The section headings used herein are for organizational purposes only and should not to be construed as limiting the subject matter described in the present application in any way.
The present application is a non-provisional application of U.S. Provisional Patent Application No. 62/586,557, entitled “Noise Adaptive Solid-State LIDAR System” filed on Nov. 15, 2017. The entire contents of U.S. Provisional Patent Application No. 62/586,557 are herein incorporated by reference.
Autonomous, self-driving, and semi-autonomous automobiles use a combination of different sensors and technologies such as radar, image-recognition cameras, and sonar for detection and location of surrounding objects. These sensors enable a host of improvements in driver safety including collision warning, automatic-emergency braking, lane-departure warning, lane-keeping assistance, adaptive cruise control, and piloted driving. Among these sensor technologies, light detection and ranging (LIDAR) systems take a critical role, enabling real-time, high resolution 3D mapping of the surrounding environment. To address the requirements of the increasingly complex array of automotive applications, LIDAR systems are required that have fast enough response time to respond to fast moving objects. LIDAR systems also must have sufficient signal-to-noise for the received signal to detect objects at distance. It is also desirable for LIDAR systems to have high reliability, with a minimum of moving parts.
The present teaching, in accordance with preferred and exemplary embodiments, together with further advantages thereof, is more particularly described in the following detailed description, taken in conjunction with the accompanying drawings. The skilled person in the art will understand that the drawings, described below, are for illustration purposes only. The drawings are not necessarily to scale, emphasis instead generally being placed upon illustrating principles of the teaching. The drawings are not intended to limit the scope of the Applicant's teaching in any way.
The present teaching will now be described in more detail with reference to exemplary embodiments thereof as shown in the accompanying drawings. While the present teaching is described in conjunction with various embodiments and examples, it is not intended that the present teaching be limited to such embodiments. On the contrary, the present teaching encompasses various alternatives, modifications and equivalents, as will be appreciated by those of skill in the art. Those of ordinary skill in the art having access to the teaching herein will recognize additional implementations, modifications, and embodiments, as well as other fields of use, which are within the scope of the present disclosure as described herein.
Reference in the specification to “one embodiment” or “an embodiment” means that a particular feature, structure, or characteristic described in connection with the embodiment is included in at least one embodiment of the teaching. The appearances of the phrase “in one embodiment” in various places in the specification are not necessarily all referring to the same embodiment.
It should be understood that the individual steps of the methods of the present teaching can be performed in any order and/or simultaneously as long as the teaching remains operable. Furthermore, it should be understood that the apparatus and methods of the present teaching can include any number or all of the described embodiments as long as the teaching remains operable.
The present teaching relates to solid-state LIDAR systems that measure distances to various objects or targets that reflect and/or scatter light. In particular, the present teaching describes a noise-adaptive solid-state LIDAR system that enables reduction of the noise in the received measurement signal by reducing noise in the detected electrical signal. This results in improved SNR and thus longer measurement ranges.
Automotive applications require LIDAR systems with a measurement range exceeding 100 meters, to provide sufficient time for responding to fast moving objects. For example, two vehicles in opposite lanes on a non-divided highway might have an oncoming relative velocity of 250 km/h (150 mph) or more. At 250 km/h, it will only take 1.44 seconds to close a 100 meter gap between the two vehicles.
The Signal-to-Noise Ratio (SNR) of the received signal in a LIDAR system determines whether an object can be detected, at what distance, and at what error rate. Signal strength depends on the optical power transmitted, with higher transmit powers providing a stronger reflected return signal increasing the range. However, automotive LIDAR systems are typically constrained to have Class 1 laser eye safety standards, which limit the maximum allowable optical power that can be transmitted. By operating within Class 1 eye-safe standards, a product that emits laser light is considered eye-safe under all reasonably anticipated conditions of use. Once the Class 1 eye safety transmit optical power limit is reached, further improvements in the SNR must be achieved thru the optical receiver design and/or signal processing gains. It is also highly desired for automotive applications that a LIDAR system be completely solid-state with no moving parts, to maximize the reliability.
