Robust fractional saturation determination

Information

  • Patent Grant
  • 11089982
  • Patent Number
    11,089,982
  • Date Filed
    Wednesday, April 17, 2019
    5 years ago
  • Date Issued
    Tuesday, August 17, 2021
    3 years ago
Abstract
The present disclosure describes the derivation and measurement of a fractional oxygen saturation measurement. In one embodiment, a system includes an optical sensor and a processor. The optical sensor can emit light of multiple wavelengths directed at a measurement site of tissue of a patient, detect the light after attenuation by the tissue, and produce a signal representative of the detected light after attenuation. The processor can receive the signal representative of the detected light after attenuation and determine, using the signal, a fractional oxygen saturation measurement based on two or more different measures of fractional oxygen saturation.
Description
FIELD OF THE DISCLOSURE

The present disclosure relates to the field of non-invasive optical based physiological measurements.


BACKGROUND

Pulse oximeters are well known and accepted for use in clinical environments. Pulse oximeters measure the relative percentage of oxygen carrying hemoglobin molecules in the blood. This measurement is commonly referred to as oxygen saturation or SpO2. Pulse oximeters generally shine light of predetermined wavelengths at a measurement site on the patient and measure the attenuation of the light by the tissue using a detector. Some Pulse oximeters also include additional capabilities to measure other blood analyte levels in addition to oxygen saturation. Non-invasive measurement devices capable of measuring multiple physiological parameters, including oxygen saturation, methemoglobin levels and carboxyhemoglobin levels, are available from Masimo Corporation of Irvine Calif.


SUMMARY

Oxygen saturation provides a measure of the percentage of oxygenated hemoglobin to non-oxygenated hemoglobin. However, oxygen saturation does not take into account dishemoglobins including methemoglobin or carboxyhemoglobin that may affect the actual number of total hemoglobin molecules carrying oxygen. This is a serious problem when, for example, a patient with elevated dishemoglobins measures a high oxygen saturation measurement. Although the oxygen saturation measurement may be high, the patient may be in need of oxygen therapy because the patient's total capacity to carry oxygen is lowered by the effects of the dishemoglobins. Thus, despite a high oxygen saturation measurement, the patient may need additional oxygen.


Embodiments of the present disclosure provide a measurement of fractional oxygen saturation that takes into account dishemoglobins, such as, for example, carboxyhemoglobin and methemoglobin and provides a care giver with a more accurate picture of the patient's blood analyte.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 illustrates an embodiment of a physiological measurement device according to an embodiment.



FIG. 2 illustrates a schematic diagram of an embodiment of a physiological measurement device according to an embodiment.



FIG. 3 illustrates a chart for weighting a carboxyhemoglobin measurement when methemoglobin is low.



FIGS. 4A-C illustrate flowcharts detailing rules for determining carboxyhemoglobin measurements in view of methemoglobin measurements.



FIG. 5 illustrates a fractional oxygen saturation determination system for determining fraction oxygen saturation from a plurality of different fraction oxygen saturation measurements.





DETAILED DESCRIPTION


FIG. 1 illustrates an embodiment of a physiological measurement system 10 configured to determine a fractional oxygen saturation measurement. The system 10 includes a patient monitor 100 and optical sensor 200. The Monitor 100 includes a display screen 170, various user inputs 160 and sensor port 110. The sensor 200 includes emitters for emitting light of a plurality of wavelengths and a detector which detects light attenuated by tissue and generates a signal representative of the detected light. In operation, the patient monitor 100 sends drive signals to sensor 200 that turn the emitters on and off. The detector detects the light produced by the emitters after attenuation by the tissue. The detector generates a signal representative of the detected light and communicates the signal to the patient monitor 100. The patient monitor 100 includes a processor and other signal processing circuitry for processing the signal and determining physiological measurements from the signal. Greater detail of the patient measurement system 10 is disclosed in U.S. Pat. No. 7,764,982 entitled “Multiple Wavelength Sensor Emitters,” the contents of which is expressly incorporated herein in its entirety.



FIG. 2 illustrates details of an embodiment of a physiological measurement system 100 in a schematic form. Typically a sensor 106 includes energy emitters 216 located on one side of a patient monitoring site 218 and one or more detectors 220 located generally opposite. The patient monitoring site 218 is usually a patient's finger (as pictured), toe, ear lobe, or the like. Energy emitters 216, such as LEDs, emit particular wavelengths of energy through the flesh of a patient at the monitoring site 218, which attenuates the energy. The detector(s) 220 then detect the attenuated energy and send representative signals to the patient monitor 102. In an embodiment, 8 LEDs are used. In an embodiment 10 LEDs are used. In an embodiment, the LEDs have nominal wavelengths of about 620 nm, 630 nm, 650 nm, 660 nm, 730 nm, 805 nm, 905 nm, 1170 nm, 970 nm, 1270-1300 nm. Of course other nominal wavelengths in the same general range can be used as will be appreciated by a person of skill in the art.


In an embodiment, the patient monitor 102 includes processing board 222 and a host instrument 223. The processing board 222 includes a sensor interface 224, a digital signal processor (DSP) 226, and an instrument manager 228.


The host instrument typically includes one or more displays 108, control buttons 110, a speaker 112 for audio messages, and a wireless signal broadcaster. Control buttons 110 may comprise a keypad, a full keyboard, a track wheel, and the like. Additionally embodiments of a patient monitor 102 can include buttons, switches, toggles, check boxes, and the like implemented in software and actuated by a mouse, trackball, touch screen, or other input device.


