a particular thickness corresponding to a particular wavelength of light that is to be directed toward a particular optical sensor of the set of optical sensors. The optical filter may include a third layer. The third layer may be a second dielectric mirror to reflect a portion of light directed toward the third layer. The third layer may be deposited on a plurality of the set of sensor elements associated with the second set of layers.
According to some possible implementations, a system may include a set of optical sensors embedded into a substrate. The system may include a multispectral filter array deposited on the substrate. The multispectral filter may include a first dielectric mirror to partially reflect light from a light source. The first dielectric mirror may include a first quarterwave stack of high-index and low-index layers. The multispectral filter may include a second dielectric mirror to partially reflect light from the light source. The second dielectric mirror may include a second quarterwave stack of high-index and low-index layers. The multispectral filter array may include a plurality of high-index spacer layers disposed between the first dielectric mirror and the second dielectric mirror.
The following detailed description of example implementations refers to the accompanying drawings. The same reference numbers in different drawings may identify the same or similar elements.
A sensor element (e.g., an optical sensor) may be incorporated into an optical sensor device to obtain information (e.g., spectral data) regarding a set of electromagnetic frequencies. For example, an optical sensor device may include a particular sensor element, such as an image sensor, a multispectral sensor, or the like that perform a sensor measurement of light directed toward the particular sensor element. In this case, the optical sensor device may utilize one or more image sensor technologies, such as an image sensor using a complementary metal-oxide-semiconductor (CMOS) technology, an image sensor using a charge-coupled device (CCD) technology, or the like. The optical sensor device may include multiple sensor elements (e.g., an array of sensor elements, a super array of sensor elements, a distributed array of sensor elements, etc.), each configured to obtain image data. Additionally, or alternatively, the optical sensor device may include a set of sensor elements configured to obtain a set of images, each associated with a different wavelength of light.
A sensor element may be associated with a filter that filters light for the sensor element. For example, the sensor element may be aligned with a linear variable filter (LVF), a circular variable filter (CVF), a Fabry-Perot filter, or the like to cause a portion of light directed toward to the optical sensor to be filtered. However, it may be difficult to integrate a filter array using LVFs or CVFs or pattern a filter in association with a semiconductor. Moreover, some sets of filters, that are utilized for multispectral sensing, may be associated with relatively high angle shift values, relatively small spectral ranges, or the like, which may reduce a spectral range of information that can be captured or an accuracy of information that is captured. Furthermore, an environmental condition, such as a temperature or the like, may affect operation of the sensor element by causing a filter to shift a wavelength of light that is directed toward the sensor element.
Implementations, described herein, may utilize an environmentally durable multispectral filter array using dielectric mirrors, such as quarterwave stack type mirrors or a distributed Bragg reflector type mirrors for multispectral sensing. In this way, an optical filter may be provided for an optical sensor device with improved durability, improved spectral range, improved thermal shift, improved transmissivity, and reduced angle shift relative to one or more other types of filters. Moreover, a difficulty in incorporating a filter onto a semiconductor-based sensor element or sensor element array may be reduced relative to one or more other types of filters.
As further shown in
In some implementations, spacer 120 may include one or more spacer layers 130. For example, spacer 120 may include a set of spacer layers 130-1 through 130-5 (e.g., dielectric layers). In some implementations, a thickness of one or more layers 130 may be associated with ensuring a minimum spacer thickness for a particular wavelength.
In some examples, such as for a wavelength of 842 nanometers (nm) that is to be directed toward one or more sensors, layer 130-1 may be associated with a thickness of 108.5 nm. In this way, spacer 120 ensures a minimum separation between dielectric mirrors 110 for a wavelength of light that is to be directed toward one or more sensor elements. In some implementations, a thickness of one or more spacer layers 130 may be related based on a binary progression. For example, spacer layer 130-2 may be associated with a thickness of approximately 26.9 nanometers (nm), spacer layer 130-3 may be associated with a thickness of approximately 13.5 nm, spacer layer 130-4 may be associated with a thickness of approximately 6.7 nm, and spacer layer 130-5 may be associated with a thickness of approximately 3.4 nm.