The laser source and optical beam projection system that form the illuminator and the receiver may be located on the front side of a vehicle 108. The laser source and optical beam projection system may also be referred to as a transmitter. A person 106 and/or another object, such as a car or light pole, will provide light reflected from the source back to the receiver. A controller then determines the range or distance to that object. As is known in the art, a LIDAR receiver calculates range information based on time-of-flight measurements of light pulses emitted from the light source. In addition, known information about the optical beam profile that illuminates the scene in a target plane associated with a particular range and, based on the particular design of the source and projector system, is used to determine location information about the reflecting surface in order to generate a complete x,y,z, or three-dimensional picture of the scene. In other words, the pointwise 3D map of the surrounding environment represents a collection of measurement data that indicates position information from all the surfaces that reflect the illumination from the source to the receiver within the field-of-view of the LIDAR system. In this way, a 3D representation of objects in the field-of-view of the LIDAR system is obtained. The pointwise 3D data map may also be referred to as a measurement point cloud.
Although the present teaching describes LIDAR systems in the context of automotive vehicles, where LIDAR is widely used for autonomous, or self-driving, or driver-assisted, vehicles, it should be understood that the embodiments may be applicable to any vehicle. Other types of vehicles might include robots, tractors, trucks, airplanes, drones, boats, ships, and others. The present teachings are also applicable to various stationary applications. For example, in high density, metropolitan areas, LIDAR could be employed to monitor traffic, both vehicular and pedestrian. We can expect to see LIDAR deployed in many different applications as the cost of the LIDAR systems come down over time. One skilled in the art will appreciate that the invention is not limited the types of objects being detected and ranged.
Flash LIDAR has the advantage of typically being solid-state without any moving parts. Flash LIDAR also has the advantage that the transmitter and receiver optics can be optimized separately. One major disadvantage of flash LIDAR, however, is the high-power laser 402 required. It is difficult to maintain Class 1 eye safety with flash LIDAR, particularly at wavelengths in the 800-nm to 1,000-nm wavelength range, while still achieving a system capable of measuring out to a 100 plus meter target range. For eye safety reasons, flash LIDAR systems typically operate with a 1,550-nm wavelength, where human eyes have relatively low sensitivity. However, 1,550-nm wavelength transmitter and receiver components have comparatively higher cost.
A second disadvantage of a flash LIDAR system is the resolution of the 3D point cloud is determined solely by the detector array 408. The number of detectors (sometimes referred to as pixels) and the array size determines the measurement resolution. Very high-density detector arrays (in the thousands of elements) would be required to meet the angular resolution requirements for automotive LIDAR.
A third disadvantage of flash LIDAR is that all the individual detectors in the array 408 operate in parallel, similar to a camera. For a single high-power transmitter pulse, a measurement is simultaneously obtained with all detectors. Consequently, each detector must have its own circuitry for capturing the signal information, such as the TOF and amplitude data. The requirement that all pixels must work in parallel, results in the cost of the system scaling very rapidly with increasing pixel density. The refresh rate is also typically affected with larger pixel count leading to slower refresh rates.
In the mechanical scanning LIDAR system 500 shown, the receiver system includes receive optics 508 and detector 510 that are configured to receive the reflected light from the mirror 506, such that the detector 510 also has a narrow field-of-view. In the schematic of
In the 2D projection of the system field-of-view 520, one example of a scanning path 526 is shown. Given the mechanical constraints associated with using a mirror 506, which is commonly implemented as a MEMS device, the scanning path 526 is a continuous curve sweeping first across one row, and then across the next row. Since physical motion of the mirror 506 is required, there is always some latency in moving between measurement points.
The mechanical scanning LIDAR system 500 has certain limitations imposed by the rotating mirror 506. The scanning speed will be a strong function of the mirror size, and in order to have high refresh rate, the size of that mirror is often <5 mm in diameter. The mirror size limits the collimation/divergence of the transmitter since the laser beam cannot be arbitrarily expanded in size, as any power outside the ˜5 mm diameter will be lost and thus not transmitted to the target. On the receive side, since the receiver optics “look thru the mirror”, the maximum clear aperture of the receiver is equivalent again to the size of the mirror 506. The amount of reflected light received within a 5-mm-diameter clear aperture may not be sufficient to reach the required 100 plus meter range even with single-photon detection, in some conditions, such as when the target has low-reflectivity and/or there are adverse weather conditions, such as rain, fog and/or snow. Also, there are long term reliability concerns for a mechanically based scanning LIDAR system 500 being used in the challenging automotive environment.