The sensor interface 224 receives the signals from the sensor 106 detector(s) 220 and passes the signals to the DSP 226 for processing into representations of physiological parameters. These are then passed to the instrument manager 228, which may further process the parameters for display by the host instrument 223. In some embodiments, the DSP 226 also communicates with a memory 230 located on the sensor 106; such memory typically contains information related to the properties of the sensor that may be useful in processing the signals, such as, for example, emitter 216 energy wavelengths. The elements of processing board 222 provide processing of the sensor 106 signals. Tracking medical signals is difficult because the signals may include various anomalies that do not reflect an actual changing patient parameter. Strictly displaying raw signals or even translations of raw signals could lead to inaccurate readings or unwarranted alarm states. The processing board 222 processing generally helps to detect truly changing conditions from limited duration anomalies. The host instrument 223 then is able to display one or more physiological parameters according to instructions from the instrument manager 228, and caregivers can be more confident in the reliability of the readings. Among the various parameters that can be display are SpO2 (Oxygen Saturation), SpMet (Methemoglobin), SpCO (Carboxyhemoglobin), a combined dishemoglobin measurement (referred to herein as SpDisHb), and directly measured or derived Fractional Oxygen Saturation, referred to herein as SpFO2 or SpFracO2 among other parameters including those illustrated in FIG. 2.


In an embodiment, a direct measurement of fractional oxygen saturation is obtained from the plethysmograph data using DSP 226. The measurement is based on empirically obtained data which is correlated with gold standard invasive measurements of fractional oxygen saturation which is used to obtain a calibration curve.


In another embodiment, a direct measurement of dishemoglobins are obtained. The dishemoglobin measurement is also obtained from the plethysmograph data using DSP 226. The measurement is based on empirically obtained data which is correlated with gold standard invasive measurements of dishemoglobins which is used to obtain a calibration curve. The dishemoglobin measurement is then used in conjunction with the oxygen saturation measurement as described below in order to obtain a fraction oxygen saturation measurement.


In yet another embodiment, a direct measurement of carboxyhemoglobin and methemoglobin is obtained and used to determine a fractional oxygen saturation measurement as described below.


In an embodiment, two or more of the above described processes for obtaining a fractional oxygen saturation measurement are used at the same time in order to obtain a more accurate measurement of oxygen saturation. For example, the various fractional oxygen saturation measurements can be compared or averaged. In an embodiment, signal confidence is determined for each measurement and used to determine which measurement determination is the best determination to use. In an embodiment, when signal confidence is low, the carboxyhemoglobin and methemoglobin measurements are used to determine a fraction saturation measurement. In an embodiment, when the signal confidence is high, a direct measurement of either the dishemoglobin or of the fraction oxygen saturation itself is used.


In an embodiment, the determination of fractional oxygen saturation begins with the understanding that hemoglobin in the blood falls into one of three categories. The three categories are: oxygenated hemoglobin, deoxygenated hemoglobin and dishemoglobins. Dishemoglobins include, for example, methemoglobin and carboxyhemoglobin. There may be additional categories of hemoglobin depending on patient conditions and inhaled toxins, however, for purposes of this fractional saturation measurement, it is assumed that these conditions are rare and/or negligible and are accounted for in the dishemoglobin measurement. Next, it is assumed that the relative fraction measured of these three categories of hemoglobin will add up to unity. This can be expressed mathematically as follows:

fRHb+fO2Hb+fDisHb=1  1

where fRHb, fO2Hb and fDisHb represent the fraction of the total amount of available hemoglobin that is in each hemoglobin state, deoxygenated hemoblogin, oxygenated hemoglobin and dishemoglobins. In an embodiment, the dishemoglobin measurement can be mathematically represented as:

fDisHb=fMetHb+fCOHb  2


Typical pulse oximeters measure an oxygen saturation measurement that is referred to as a functional oxygen saturation measurement or SaO2. Functional oxygen saturation is the percentage of oxygenated blood compared to total potential oxygen carrying capacity of the combined oxygenated and deoxygenated hemoglobin species. Functional oxygen saturation can be mathematically represented as follows:










SaO





2






(
%
)


=



f






O
2


Hb



f





RHb

+

f






O
2


Hb



*
100

%




3






True fractional oxygen saturation or SpFO2, as defined herein, provides a measure of oxygenated hemoglobin compared to the total of all hemoglobin in the blood. This includes oxygenated hemoglobin and deoxygenated hemoglobin as well as dishemoglobins (including methemoglobin and carboxyhemoglobin, for example). In an embodiment, fraction oxygen saturation is measured directly from the plethysmograph. Fractional oxygen saturation can also be mathematically represented as follows:










SpFO





2






(
%
)


=



f






O
2


Hb



f





RHb

+

f






O
2


Hb

+
fDisHb


*
100

%




4






Fractional oxygen saturation can be measured directly or derived from measureable parameters. As discussed above, typical pulse oximeters measure functional oxygen saturation. Some physiological measurement devices sold and marketed under the Rainbow® mark by Masimo Corp. of Irvine, Calif. are capable of measuring methemoglobin and carboxyhemoglobin in addition to functional oxygen saturation. Additionally, the dishemoglobins can be measured directly together as a single parameter combining methemoglobin and carboxyhemoglobin as well as other dishemoglobins in order to avoid anomalies introduced by separate measurements. As described below, fractional oxygen saturation can be determined using measurements of SpO2, SpMet and SpCO. The following equations separate carboxyhemoglobin and methemoglobin measurements, however, it is to be understood that the carboxyhemoglobin and methemoglobin measurements need not be separate measurements but can be substituted for a single separate dishemoglobin measurement. Thus, for example, in equation 4 below, fMetHb+fCOHb can be substituted out for a single fDisHb (fractional dishemoglobin) measurement.