In some implementations, multispectral filter 105 may be deposited onto a substrate associated with an optical sensor device of a sensor system. For example, dielectric mirror 110-1 may be deposited (e.g., via a deposition process and/or a photolithographic lift-off process) onto a substrate that includes an array of sensor elements to capture information (e.g., spectral data). In some implementations, spacer 120 may permit capture of information relating to multiple wavelengths. For example, a first portion of spacer 120 aligned with a first sensor element (e.g., a back illuminated optical sensor or a front illuminated optical sensor) may be associated with a first thickness and a second portion of spacer 120 aligned with a second optical sensor may be associated with a second thickness. In this case, light that is directed toward the first sensor element and the second sensor element may correspond to a first wavelength at the first sensor element based on the first thickness and a second wavelength at the second sensor element based on the second thickness. In some implementations dielectric mirror 110-1 and/or 110-2 may be aligned with sensor elements of the sensor system, such as a majority of the sensor elements, all of the sensor elements, or the like. In this way, multispectral filter 105 permits multispectral sensing by an optical sensor device using a spacer (e.g., spacer 120) associated with multiple portions, which are associated with multiple thicknesses, aligned to multiple sensor elements of the optical sensor device.
As indicated above,
As shown in
In some implementations, substrate 306 may include one or more conductive pathways (not shown) to provide information obtained by the set of sensor elements 308. For example, substrate 306 may include a set of conductive pathways permitting substrate 306 to be mounted to another device and provide data from the set of sensor elements 308 to the other device, such as a camera device, a scanning device, a measurement device, a processor device, a microcontroller device, or the like. In some implementations, substrate 306 may be associated with multiple layers of substrate material. For example, substrate 306 may include a multi-layer substrate, a layer of which is associated with receiving the set of sensor elements 308.
In some implementations, substrate 306 may be associated with a particular type of sensor element 308. For example, substrate 306 may be associated with one or more photodiodes (e.g., a photodiode array), one or more sensor elements of a sensor array coating or in a proximity to CMOS technology, CCD technology, or the like. In some implementations, sensor elements 308 may include a set of back illuminated optical sensors. In this case, substrate 306 may be thinner relative to another configuration, thereby permitting light to be directed through a silicon surface toward the optical sensors.
As further shown in
In some implementations, mirror structure 312 may be associated with a particular composition, such as a dielectric composition. For example, mirror structure 312 may utilize an oxide based material (e.g., a high-index oxide, such as Nb2O5, Ta2O5, TiO2, HfO2, or the like or a low-index oxide, such as SiO2, Al2O3, or the like), a nitride based material (e.g., Si3N4), a germanium based material, a silicon based material (e.g., a hydrogenated silicon based material or a silicon-carbide based material), or the like.
In some implementations, mirror structure 312 may include a partially transparent material. For example, mirror structure 312 may permit a first portion of light (e.g., a first wavelength band) to be directed toward the set of sensor elements 308 and a second portion of light (e.g., a second wavelength band) to be re-directed away from the set of sensor elements 308. In some implementations, mirror structure 312 and/or one or more other layers may be deposited onto substrate 306 or onto another layer using a pulsed magnetron sputtering deposition process, a lift-off process, or the like. For example, a coating platform may be associated with depositing mirror structure 312 with a thickness based on a refractive index of a selected material and a desired wavelength of the mirrors. Similarly, a coating platform may be associated with a particular semiconductor wafer size (e.g., a 200 millimeter (mm) wafer or a 300 mm wafer), and may utilize a pulsed magnetron to perform deposition of layers, as described herein, of a particular thickness (e.g., a less than 5 nanometers (nm) thickness, a less than 2 nm thickness, or a less than 1 nm thickness for some spacer layers and other thicknesses, such as greater than 5 nm, greater than 100 nm, or the like for other spacer layers).