One feature of the present teaching is that the laser array in the transmitter may include lasers that emit optical beams with individual, distinct wavelengths. For example, certain rows, columns or other groupings of lasers may operate with wavelengths that are different from other rows, columns or other groupings of lasers. Such a multi-wavelength LIDAR systems offer finer angular resolution and performance in a low-cost, compact optical design than single wavelength LIDAR systems. Furthermore, multi-wavelength LIDAR systems of the present teaching can provide a simple path to improved security and parallelization. See, for example, U.S. patent application Ser. No. 15/456,789, entitled “Multi-Wavelength LIDAR System” filed on Mar. 13, 2017 and U.S. Provisional Patent Application No. 62/396,295, entitled “WDM Lidar System” filed on Sep. 19, 2016, which are both incorporated herein by reference.
The methods and apparatus of the present teaching can be used with multi-wavelength noise-adaptive LIDAR systems, which use lasers or arrays of lasers that emit light at different frequencies. These systems may include integrated or separate collimation optics to form a desired beam profile at various target planes across the field-of-view and range of the LIDAR system, and an associated desired illumination region that is a function of wavelength at the detector array. In various systems, the receiver may or may not be wavelength sensitive. In embodiments in which the receiver is able to distinguish light from the two wavelengths emitted by the laser sources that emit different wavelengths, reflected illumination from each wavelength is processed separately. In these embodiments, in addition to illumination region shape and size as a function of time, the controller is able to determine the wavelengths of the illumination regions based on which lasers are pulsed on and off. In this way, wavelength of the illumination region becomes part of a desired illumination pattern.
The receiver illustrated in
The required size of the detector array 604 and each detector element is influenced by several factors, including the overall receiver field-of-view, the focal length of the receive optics 608, and the noise on each detector. For an automotive system that operates outdoors, the background noise generated by the sun must be taken into account when designing high performance receivers. The solar radiation noise must be limited by appropriate choice of wavelength blocking filters, as well as limiting the individual detector field-of-view. If the LIDAR system were operated indoors only, without any solar radiation noise, then the size of the detectors can be made much larger, limited only by the RF requirements on the detector (O/E bandwidth, rise time, fall time, etc.).
In some embodiments of the present teaching, an individual laser measurement point might overlap multiple detectors, where the number of detectors is a subset of the total number of detectors. It is not necessary to have a one-to-one correspondence between a single laser and a single detector. All that is required is for the LIDAR system to understand the correspondence between an individual laser and the individual detector field-of-view to be able to identify which detectors will receive reflected light from a particular laser.
In embodiments using groups or arrays of detectors, the anodes within the array or subarray can be connected to a single input, and the cathodes within the array or subarray can be connected to a single output, such that to the outside circuit, the array or subarray device act like a single element. The arrays or subarray of detectors may or may not be contiguous, and may or may not be connected in parallel to generate a single output. In some embodiments, the field-of-view of the individual detectors, arrays or subarrays is restricted to reduce the impact of solar background noise.
Individual lasers or arrays of lasers are pulsed to generate an illumination region at the detectors. This illumination region can have a variety of shapes and sizes, based on the pattern of lasers that are fired for the particular measurement. For example, a single laser may be fired generating a single laser field-of-view illumination shape at the detector. As described above this illumination region can have a variety of sizes depending on the design of the LIDAR system. When multiple lasers are fired, the shape and size of the illumination region will depend on the position of the fired lasers and each individual laser field-of-view.
The detector array can have a variety of configurations, including various detection area sizes and shapes and the array spacing. As such, illumination regions may cover multiple detectors in an array, or a single detector. Because the illumination region and the detector configurations are known, even with more complex illumination regions and associated detection regions, there is a one-to-one correspondence between a laser firing pattern and the detector or groups of detectors that fall within the illumination region. This correspondence information is used by the controller to adaptively lower the noise see by the input of the TOF measurement circuitry from the detector array.
One skilled in the art will appreciate that the block diagrams shown in
Since each detector 802, 802′, 802″, 802′″ has its own dedicated unit cell electronics 804, 804′, 804″, 804′″, it can be understood that the circuitry on the ROIC chip scales linearly with the detector elements. For a large number of detectors, this configuration adds significantly to the cost of the system. Also, using large numbers of detectors adds significantly to the full frame refresh rate. Between each transmitter pulse, the system must wait the time required for the light to reflect from the maximum range of interested, and then all the data from each smart pixel must be transferred through the ROIC output buffer. Depending on various factors, such as the number of pixels, the amount and type of the data, the speed of the output buffer, and other factors, the time required for a full measurement cycle can vary significantly. FPAs typically operate with full frame refresh rate on the order of 60 Hz, similar to cameras. With this relatively slow refresh rate, a LIDAR system typically must calculate distance based only on single pulse measurements as there is inadequate time to average multiple pulses.