Equation 1 above can be mathematically rewritten as follows using a separate methemoglobin measurement and carboxyhemoglobin measurement instead of a single dishemoglobin measurement:

fRHb+fO2Hb=1−fMetHb−fCOHb  4


Equation 3 above can also be mathematically rewritten as follows so that the left side of the equation matches the left side of equation 4:










fRHB
+

f






O
2


Hb


=



f






O
2


Hb


SaO





2


*
100

%




5






Equations 4 and 5 can be combined as follows:












f






O
2


Hb


SaO





2


*
100

=

1
-

f





MetHB

-

f





COHb





6






Equation 6 can then be mathematically rewritten as follows:










f






O
2


Hb

=



(

1
-
fMetHb
-
fCOHb

)

*
SaO





2

100




7






Equation 7 can be multiplied by 100 to express fO2Hb, fMetHb, and fCOHb as a percentage, leading to the final equation for fractional oxygen saturation:











O
2


Hb

=



(

100
-
MetHb
-
COHb

)

*
Sa





O





2

100




8






Finally, rewriting Equation 8 in terms of measureable parameters using a Masimo Rainbow patient monitor provides the following equation:










SpF






O
2


=



(

100
-
SpMet
-
SpCO

)

*
Sp





O





2

100




9






Equation 9 above thus provides a calculated fractional saturation measurement that will give a patient care provider a more accurate indication of the physiological state of the patient.


One issue that arises with equation 9 is the accuracy of the various measurements involved. In particular, if one measurement is inaccurate, the accuracy of the fractional oxygen saturation measurement can be significantly affected. In order to minimize error in the fractional oxygen saturation measurement, the accuracy of the various measurements that form the fractional oxygen saturation measurement are determined. If one or more of the measurements are considered unreliable or inaccurate, weights or adjustments can be added in order to increase the reliability of the fractional oxygen saturation measurement.


In one embodiment, a rule based system is provided which analyzes the measurements based on various rules and adjusts parameter values in accordance with those rules. For example, if one parameter has a low confidence it can be down weighted in the determination of fractional oxygen saturation. Alternatively a confidence measure can be derived from the fractional oxygen measurement based on the confidence measure of SpO2, SpMet and SpCO. Many specific rules can be implanted to account for inaccuracies in the measurement.


In one embodiment, for example, high methemoglobin levels can impact the measurements of both carboxyhemoglobin and oxygen saturation. Thus, the present disclosure provides a rule based system for accounting for potential measurement inaccuracies during certain conditions.


In an embodiment, a more robust measurement of oxygen saturation is used. This measurement, referred to herein as Sp02_Robust, is determined using 2 or more wavelengths and a higher order polynomial fit. In an embodiment, 3 or more wavelengths can be used. In an embodiment, 5 wavelengths and a 3rd order polynomial equation are used to determine a more robust oxygen saturation measurement. Thus, equation 9 can be modified to:











SpFO
2







(
%
)


=



(

100
-
SpMet
-
SpCO

)

*
SpO





2

_Robust

100




10






In an embodiment, a correction to SpCO is provided. As methemoglobin levels increase, the measurement of SpCO can be affected. In order to compensate for this, the following set of rules can be used. If the SpMet measurement is greater than a critical threshold, for example, about 2.2%, then the SpCO measurement is considered unreliable. This is referred to throughout this disclosure as a high methemoglobin condition. In this situation, SpCO is set to a relatively average SpCO measurement. In an embodiment, this can be the population average. In an embodiment, SpCO is set to about 0.9%.


In one embodiment, if the SpMet measurement is below the high methemoglobin measurement threshold, then the SpCO measurement is weighted. This is referred to throughout this disclosure as a low methemoglobin condition. In an embodiment, the weighting provided to the SpCO measurement is directly related to the SpCO measurement. By way of example, the weighting scale depicted in FIG. 3 illustrates an embodiment of a weighting scheme for SpCO values. As depicted in FIG. 3, the greater the SpCO measurement, the greater the weight provided. In an embodiment, the SpCO critical value is about 7% to about 8%. Other weighting schemes can also be used. For example, a purely linear, exponential, partially linear and partially non-linear weighting scales could be used as well. In an embodiment, the SpCO critical value can be higher or lower.


In one embodiment, if the SpMet measurement is less than a low methemoglobin measurement threshold, then the SpCO measurement is weighted as discussed above. In an embodiment, a low SpMet measurement is below about 1%. If the SpMet measurement is between a low methemoglobin value and a high methemoglobin value, then the measured parameters are used without adjustment.



FIG. 4A illustrates an embodiment of a flow chart for determining whether a carboxyhemoglobin measurement needs to be adjusted. At step 401, oxygen saturation, carboxyhemoglobin and methemoglobin measurements are obtained. In an embodiment, the oxygen saturation measurement is a robust oxygen saturation measurement. The process moves to step 403 where a determination is made as to whether the methemoglobin measurement is greater than a threshold. If the answer is yes, the at step 405, a default carboxyhemoglobin measurement value is used. If, at step 403, the answer is no, the process moves to step 406 where the carboxyhemoglobin measurement value is weighted as described above.



FIG. 4B illustrates another embodiment of a flow chart for determining whether a carboxyhemoglobin measurement needs to be adjusted. At step 401, oxygen saturation, carboxyhemoglobin and methemoglobin measurements are obtained. In an embodiment, the oxygen saturation measurement is a robust oxygen saturation measurement. The process moves to step 403 where a determination is made as to whether the methemoglobin measurement is greater than a threshold. If the answer is yes, the at step 405, a default carboxyhemoglobin measurement value is used. If, at step 403, the answer is no, the process moves to step 407. At step 407, the determination is made as to whether the methemoglobin measurement is lower than a low threshold. If the answer is yes, then the carboxyhemoglobin measurement value is weighted as described above. If the answer is no at step 407, the process moves onto step 411 where the measured carboxyhemoglobin value is used in the above described process for determining a fractional oxygen saturation.