In some implementations, a set of spacer layers of a spacer may be deposited to separate mirror structure 312 from another mirror structure. For example, as further shown in
In some implementations, first spacer layer 316, in association with first mirror structure 312 and another mirror structure, described herein, may be associated with performing a particular filtering functionality. In some implementations, based on a desired spectral range from a light source (e.g., between approximately 380 nanometers and approximately 1110 nanometers passed to the optical sensors) or a desire for a reduced angle shift, first spacer layer 316 and/or one or more other spacer layers may utilize an oxide-based material (e.g., niobium-titanium-oxide (NbTiOx), niobium oxide, titanium oxide, tantalum oxide, a combination thereof, etc. for a visible spectral range), a nitride-based material (e.g., silicon nitride), a silicon-based material (e.g., hydrogenated silicon (SiH) for a spectral range greater than 650 nm, silicon carbide (SiC) or silicon (Si)), a germanium (Ge)-based material (e.g., for an infrared spectral range), or the like. In some implementations, first spacer layer 316 may utilize a particular material to achieve a reduction in angle shift relative to another material. For example, utilizing an Si—H based material may result in a reduced angle shift relative to using a silicon-dioxide (SiO2)-based material. In another example, first spacer layer 316 may utilize another type of oxide material, nitride material, fluoride material, or the like. In some implementations, the light source may generate light at a particular spectral range (e.g., between approximately 700 nanometers and approximately 1100 nanometers).
In some implementations, mirror structure 312 and/or one or more other mirror structures and first spacer layer 316 and/or one or more other spacer layers may be selected to maximize an index ratio between a set of spacer layers and a set of mirrors. For example, the optical sensor device may utilize a silicon-dioxide (SiO2) based material (a refractive index of approximately 1.47 at 890 nm) for a low-index layer material in the dielectric mirror, and may utilize a hydrogenated silicon (Si:H) based material (a refractive index of approximately 3.66 at 890 nm) for a high-index layer material in the dielectric mirror. Similarly, the optical sensor device may utilize a niobium-titanium-oxide (NbTiOx) based material (a refractive index of approximately 2.33 at 890 nm). For example, mirror structure 312 and/or one or more other mirror structures may utilize the silicon-dioxide based material and/or the hydrogenated silicon based material to provide a relatively large spectral range, and first spacer layer 316 and/or one or more other spacer layers may utilize hydrogenated silicon based material or the niobium-titanium-oxide, tantalum oxide, niobium oxide, titanium oxide, a mixture thereof, or the like based material to provide a relatively reduced thermal shift.
As shown in
In some implementations, second spacer 120 may be associated with a thickness relating to first spacer layer 316. For example, when first spacer layer 316 is associated with a first thickness to, second spacer layer 320 may be deposited with a second thickness t1. In some implementations, second spacer layer 320 may be deposited onto a portion of first spacer layer 316. For example, based on a desired spacer thickness arrangement for a set of channels (e.g., for a set of sensor elements 308 associated with the set of channels), second spacer layer 320 may be deposited onto a subset of a surface of first spacer layer 316 to cause a first sensor element 308 to be associated with a first spacer thickness and a second sensor element 308 to be associated with a second spacer thickness, thereby permitting first sensor element 308 to capture information associated with a first wavelength and second sensor element 308 to capture information associated with a second wavelength. Additionally, or alternatively, a first layer may be deposited and may cover a set of sensor elements, a second layer may be deposited and may cover half of the set of sensor elements, a third layer may be deposited and may cover a portion of the set of sensor elements, etc. Further details regarding patterning of a set of spacer layers are described with regard to
As further shown in
As further shown in
As shown in
As further shown in
In this way, a multispectral Fabry-Perot filter array may be constructed using dielectric mirrors and/or quarterwave stacks. Additionally, or alternatively, based on utilizing dielectric mirrors, a relatively large spectral range may be achieved relative to utilizing a different type of mirror. Additionally, or alternatively, based on using a niobium-titanium-oxide spacer layer, a relatively low thermal shift may be achieved relative to utilizing a different type of spacer and without substantially reducing a blocking range of the multispectral filter array. Additionally, or alternatively, based on utilizing a pulsed magnetron sputtering process and/or a liftoff process, the multispectral filter array may be incorporated into an optical sensor device with a semiconductor substrate without an excessive difficulty of manufacture.
Although
As shown in
Based on the spectral range that is to be captured by the optical sensor, a thickness of a spacer layer sandwiched by mirrors of the 4×4 filter array may be determined:
tmax=2*(λmax/(4*nref));
tmin=2*(λmin(4*nref));
where tmax represents a total thickness of a spacer layer separating a set of mirror structures for a highest center wavelength for which information is to be captured, λmax represents the highest center wavelength for which image data is to be captured, nref represents a refractive index of the spacer layer, tmin represents a total thickness of a spacer layer separating a set of mirror structures for a lowest center wavelength for which image data is to be captured, and λmin represents the lowest center wavelength for which image data is to be captured.