There are two categories of noise in the electrical detection signal that the LIDAR system according to the present teaching acts to minimize. The first category is the electrical noise produced by the detector independent of any light incident on the diode. This noise is often referred to as a dark current. For the detectors used in LIDAR systems, such as linear APD, Geiger Mode APD, SPAD, and MPPC, the electrical noise produced by these detectors diode is significant even when no light is present. The electrical noise is a significant function of the applied voltage bias, so by lowering the applied voltage bias, the electrical noise for a detector is significantly reduced.
The second category of noise in the electrical detection signal that the LIDAR system of the present teaching acts to minimize is the noise contribution to the system from solar radiation. The sun produces strong radiation in the wavelengths of interest, and there will be photons continually incident on the receiver because of the solar radiation. These photons which are not from the transmitted laser pulse, will produce a signal response which we can consider as an additional random noise source to the dark current noise. If care is not taken in the receiver design, the noise signal level from the photons incident from the solar radiation can be high enough to limit the range of the LIDAR system.
In the LIDAR system of the present teaching, both the detector dark current and the solar noise are suppressed. In the embodiment of the controlled detector array 1000 shown in
In
It will be clear to those skilled in the art that the embodiments illustrated in
In some embodiments, such as, for example the embodiments described in connection with
In the second step 1304 of the method 1300, a desired illumination pattern for generating the 3D point cloud is selected by the controller. The illumination pattern includes a particular illumination spatial shape that may also change as a function of time. The controller can pulse individual lasers, or groups of lasers, on and off to provide a desired illumination pattern at the target range and associated illumination region on the detector array. In some embodiments, the pattern is a simple row-by-row scan of each laser element in a row, continually repeated to provide a uniform refresh rate. In other embodiments, the pattern is pseudo-random where the system moves from measurement point to measurement point in a non-continuous manner that still acts to cover the full field-of-view of the entire transmitter array uniformly over time.
In the third step 1306 of the method 1300, the controller selects an individual laser, or group of lasers, to fire based on the desired pattern. The controller then configures the controllable detector array and receiver to minimize the measurement noise in the fourth step 1308 of the method 1300. Numerous methods of noise minimization can be used, as described above in connection with the description of
In the fifth step 1310 of the method 1300, the LIDAR system fires the laser or lasers that have been selected in the third step 1306. In the sixth step 1312 of the method 1300, the LIDAR system receives at the controlled detector array the optical pulses from the fired lasers and calculates TOF and samples amplitude/time as desired. The system determines whether pulse averaging is implemented in the seventh step 1314. If pulse averaging is implemented, then the method loops through the fifth step 1310 and the sixth step 1312 of the method 1300, firing the same laser or groups of lasers, and taking measurements on the received signal from that laser or lasers as many times as required by the desired amount of averaging. For example, in one specific method, the averaging fires up to four pulses in order to improve the SNR. In other specific methods, the averaging may fire up to twenty five pulses, which takes a longer time, but provides more improvement in SNR than the four pulse averaging.
Thus, in some embodiments, a combination of multiple measurement points using multiple laser pulses in a particular field-of-view is averaged to determine object distances to improve SNR. Multiple pulses from the same laser are averaged at the detector to increase the signal. Various embodiments use different numbers of pulses. While more pulses lead to better SNR, the system is limited in how many pulses can be averaged based on the time allowed by the system refresh rate. In some embodiments four or more pulses are used. In other embodiments, ten or more pulses are used, and in still other embodiments more than twenty-five pulses are used.
In the eighth step 1316 of the method 1300, after obtaining the desired number of pulses for an individual laser or lasers, the system can apply digital signal processing to manipulate the data in some fashion. After processing, the controller stores and/or communicates the data in the ninth step 1318. In the tenth step 1320 of the method 1300, a decision to stop or continue is made. The controller then moves onto the next laser in the pattern at step three of the method. The system continually operates to sweep through the desired pattern until stopped at the eleventh step 1322 of the method 1300.