FIG. 4C illustrates another embodiment of a flow chart for determining whether a carboxyhemoglobin measurement needs to be adjusted. At step 401, oxygen saturation, carboxyhemoglobin and methemoglobin measurements are obtained. In an embodiment, the oxygen saturation measurement is a robust oxygen saturation measurement. The process moves to step 403 where a determination is made as to whether the methemoglobin measurement is greater than a threshold. If the answer is yes, the at step 405, a default carboxyhemoglobin measurement value is used. If, at step 403, the answer is no, the process moves to step 407. At step 407, the determination is made as to whether the methemoglobin measurement is lower than a low threshold. If the answer is no, then the carboxyhemoglobin measurement value is weighted as described above. If the answer is yes at step 407, the process moves onto step 411 where the measured carboxyhemoglobin value is used in the above described process for determining a fractional oxygen saturation.


In an embodiment, a multivariate classifier is used to determine whether the SpMet and SpCO values should be categorized as either a high or low methemoglobin condition. The multivariate classifier determines clusters of classifications based on empirically obtained measurement data. The measurement under analysis is then compared with the multivariate classification information in order to determine into which classification, or cluster, the measurement should be placed. Once the measurement under analysis is classified into either a high or low methemoglobin condition, then the actions described above with respect to the high and low methemoglobin conditions respectively are taken.



FIG. 5 illustrates an embodiment of a system that calculates a plurality of fractional oxygen saturation measurements and then determines which of the measurements to use in a final measurement. As illustrated in FIG. 5, a direct measurement of fractional oxygen saturation is determined at module 501. At module 503, a derived measurement fractional oxygen saturation is determined from a measurement of oxygen saturation and a direct dishemoglobin measurement. At module 505, a derived measurement fractional oxygen saturation is determined from a measurement of carboxyhemoglobin and methemoglobin measurements as described above. SpFO2 determination module 507 then determines a final fraction oxygen saturation measurement 510. In an embodiment, the determination module looks at a signal confidence value to determine which measurement to use. If the signal confidence is low, the determination module 507 will use one or both of the output of modules 503 and 505. If the signal confidence is high, the determination module 507 will use the output of module 501. In an embodiment, the determination module 507 is configured to use an average or weighted average of all three measurements. In an embodiment, only two measurements are used. In an embodiment, more than three different determinations of fraction oxygen saturation are used and the determination modules 507 then determines an appropriate output.


Although the foregoing has been described in terms of certain specific embodiments, other embodiments will be apparent to those of ordinary skill in the art from the disclosure herein. Moreover, the described embodiments have been presented by way of example only, and are not intended to limit the scope of the disclosure. Indeed, the novel methods and systems described herein may be embodied in a variety of other forms without departing from the spirit thereof. Accordingly, other combinations, omissions, substitutions, and modifications will be apparent to the skilled artisan in view of the disclosure herein. Thus, the present disclosure is not limited by the preferred embodiments, but is defined by reference to the appended claims. The accompanying claims and their equivalents are intended to cover forms or modifications as would fall within the scope and spirit of the disclosure.


The methods, steps, processes, calculations, computations or the like (“methods”) provided herein are simplified examples that are generally performed by advanced processing devices, including complex signal processors, sensitive analog and digital signal preprocessing boards, optical/optoelectronic componentry, display drivers and devices, or similar electronic devices. An artisan will recognize from the disclosure herein that the various methods often must be performed at speeds that, as a practical matter, could never be performed entirely in a human mind. Rather, for many calculations providing real time or near real time solutions, outputs, measurements, criteria, estimates, display indicia, or the like, many of the foregoing processing devices perform tens to billions or more calculations per second. In addition, such processing devices may process electrical signals, infrared signals, wireless signals, or other electro-magnetic wave signals that are incomprehensible to a human mind in their raw form and at the speeds communicated.