A quantity of layers of the spacer layers that are to be deposited to form the set of channels (e.g., 16 channels of the 4×4 filter array) may be determined:
c=2x;
where c represents a maximum number of channels that can be created for a given quantity of spacer layers that are deposited x. In some implementations, less than a maximum quantity of channels may be selected for a particular quantity of spacer layers. For example, although a maximum of 16 channels may be created with a deposition of 4 spacer layers, another quantity of channels may be selected for the 4 spacer layers, such as 9 channels, 10 channels, or the like. In this case, one or more channels may be omitted or duplicated. For example, when a particular optical sensor is associated with poor performance for capturing image data regarding a particular wavelength, information regarding the particular wavelength may be caused to be captured by multiple optical sensors associated with multiple channels to improve accuracy of the information.
A thickness for each layer of the spacer layers of a particular channel (e.g., for a set of equidistant channels) may be determined:
t0=tmin;
t1=(c/2)/((c−1)*2*nref)*(λmax−λmin);
tn=tn-1/2;
n=log2(c);
where tn represents a thickness of an nth layer (e.g., t0 is a first layer and t1 is a second layer) and c represents a channel number for a channel of a set of channels. In some implementations, a set of non-equidistant channels may be utilized. For example, a discontinuous patterning of channels may be selected to obtain information regarding a first set of wavelengths and a second set of wavelengths that is discontinuous with the first set of wavelengths. In this case, tmin and tmax may still be determined, but a different set of intermediate layers may be selected. In some implementations, a different quantity of channels may be utilized. Additionally, or alternatively, a patterning of channels may be utilized with multiple channels having a common thickness, thereby permitting multiple optical sensors to capture information regarding a common wavelength of light.
As shown by reference number 402, filter array 401 includes a layer 402 (e.g., of a spacer layer between a first mirror structure and a second mirror structure), N, for which each channel is associated with a particular thickness to cause a particular wavelength of light to be directed toward a corresponding optical sensor. For example, a first group of channels of layer 402 are associated with a thickness of 8*t4 (where t4 represents a thickness of a fourth layer), indicating that a layer of thickness 8*t4 is deposited (e.g., onto a first mirror structure or onto another layer, such as a protective layer that is deposited onto the first mirror structure). Similarly, a second group of channels of layer 402 are associated with a thickness of 0*t4, indicating that for these channels, deposition is performed but lift-off is used to remove material that is deposited.
As further shown in
As further shown in
As shown in
As shown in
As indicated above,
As shown in
As shown in
As indicated above,
As shown in
As shown in
As indicated above,
In this way, a multispectral filter array may be fabricated for an optical sensor device that is integrated onto a semiconductor substrate of the optical sensor device, that provides relatively low angle shift and relatively high spectral range, and that is environmentally durable relative to other filter structures, such as an LVF-type filter, a CVF-type filter, or the like.
The foregoing disclosure provides illustration and description, but is not intended to be exhaustive or to limit the implementations to the precise form disclosed. Modifications and variations are possible in light of the above disclosure or may be acquired from practice of the implementations.
Some implementations are described herein in connection with thresholds. As used herein, satisfying a threshold may refer to a value being greater than the threshold, more than the threshold, higher than the threshold, greater than or equal to the threshold, less than the threshold, fewer than the threshold, lower than the threshold, less than or equal to the threshold, equal to the threshold, etc.
Even though particular combinations of features are recited in the claims and/or disclosed in the specification, these combinations are not intended to limit the disclosure of possible implementations. In fact, many of these features may be combined in ways not specifically recited in the claims and/or disclosed in the specification. Although each dependent claim listed below may directly depend on only one claim, the disclosure of possible implementations includes each dependent claim in combination with every other claim in the claim set.