In the fifth step 1410 of the method 1400, the LIDAR system fires the laser or group of lasers that have been selected in step three 1406. In the sixth step 1412 of the method 1400, the LIDAR system receives the fired laser pulses at the controlled detector array and calculates TOF and samples amplitude/time as desired. The system determines whether pulse averaging is implemented in step seven 1414 of the method 1400 and loops back to the fifth step 1410 if the desired number of pulses have been fired. In step eight 1416 of the method 1400, after obtaining the desired number of pulses for an individual laser or groups of lasers, the system can apply digital signal processing to manipulate the data in some fashion. After processing, the controller stores and/or communicates the data in the ninth step 1418 of the method 1400.
In the tenth step 1420 of the method 1400, a decision to stop or continue is made. If the decision is to continue, the system moves to the eleventh step 1422 of the method where a smart object detection and pattern adjust is performed. In this eleventh step 1422 of the method, the controller has the ability to analyze the 3D point cloud, and make decisions to adjust the pattern of the laser firing, as well as the pulse averaging to either address specific rules and/or to optimize the overall performance. For instance, an automotive LIDAR system could have a rule such that if the controller determined an object might potentially collide with the vehicle, that the LIDAR system could “lock onto” that object and change the pattern of firing and/or the field-of-view in order to increase the refresh rate and/or accuracy of the measurements of that object. In another embodiment, the controller might adjust the amount of pulse averaging, or firing patterns, for each individual laser based on various criteria such as a calculated probability of detection, error rate, distance to objects measured for each laser, and/or environmental conditions. The system moves to the twelfth step 1424 of the method 1400 to end the method if a decision to stop is made.
While the Applicant's teaching is described in conjunction with various embodiments, it is not intended that the Applicant's teaching be limited to such embodiments. On the contrary, the Applicant's teaching encompasses various alternatives, modifications, and equivalents, as will be appreciated by those of skill in the art, which may be made therein without departing from the spirit and scope of the teaching.
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Office Action received for Korean Patent Application No. 10-2022-7028820, dated Dec. 15, 2022, 12 pages (6 pages of English Translation and 6 pages of Official Copy). |
Extended European Search Report received for European Patent Application No. 20815113.4, dated Jan. 31, 2023, 14 pages. |
Partial European Search Report received for European Patent Application No. 20822328.9, dated Feb. 6, 2023, 20 pages. |
Office Action received for Korean Patent Application No. 10-2022-7004969, dated Jan. 9, 2023, 11 pages (6 pages of English Translation and 5 pages of Official Copy). |
Office Action received for Japanese Patent Application Serial No. 2020-552870, dated Nov. 29, 2022, 11 pages (7 pages of English Translation and 4 pages of Official Copy). |
Office Action received for Japanese Patent Application Serial No. 2022-002790, dated Dec. 26, 2022, 10 pages (7 pages of English Translation and 3 pages of Official Copy). |
Decision to Grant received for Korean Patent Application Serial No. 10-2020-7029872, dated Nov. 28, 2022, 3 pages (1 page of English Translation and 2 pages of Official Copy). |
Office Action received for Korean Patent Application No. 10-2022-7015754, dated Dec. 12, 2022, 21 pages (11 pages of English Translation and 10 pages of Official Copy). |
Non-Final Office Action received for U.S. Appl. No. 17/227,295, dated Mar. 9, 2023, 10 pages. |
Notice of Allowance received for U.S. Appl. No. 16/366,729, dated Mar. 8, 2023, 7 pages. |
Extended European Search Report received for European Patent Application No. 22178999.3, dated Mar. 6, 2023, 25 pages. |
International Search Report and the Written Opinion received for PCT Patent Application No. PCT/US2022/019054, dated Feb. 20, 2023, 13 pages. |
Office Action received for Korean Application Serial No. 10-2021-7036300, dated Feb. 9, 2023, 14 pages (7 pages of English Translation and 7 pages of Official Copy). |
Decision to Grant received for Korean Patent Application Serial No. 10-2021-7040665, dated Feb. 23, 2023, 3 pages (1 page of English Translation and 2 pages of Official Copy). |