Claims
  • 1. A patient monitoring apparatus comprising: a housing;a memory device configured to store a signal generated by a noninvasive physiological sensor that monitors a patient, the signal being responsive to a physiological condition of the patient; andone or more hardware processors in communication with the memory device, the one or more hardware processors being configured to: determine a carboxyhemoglobin measurement from the signal,determine whether the patient has a first methemoglobin condition or a second methemoglobin condition,responsive to determining that the patient has the first methemoglobin condition, reduce the carboxyhemoglobin measurement to obtain a reduced carboxyhemoglobin measurement, andoutput for presentation a first parameter measurement responsive to the reduced carboxyhemoglobin measurement, andresponsive to determining that the patient has the second methemoglobin condition, output for presentation a second parameter measurement.
  • 2. The patient monitoring apparatus of claim 1, wherein the one or more hardware processors is configured to, responsive to determining that the patient has the second methemoglobin condition, not reduce the carboxyhemoglobin measurement, and the second parameter measurement is responsive to carboxyhemoglobin measurement.
  • 3. The patient monitoring apparatus of claim 1, wherein the second parameter measurement is responsive to a predetermined carboxyhemoglobin value.
  • 4. The patient monitoring apparatus of claim 1, wherein the one or more hardware processors is configured to reduce the carboxyhemoglobin measurement by an amount that depends on a magnitude of the carboxyhemoglobin measurement.
  • 5. The patient monitoring apparatus of claim 1, wherein the one or more hardware processors is configured to determine whether the carboxyhemoglobin measurement reflects a changed condition for the patient or an anomalous measurement.
  • 6. The patient monitoring apparatus of claim 1, wherein the one or more hardware processors is configured to determine whether the patient has the first methemoglobin condition or the second methemoglobin condition from the signal.
  • 7. The patient monitoring apparatus of claim 6, wherein the one or more hardware processors is configured to use a multivariate classifier to determine whether the patient has the first methemoglobin condition or the second methemoglobin condition.
  • 8. The patient monitoring apparatus of claim 6, wherein the one or more hardware processors is configured to: determine a methemoglobin measurement from the signal, anddetermine whether the patient has the first methemoglobin condition or the second methemoglobin condition from a comparison of the methemoglobin measurement and a methemoglobin threshold.
  • 9. The patient monitoring apparatus of claim 1, wherein the one or more hardware processors is configured to determine the first parameter measurement from the reduced carboxyhemoglobin measurement, the first parameter measurement being indicative of a fractional oxygen saturation.
  • 10. The patient monitoring apparatus of claim 1, further comprising a display configured to present the first parameter measurement.
  • 11. The patient monitoring apparatus of claim 1, further comprising the noninvasive physiological sensor, the noninvasive physiological sensor comprising an optical sensor configured to generate the signal.
  • 12. The patient monitoring apparatus of claim 1, wherein the signal is representative of light that is detected after attenuation by tissue of the patient.
  • 13. The patient monitoring apparatus of claim 1, wherein the signal is representative of light of three or more wavelengths that is detected after attenuation by tissue of the patient, and the one or more hardware processors is configured to determine the carboxyhemoglobin measurement from the light of three or more wavelengths that is detected after attenuation.
  • 14. The patient monitoring apparatus of claim 1, wherein the one or more hardware processors is configured to output the second parameter measurement for presentation in place of the first parameter measurement on a display.
  • 15. A method of patient monitoring, the method comprising: generating, by a noninvasive physiological sensor monitoring a patient, a signal responsive to a physiological condition of the patient;determining, by one or more hardware processors, a first carboxyhemoglobin measurement from the signal;determining, by the one or more hardware processors, that the patient has a first methemoglobin condition at a first time;in response to determining that the patient has the first methemoglobin condition at the first time, reducing, by the one or more hardware processors, the first carboxyhemoglobin measurement to obtain a reduced carboxyhemoglobin measurement,determining, by the one or more hardware processors, a first parameter measurement from the reduced carboxyhemoglobin measurement, andpresenting, by a display, the first parameter measurement;determining, by the one or more hardware processors, a second carboxyhemoglobin measurement from the signal;determining, by the one or more hardware processors, that the patient has a second methemoglobin condition at a second time, the second methemoglobin condition being different from the first methemoglobin condition; andin response to determining that the patient has the second methemoglobin condition at the second time, determining, by the one or more hardware processors, a second parameter measurement, andpresenting, by the display, the second parameter measurement.
  • 16. The method of claim 15, further comprising: in response to determining that the patient has the second methemoglobin condition at the second time, not reducing, by the one or more hardware processors, the second carboxyhemoglobin measurement, orusing, by the one or more hardware processors, a predetermined carboxyhemoglobin value in place of the second carboxyhemoglobin measurement.
  • 17. The method of claim 15, further comprising determining, by the one or more hardware processors, whether the patient has the first methemoglobin condition or the second methemoglobin condition from the signal.
  • 18. The method of claim 15, wherein the first parameter measurement and the second parameter measurement are fractional oxygen saturation measurements.
  • 19. The method of claim 15, wherein the signal is representative of light of three or more wavelengths that is detected after attenuation by tissue of the patient, and the first carboxyhemoglobin measurement and the second carboxyhemoglobin measurement are determined from the light of three or more wavelengths that is detected after attenuation.
PRIORITY CLAIM TO RELATED APPLICATIONS

The present application is a continuation of U.S. patent application Ser. No. 15/795,007, filed Oct. 26, 2017, entitled “Robust Fractional Saturation Determination,” which is a continuation of U.S. patent application Ser. No. 13/791,633, filed Mar. 8, 2013, entitled “Robust Fractional Saturation Determination,” which is a continuation-in-part of U.S. patent application Ser. No. 13/650,730, filed Oct. 12, 2012, entitled “Robust Fractional Saturation Determination,” which claims priority benefit under 35 U.S.C. § 119(e) of U.S. Provisional Application Ser. No. 61/703,688, filed Sep. 20, 2012, entitled “Robust Fractional Saturation Determination,” and U.S. Provisional Application Ser. No. 61/547,001, filed Oct. 13, 2011, entitled “Robust Fractional Saturation Determination;” the disclosures of which are incorporated herein by reference.