No element, act, or instruction used herein should be construed as critical or essential unless explicitly described as such. Also, as used herein, the articles “a” and “an” are intended to include one or more items, and may be used interchangeably with “one or more.” Furthermore, as used herein, the term “set” is intended to include one or more items (e.g., related items, unrelated items, a combination of related items, and unrelated items, etc.), and may be used interchangeably with “one or more.” Where only one item is intended, the term “one” or similar language is used. Also, as used herein, the terms “has,” “have,” “having,” or the like are intended to be open-ended terms. Further, the phrase “based on” is intended to mean “based, at least in part, on” unless explicitly stated otherwise.
This application claims priority under 35 U.S.C. § 119 to U.S. Provisional Patent Application No. 62/272,086, filed on Dec. 29, 2015 the content of which is incorporated by reference herein in its entirety. This application claims priority under 35 U.S.C. § 119 to U.S. Provisional Patent Application No. 62/294,970, filed on Feb. 12, 2016, the content of which is incorporated by reference herein in its entirety.
Number | Name | Date | Kind |
---|---|---|---|
3442572 | Illsley et al. | May 1969 | A |
3530824 | Illsley et al. | Nov 1970 | A |
3617331 | Illsley et al. | Nov 1971 | A |
4957371 | Pellicori et al. | Sep 1990 | A |
5144498 | Vincent | Sep 1992 | A |
5784507 | Holm-Kennedy | Jun 1998 | A |
5872655 | Seddon et al. | Feb 1999 | A |
5986808 | Wang | Nov 1999 | A |
6215802 | Lunt | Apr 2001 | B1 |
6297907 | Wang | Oct 2001 | B1 |
6465105 | Johnson et al. | Oct 2002 | B1 |
6574490 | Abbink et al. | Jun 2003 | B2 |
6611636 | Deliwala | Aug 2003 | B2 |
6631033 | Lewis et al. | Oct 2003 | B1 |
6638668 | Buchsbaum et al. | Oct 2003 | B2 |
6850366 | Hendrix et al. | Feb 2005 | B2 |
6891685 | Deliwala et al. | May 2005 | B2 |
6912330 | Deliwala et al. | Jun 2005 | B2 |
7002697 | Domash et al. | Feb 2006 | B2 |
7006292 | Hendrix et al. | Feb 2006 | B2 |
7133197 | Ockenfuss et al. | Nov 2006 | B2 |
7378346 | Le et al. | May 2008 | B2 |
7456383 | Kim et al. | Nov 2008 | B2 |
7521666 | Tsang | Apr 2009 | B2 |
7907340 | Wang et al. | Mar 2011 | B2 |
8031336 | Shibayama et al. | Oct 2011 | B2 |
8084728 | Tsang | Dec 2011 | B2 |
8163144 | Tilsch et al. | Apr 2012 | B2 |
8274739 | Lee et al. | Sep 2012 | B2 |
8284401 | Choi et al. | Oct 2012 | B2 |
8411269 | Shibayama et al. | Apr 2013 | B2 |
8480865 | Ockenfuss et al. | Jul 2013 | B2 |
8542359 | Choi et al. | Sep 2013 | B2 |
8879152 | Junger et al. | Nov 2014 | B2 |
8896839 | Saptari | Nov 2014 | B2 |
9291504 | Goldring et al. | Mar 2016 | B2 |
9304039 | Tack et al. | Apr 2016 | B2 |
9366573 | Geelen et al. | Jun 2016 | B2 |
9383258 | Goldring et al. | Jul 2016 | B2 |
20030040175 | Deliwala | Feb 2003 | A1 |
20030087121 | Domash et al. | May 2003 | A1 |
20050236653 | Lim | Oct 2005 | A1 |
20070247716 | Kim et al. | Oct 2007 | A1 |
20070285539 | Shimizu | Dec 2007 | A1 |
20090273046 | Inaba | Nov 2009 | A1 |
20120129269 | Choi et al. | May 2012 | A1 |
20120327248 | Tack et al. | Dec 2012 | A1 |
20130107246 | Yang | May 2013 | A1 |
20140014838 | Hendrix et al. | Jan 2014 | A1 |
20140168761 | Ockenfuss et al. | Jun 2014 | A1 |
20140175265 | Gonzalez et al. | Jun 2014 | A1 |
20140267849 | Geelen et al. | Oct 2014 | A1 |
20140267878 | Geelen et al. | Oct 2014 | A1 |