Office Action received for Chinese Patent Application Serial No. 201880017776.0, dated Feb. 16, 2023, 22 pages (10 pages of English Translation and 12 pages of Official Copy). |
Office Action received for Chinese Patent Application Serial No. 201880074279.4, dated Mar. 1, 2023, 23 pages (9 pages of English Translation and 14 pages of Official Copy). |
International Search Report and the Written Opinion received for PCT Patent Application No. PCT/US2022/028297, dated Mar. 13, 2023, 11 pages. |
Notice of Allowance received for U.S. Appl. No. 17/164,773, dated Apr. 5, 2023, 8 pages. |
Office Action received for Japanese Patent Application Serial No. 2021-100687, dated Mar. 14, 2023, 05 pages. (3 pages of English Translation and 2 pages of Official Copy). |
Office Action received for Japanese Patent Application No. 2020-526502, dated Mar. 14, 2023, 8 pages (5 pages of English Translation and 3 pages of Official Copy). |
Office Action received for Japanese Patent Application No. 2021-168642, dated Mar. 15, 2023, 5 pages (3 pages of English Translation and 2 pages of Official Copy). |
Office Action received for Japanese Patent Application No. 2022-80688, dated Mar. 17, 2023, 11 pages (7 pages of English Translation and 4 pages of Official Copy). |
Non-Final Office Action received for U.S. Appl. No. 17/155,626, dated Apr. 12, 2023, 24 pages. |
Notice of Allowance received for U.S. Appl. No. 16/841,930, dated Apr. 17, 2023, 9 pages. |
Final Office Action received for U.S. Appl. No. 16/523,459, dated Apr. 14, 2023, 13 pages. |
Notice of Allowance received for U.S. Appl. No. 16/805,733, dated Jan. 25, 2023, 5 pages. |
Notice of Allowance received for U.S. Appl. No. 16/805,733, dated May 8, 2023, 5 pages. |
Office Action received for Korean Patent Application No. 10-2023-7007292, dated Apr. 17, 2023, 19 pages (10 pages of English Translation and 9 pages of Official Copy). |
Decision to Grant a Patent received for Korean Patent Application Serial No. 10-2023-7009114, dated May 16, 2023, 3 pages (1 page of English Translation and 2 pages of Official Copy). |
Office Action for Japanese Patent Application No. 2021-572877, dated May 12, 2023, 12 pages (8 pages of English Translation and 4 pages of Official Copy). |
Office Action received for Japanese Patent Application No. 2021-559434, dated May 26, 2023, 17 pages (11 pages of English Translation and 6 pages of Official Copy). |
Extended European Search Report received for European Patent Application No. 20831915.2, dated Jun. 2, 2023, 9 pages. |
International Preliminary Report on Patentability received for PCT Application Serial No. PCT/US2021/058687, dated May 25, 2023, 7 pages. |
Notice of Allowance received for Chinese Patent Application Serial No. 201780024892.0, dated May 30, 2023, 2 pages (Official Copy Only). |
Office Action received for Korean Patent Application No. 10-2022-7036873, dated Mar. 29, 2023, 22 pages (12 pages of English Translation and 10 pages of Official Copy). |
Extended European Search Report received for European Patent Application No. 20822328.9, dated May 4, 2023, 34 pages. |
Non-Final Office Action received for U.S. Appl. No. 16/523,459, dated Sep. 13, 2022, 11 pages. |
International Preliminary Report on Patentability received for PCT Application Serial No. PCT/US2021/020749, dated Sep. 15, 2022, 8 pages. |
Notice of Allowance received for U.S. Appl. No. 16/841,930, dated Oct. 3, 2022, 9 pages. |
Notice of Allowance received for U.S. Appl. No. 16/805,733, dated Nov. 10, 2022, 5 pages. |
Notice of Allowance received for U.S. Appl. No. 17/164,773, dated Nov. 2, 2022, 8 pages. |
Non-Final Office Action received for U.S. Appl. No. 18/183,748, dated Jun. 12, 2023, 8 pages. |
Notice of Allowance received for U.S. Appl. No. 16/366,729, dated Jun. 22, 2023, 6 pages. |
Non-Final Office Action received for U.S. Appl. No. 16/941,896, dated Jun. 20, 2023, 15 pages. |
Notice of Allowance received for Korean Patent Application No. 10-2023-7017732, dated Jun. 15, 2023, 3 pages (1 page of English Translation and 2 pages of Official Copy). |
Notice of Allowance received for Japanese Patent Application No. 2021-020502, dated Jun. 30, 2023, 3 pages (Official Copy only). |
International Search Report and Written Opinion received for PCT Patent Application No. PCT/US2023/062750, dated Jun. 13, 2023, 9 pages. |
Notice of Allowance received for Korean Patent Application No. 10-2022-7004969, dated Jul. 7, 2023, 3 pages (1 page of English Translation and 2 pages of Official Copy). |
Number | Date | Country | |
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20190146071 A1 | May 2019 | US |
Number | Date | Country | |
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62586557 | Nov 2017 | US |