US Referenced Citations (846)
Number Name Date Kind
4960128 Gordon et al. Oct 1990 A
4964408 Hink et al. Oct 1990 A
5041187 Hink et al. Aug 1991 A
5069213 Polczynski Dec 1991 A
5163438 Gordon et al. Nov 1992 A
5319355 Russek Jun 1994 A
5337744 Branigan Aug 1994 A
5341805 Stavridi et al. Aug 1994 A
D353195 Savage et al. Dec 1994 S
D353196 Savage et al. Dec 1994 S
5377676 Vari et al. Jan 1995 A
D359546 Savage et al. Jun 1995 S
5431170 Mathews Jul 1995 A
5436499 Namavar et al. Jul 1995 A
D361840 Savage et al. Aug 1995 S
D362063 Savage et al. Sep 1995 S
5452717 Branigan et al. Sep 1995 A
D363120 Savage et al. Oct 1995 S
5456252 Vari et al. Oct 1995 A
5479934 Imran Jan 1996 A
5482036 Diab et al. Jan 1996 A
5490505 Diab et al. Feb 1996 A
5494043 O'Sullivan et al. Feb 1996 A
5533511 Kaspari et al. Jul 1996 A
5534851 Russek Jul 1996 A
5561275 Savage et al. Oct 1996 A
5562002 Lalin Oct 1996 A
5590649 Caro et al. Jan 1997 A
5602924 Durand et al. Feb 1997 A
5632272 Diab et al. May 1997 A
5638816 Kiani-Azarbayjany et al. Jun 1997 A
5638818 Diab et al. Jun 1997 A
5645440 Tobler et al. Jul 1997 A
5671914 Kalkhoran et al. Sep 1997 A
5685299 Diab et al. Nov 1997 A
5726440 Kalkhoran et al. Mar 1998 A
D393830 Tobler et al. Apr 1998 S
5743262 Lepper, Jr. et al. Apr 1998 A
5747806 Khalil et al. May 1998 A
5750994 Schlager May 1998 A
5758644 Diab et al. Jun 1998 A
5760910 Lepper, Jr. et al. Jun 1998 A
5769785 Diab et al. Jun 1998 A
5782757 Diab et al. Jul 1998 A
5785659 Caro et al. Jul 1998 A
5791347 Flaherty et al. Aug 1998 A
5810734 Caro et al. Sep 1998 A
5823950 Diab et al. Oct 1998 A
5830131 Caro et al. Nov 1998 A
5833618 Caro et al. Nov 1998 A
5842979 Jarman Dec 1998 A
5860919 Kiani-Azarbayjany et al. Jan 1999 A
5890929 Mills et al. Apr 1999 A
5904654 Wohltmann et al. May 1999 A
5919134 Diab Jul 1999 A
5934925 Tobler et al. Aug 1999 A
5940182 Lepper, Jr. et al. Aug 1999 A
5983122 Jarman Nov 1999 A
5987343 Kinast Nov 1999 A
5995855 Kiani et al. Nov 1999 A
5997343 Mills et al. Dec 1999 A
6002952 Diab et al. Dec 1999 A
6010937 Karam et al. Jan 2000 A
6011986 Diab et al. Jan 2000 A
6027452 Flaherty et al. Feb 2000 A
6036642 Diab et al. Mar 2000 A
6040578 Malin et al. Mar 2000 A
6045509 Caro et al. Apr 2000 A
6066204 Haven May 2000 A
6067462 Diab et al. May 2000 A
6081735 Diab et al. Jun 2000 A
6088607 Diab et al. Jul 2000 A
6104938 Hulku et al. Aug 2000 A
6110522 Lepper, Jr. et al. Aug 2000 A
6115673 Malin et al. Sep 2000 A
6124597 Shehada Sep 2000 A
6128521 Marro et al. Oct 2000 A
6129675 Jay Oct 2000 A
6144868 Parker Nov 2000 A
6151516 Kiani-Azarbayjany et al. Nov 2000 A
6152754 Gerhardt et al. Nov 2000 A
6157850 Diab et al. Dec 2000 A
6165005 Mills et al. Dec 2000 A
6184521 Coffin, IV et al. Feb 2001 B1
6206830 Diab et al. Mar 2001 B1
6229856 Diab et al. May 2001 B1
6232609 Snyder et al. May 2001 B1
6236872 Diab et al. May 2001 B1
6241683 Macklem et al. Jun 2001 B1
6253097 Aronow et al. Jun 2001 B1
6255708 Sudharsanan et al. Jul 2001 B1
6256523 Diab et al. Jul 2001 B1
6263222 Diab et al. Jul 2001 B1
6278522 Lepper, Jr. et al. Aug 2001 B1
6280213 Tobler et al. Aug 2001 B1
6280381 Malin et al. Aug 2001 B1
6285896 Tobler et al. Sep 2001 B1
6301493 Marro et al. Oct 2001 B1
6308089 von der Ruhr et al. Oct 2001 B1
6317627 Ennen et al. Nov 2001 B1
6321100 Parker Nov 2001 B1
6325761 Jay Dec 2001 B1
6334065 Al-Ali et al. Dec 2001 B1
6343224 Parker Jan 2002 B1
6349228 Kiani et al. Feb 2002 B1
6360114 Diab et al. Mar 2002 B1
6368283 Xu et al. Apr 2002 B1
6371921 Caro et al. Apr 2002 B1
6377829 Al-Ali Apr 2002 B1
6388240 Schulz et al. May 2002 B2
6397091 Diab et al. May 2002 B2
6411373 Garside et al. Jun 2002 B1
6415167 Blank et al. Jul 2002 B1
6430437 Marro Aug 2002 B1
6430525 Weber et al. Aug 2002 B1
6463311 Diab Oct 2002 B1
6470199 Kopotic et al. Oct 2002 B1
6487429 Hockersmith et al. Nov 2002 B2
6501975 Diab et al. Dec 2002 B2