20140295610 | Nakamura et al. | Oct 2014 | A1 |
20140320611 | Choi | Oct 2014 | A1 |
20150036138 | Watson et al. | Feb 2015 | A1 |
20150103354 | Saptari | Apr 2015 | A1 |
20150138640 | Matsushita | May 2015 | A1 |
20150144770 | Choi | May 2015 | A1 |
20150233762 | Goldring et al. | Aug 2015 | A1 |
20150276478 | Geelen et al. | Oct 2015 | A1 |
20150300879 | Goldring et al. | Oct 2015 | A1 |
20150369980 | Ockenfuss et al. | Dec 2015 | A1 |
20160120410 | Kim | May 2016 | A1 |
20160123808 | Obermueller | May 2016 | A1 |
20160238759 | Sprague et al. | Aug 2016 | A1 |
20170005132 | Vereecke | Jan 2017 | A1 |
Number | Date | Country |
---|---|---|
1 801 553 | Jun 2007 | EP |
2011064403 | Jun 2011 | WO |
WO 2011064403 | Jun 2011 | WO |
WO 2013064507 | May 2013 | WO |
WO 2013064510 | May 2013 | WO |
WO 2013064511 | May 2013 | WO |
WO 2013065035 | May 2013 | WO |
WO 2015195123 | Dec 2015 | WO |
Entry |
---|
Extended European Search Report corresponding to EP 16207163.3 dated May 24, 2017, 8 pages. |
Ferreira et al., “Narrow-band pass filter array for integrated opto-electronic spectroscopy detectors to assess esophageal tissue”, Biomed Opt. Exp. 2, http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3114235/, Jun. 1, 2011, 12 pages. |
Graaf et al., “On-Chip Integrated Optical Microspectrometer with Light-to-Frequency Converter and Bus Interface”, IEEE International Solid-State Circuits Conference, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.29.4891&rep=rep1&type=pdf, 1999, 2 pages. |
Minas et al., “An array of Fabry-Perot optical channels for biological fluids analysis”, Sensors & Actuators, http://dei-s1.dei.uminho.pt/pessoas/higino/pampus/GM_SA_2004.pdf, Jun. 19, 2004, 6 pages. |
Bogaerts et al., “High-end CMOS Active Pixel Sensor for Hyperspectral Imaging”, Proceedings of IEEE Int. Workshop on CCD and Advanced Image Sensors, http://www.imagesensors.org/Past%20Workshops/2005%20Workshop/2005%20Papers/11%20Bogaerts%20et%20al.pdf, Jun. 9, 2005, 5 pages. |
Frey et al., “Multispectral interference filter arrays with compensation of angular dependence or extended spectral range”, 2015, 19 pages. |
Girard-Desprolet, “Plasmon-based spectral filtering with metallic nanostructures for CMOS image sensors”, PhD thesis, Univ. Grenoble Alpes, 2015, 225 pages. |
McGrindle, “Structured photonic materials for multi-spectral imaging applications”, PhD thesis, Univ. of Glasgow, http://theses.gla.ac.uk/6446/, Mar. 2015, 215 pages. |
Atwater, “Plasmonic Structures for CMOS Photonics and control of spontaneous Emission”, AFRL report, http://www.dtic.mil/dtic/tr/fulltext/u2/a578545.pdf, Apr. 2013, 16 pages. |
Xu et al., “Plasmonic nanoresonators for high-resolution color filtering and spectral imaging”, Nature Comm., http://www.nature.com/ncomms/journal/v1/n5/full/ncomms1058.html, Aug. 24, 2010, 5 pages. |
Wang et al., “Ultra-high-sensitivity color imaging via a transparent diffractive-filter array and computational optics”, Optica 2 (11), https://www.osapublishing.org/optica/abstract.cfm?uri=optica-2-11-933, Oct. 29, 2015, 9 pages. |
Fluckiger, “GSolver: Diffraction Grating Analysis for Windows”, software for calculating performance of gratings, http://www.gsolver.com/http://www.gsolver.com/UserManual.pdf, Apr. 26, 2006, 131 pages. |
Della Patria et al., “Visible-Infrared Imaging by a portable spectrometer with linear variable filters”, 3rd annual hyperspectral imaging conference, Rome, https://www.academia.edu/4591078/Conference_Chair_Visible-Infrared_Imaging_by_a_Portable_Spectrometer_with_Linearly_Variable_Filters, May 15, 2012, 7 pages. |
Hintschich et al., “MEMS-based miniature near-infrared spectrometer for application in environmental and food monitoring”, Proceedings of 8th Inter. Conf. on Sensing Tech., Liverpool, http://s2is.org/ICST-2014/papers/1569977743.pdf, Sep. 2, 2014, 5 pages. |
Gibbons, “Hyperspectral Imaging; What is is? How does it work?”, Photonics Tech Briefs, http://www.techbriefs.com/component/content/article/ntb/features/application-briefs/19507, Mar. 1, 2014, 2 pages. |
Ross, “Iris Recognition: the path forward”, IEEE Computer Society, http://www.cse.msu.edu/˜rossarun/pubs/RossIrisPathForward_IEEECOMP2010.pdf, Feb. 2010, 7 pages. |
Ma et al., “CMOS-compatible integrated spectrometer based on Echelle Diffraction Grating and MSM photodetector array”, IEEE Photonics Journal 5(2), http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6472720, Apr. 15, 2013, 8 pages. |
Vagni, “Survey of hyperspectral and multispectral imaging technologies”, RTO / NATO technical report, www.dtic.mil/cgi-bin/GetTRDoc?AD=ADA473675, May 2007, 44 pages. |
Aubury et al., “Binomial Filters”, Journal of VLSI Signal Processing, I, 1-8, http://www.doc.ic.ac.uk/˜wl/papers/bf95.pdf, Jul. 24, 1995, 27 pages. |
Lumidigm, “V-Series Fingerprint Sensors”, http://www.hidglobal.com/products/biometrics/lumidigm/lumidigm-v-series-fingerprint-sensors, Aug. 18, 2015, 5 pages. |
Fraunhofer IPMS, “Miniaturized MEMS Grating Spectrometer”, http://www.ipms.fraunhofer.de/content/dam/ipms/common/products/SAS/mini-spektrometer-e.pdf, Oct. 13, 2012, 2 pages. |
Lapray et al., “Multispectral Filter Arrays: Recent Advances and Practical Implementation”, http://www.mdpi.com/1424-8220/14/11/21626/htm, Nov. 17, 2014, 34 pages. |
Gonzalez et al., “A CMOS-compatible, monolithically integrated snapshot-mosaic multispectral imager”, NIR news 26 (4), Jun. 2015, 4 pages. |
De Munck et al., “High performance hybrid and monolithic backside thinned CMOS imagers realized using a new integration process”, Electr. Devices Meeting IEDM, 2006, 4 pages. |
Walls et al., “Fabry-Perot Resonator with nanostructures for multispectral visible filtering”, , 2th IEEE Int. Conf. on Nanotechn. (IEEE-NANO), Aug. 20, 2012, 5 pages. |
Choi, “apollo: nano spectrometer on-a-chip”, presentation at TSensors, NanoLambda, http://www.memsindustrygroup.org/general/custom.asp?page=TSensors2013rsc, Oct. 23, 2013, 100 pages. |
Haibach et al., “Precision in multivariate optical computing”, Applied Optics 43 (10), Apr. 1, 2014, 11 pages. |
Rowe et al., “Multispectral Fingerprint Biometrics”, Proceed. 2005 IEEE Workshop on Information Assurance and Security, http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=1495928&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D1495928, 2005, 7 pages. |
Williamson et al., “The Multivariate Optical Element Platform”, CIRTEMO, LLC, 2013, 14 pages. |
Consumer Physics, “Investor Presentation”, Feb. 2015, 46 pages. |
Stewart et al., “Multispectral Thin Film Biosensing and Quantitative Imaging Using 3D Plasmonic Crystals”, ac research, Analytical Chemistry, vol. 81, No. 15, Aug. 1, 2009, 10 pages. |
Number | Date | Country | |
---|---|---|---|
20170186794 A1 | Jun 2017 | US |
Number | Date | Country | |
---|---|---|---|
62272086 | Dec 2015 | US | |
62294970 | Feb 2016 | US |