6505059 Kollias et al. Jan 2003 B1
6515273 Al-Ali Feb 2003 B2
6519487 Parker Feb 2003 B1
6525386 Mills et al. Feb 2003 B1
6526300 Kiani et al. Feb 2003 B1
6534012 Hazen et al. Mar 2003 B1
6541756 Schulz et al. Apr 2003 B2
6542764 Al-Ali et al. Apr 2003 B1
6580086 Schulz et al. Jun 2003 B1
6584336 Ali et al. Jun 2003 B1
6587196 Stippick et al. Jul 2003 B1
6587199 Luu Jul 2003 B1
6595316 Cybulski et al. Jul 2003 B2
6597932 Tian et al. Jul 2003 B2
6597933 Kiani et al. Jul 2003 B2
6606511 Ali et al. Aug 2003 B1
6632181 Flaherty et al. Oct 2003 B2
6635559 Greenwald et al. Oct 2003 B2
6639668 Trepagnier Oct 2003 B1
6640116 Diab Oct 2003 B2
6640117 Makarewicz et al. Oct 2003 B2
6643530 Diab et al. Nov 2003 B2
6650917 Diab et al. Nov 2003 B2
6654624 Diab et al. Nov 2003 B2
6658276 Kiani et al. Dec 2003 B2
6661161 Lanzo et al. Dec 2003 B1
6671531 Al-Ali et al. Dec 2003 B2
6678543 Diab et al. Jan 2004 B2
6684090 Ali et al. Jan 2004 B2
6684091 Parker Jan 2004 B2
6697656 Al-Ali Feb 2004 B1
6697657 Shehada et al. Feb 2004 B1
6697658 Al-Ali Feb 2004 B2
RE38476 Diab et al. Mar 2004 E
6699194 Diab et al. Mar 2004 B1
6714804 Al-Ali et al. Mar 2004 B2
RE38492 Diab et al. Apr 2004 E
6721582 Trepagnier et al. Apr 2004 B2
6721585 Parker Apr 2004 B1
6725075 Al-Ali Apr 2004 B2
6728560 Kollias et al. Apr 2004 B2
6735459 Parker May 2004 B2
6738652 Mattu et al. May 2004 B2
6745060 Diab et al. Jun 2004 B2
6760607 Al-Ali Jul 2004 B2
6770028 Ali et al. Aug 2004 B1
6771994 Kiani et al. Aug 2004 B2
6788965 Ruchti et al. Sep 2004 B2
6792300 Diab et al. Sep 2004 B1
6813511 Diab et al. Nov 2004 B2
6816241 Grubisic Nov 2004 B2
6816741 Diab Nov 2004 B2
6822564 Al-Ali Nov 2004 B2
6826419 Diab et al. Nov 2004 B2
6830711 Mills et al. Dec 2004 B2
6850787 Weber et al. Feb 2005 B2
6850788 Al-Ali Feb 2005 B2
6852083 Caro et al. Feb 2005 B2
6861639 Al-Ali Mar 2005 B2
6876931 Lorenz et al. Apr 2005 B2
6898452 Al-Ali et al. May 2005 B2
6920345 Al-Ali et al. Jul 2005 B2
6931268 Kiani-Azarbayjany et al. Aug 2005 B1
6934570 Kiani et al. Aug 2005 B2
6939305 Flaherty et al. Sep 2005 B2
6943348 Coffin, IV Sep 2005 B1
6950687 Al-Ali Sep 2005 B2
6956649 Acosta et al. Oct 2005 B2
6961598 Diab Nov 2005 B2
6970792 Diab Nov 2005 B1
6979812 Al-Ali Dec 2005 B2
6985764 Mason et al. Jan 2006 B2
6990364 Ruchti et al. Jan 2006 B2
6993371 Kiani et al. Jan 2006 B2
6996427 Ali et al. Feb 2006 B2
6998247 Monfre et al. Feb 2006 B2
6999904 Weber et al. Feb 2006 B2
7003338 Weber et al. Feb 2006 B2
7003339 Diab et al. Feb 2006 B2
7015451 Dalke et al. Mar 2006 B2
7024233 Ali et al. Apr 2006 B2
7027849 Al-Ali Apr 2006 B2
7030749 Al-Ali Apr 2006 B2
7039449 Al-Ali May 2006 B2
7041060 Flaherty et al. May 2006 B2
7044918 Diab May 2006 B2
7067893 Mills et al. Jun 2006 B2
D526719 Richie, Jr. et al. Aug 2006 S
7096052 Mason et al. Aug 2006 B2
7096054 Abdul-Hafiz et al. Aug 2006 B2
D529616 Deros et al. Oct 2006 S
7132641 Schulz et al. Nov 2006 B2
7133710 Acosta et al. Nov 2006 B2
7142901 Kiani et al. Nov 2006 B2
7149561 Diab Dec 2006 B2
7186966 Al-Ali Mar 2007 B2
7190261 Al-Ali Mar 2007 B2
7215984 Diab May 2007 B2
7215986 Diab May 2007 B2
7221971 Diab May 2007 B2
7225006 Al-Ali et al. May 2007 B2
7225007 Al-Ali May 2007 B2
RE39672 Shehada et al. Jun 2007 E
7239905 Kiani-Azarbayjany et al. Jul 2007 B2
7245953 Parker Jul 2007 B1
7254429 Schurman et al. Aug 2007 B2
7254431 Al-Ali Aug 2007 B2
7254433 Diab et al. Aug 2007 B2
7254434 Schulz et al. Aug 2007 B2
7272425 Al-Ali Sep 2007 B2
7274955 Kiani et al. Sep 2007 B2
D554263 Al-Ali Oct 2007 S
7280858 Al-Ali et al. Oct 2007 B2
7289835 Mansfield et al. Oct 2007 B2
7292883 De Felice et al. Nov 2007 B2
7295866 Al-Ali Nov 2007 B2
7328053 Diab et al. Feb 2008 B1
7332784 Mills et al. Feb 2008 B2
7340287 Mason et al. Mar 2008 B2
7341559 Schulz et al. Mar 2008 B2
7343186 Lamego et al. Mar 2008 B2
D566282 Al-Ali et al. Apr 2008 S
7355512 Al-Ali Apr 2008 B1
7356365 Schurman Apr 2008 B2
7371981 Abdul-Hafiz May 2008 B2
7373193 Al-Ali et al. May 2008 B2
7373194 Weber et al. May 2008 B2
7376453 Diab et al. May 2008 B1
7377794 Al Ali et al. May 2008 B2
7377899 Weber et al. May 2008 B2
7383070 Diab et al. Jun 2008 B2
7395158 Monfre et al. Jul 2008 B2
7415297 Al-Ali et al. Aug 2008 B2
7428432 Ali et al. Sep 2008 B2
7438683 Al-Ali et al. Oct 2008 B2
7440787 Diab Oct 2008 B2
7454240 Diab et al. Nov 2008 B2
7467002 Weber et al. Dec 2008 B2
7469157 Diab et al. Dec 2008 B2
7471969 Diab et al. Dec 2008 B2
7471971 Diab et al. Dec 2008 B2
7483729 Al-Ali et al. Jan 2009 B2
7483730 Diab et al. Jan 2009 B2
7489958 Diab et al. Feb 2009 B2
7496391 Diab et al. Feb 2009 B2
7496393 Diab et al. Feb 2009 B2
D587657 Al-Ali et al. Mar 2009 S
7499741 Diab et al. Mar 2009 B2
7499835 Weber et al. Mar 2009 B2
7500950 Al-Ali et al. Mar 2009 B2
7509154 Diab et al. Mar 2009 B2
7509494 Al-Ali Mar 2009 B2
7510849 Schurman et al. Mar 2009 B2
7514725 Wojtczuk et al. Apr 2009 B2
7519406 Blank et al. Apr 2009 B2
7526328 Diab et al. Apr 2009 B2
D592507 Wachman et al. May 2009 S
7530942 Diab May 2009 B1
7530949 Al Ali et al. May 2009 B2
7530955 Diab et al. May 2009 B2
7563110 Al-Ali et al. Jul 2009 B2
7593230 Abul-Haj et al. Sep 2009 B2
7596398 Al-Ali et al. Sep 2009 B2
7606608 Blank et al. Oct 2009 B2
7618375 Flaherty Nov 2009 B2
7620674 Ruchti et al. Nov 2009 B2
D606659 Kiani et al. Dec 2009 S
7629039 Eckerbom et al. Dec 2009 B2
7640140 Ruchti et al. Dec 2009 B2
7647083 Al-Ali et al. Jan 2010 B2
D609193 Al-Ali et al. Feb 2010 S
D614305 Al-Ali et al. Apr 2010 S
7697966 Monfre et al. Apr 2010 B2
7698105 Ruchti et al. Apr 2010 B2
RE41317 Parker May 2010 E
RE41333 Blank et al. May 2010 E
7729733 Al-Ali et al. Jun 2010 B2
7734320 Al-Ali Jun 2010 B2
7761127 Al-Ali et al. Jul 2010 B2
7761128 Al-Ali et al. Jul 2010 B2
7764982 Dalke et al. Jul 2010 B2
D621516 Kiani et al. Aug 2010 S
7791155 Diab Sep 2010 B2
7801581 Diab Sep 2010 B2
7822452 Schurman et al. Oct 2010 B2
RE41912 Parker Nov 2010 E
7844313 Kiani et al. Nov 2010 B2
7844314 Al-Ali Nov 2010 B2
7844315 Al-Ali Nov 2010 B2
7865222 Weber et al. Jan 2011 B2
7873497 Weber et al. Jan 2011 B2
7880606 Al-Ali Feb 2011 B2
7880626 Al-Ali et al. Feb 2011 B2
7891355 Al-Ali et al. Feb 2011 B2
7894868 Al-Ali et al. Feb 2011 B2
7899507 Al-Ali et al. Mar 2011 B2
7899518 Trepagnier et al. Mar 2011 B2
7904132 Weber et al. Mar 2011 B2
7909772 Popov et al. Mar 2011 B2
7910875 Al-Ali Mar 2011 B2
7919713 Al-Ali et al. Apr 2011 B2
7937128 Al-Ali May 2011 B2
7937129 Mason et al. May 2011 B2
7937130 Diab et al. May 2011 B2
7941199 Kiani May 2011 B2
7951086 Flaherty et al. May 2011 B2
7957780 Lamego et al. Jun 2011 B2
7962188 Kiani et al. Jun 2011 B2
7962190 Diab et al. Jun 2011 B1
7976472 Kiani Jul 2011 B2
7988637 Diab Aug 2011 B2
7990382 Kiani Aug 2011 B2
7991446 Ali et al. Aug 2011 B2
8000761 Al-Ali Aug 2011 B2
8008088 Bellott et al. Aug 2011 B2
RE42753 Kiani-Azarbayjany et al. Sep 2011 E
8019400 Diab et al. Sep 2011 B2
8028701 Al-Ali et al. Oct 2011 B2
8029765 Bellott et al. Oct 2011 B2
8036728 Diab et al. Oct 2011 B2
8046040 Ali et al. Oct 2011 B2
8046041 Diab et al. Oct 2011 B2
8046042 Diab et al. Oct 2011 B2
8048040 Kiani Nov 2011 B2
8050728 Al-Ali et al. Nov 2011 B2
RE43169 Parker Feb 2012 E
8118620 Al-Ali et al. Feb 2012 B2
8126528 Diab et al. Feb 2012 B2
8128572 Diab et al. Mar 2012 B2
8130105 Al-Ali et al. Mar 2012 B2
8145287 Diab et al. Mar 2012 B2
8150487 Diab et al. Apr 2012 B2
8175672 Parker May 2012 B2
8180420 Diab et al. May 2012 B2
8182443 Kiani May 2012 B1
8185180 Diab et al. May 2012 B2
8190223 Al-Ali et al. May 2012 B2
8190227 Diab et al. May 2012 B2
8203438 Kiani et al. Jun 2012 B2
8203704 Merritt et al. Jun 2012 B2
8219172 Schurman et al. Jul 2012 B2
8224411 Al-Ali et al. Jul 2012 B2
8228181 Al-Ali Jul 2012 B2
8229532 Davis Jul 2012 B2
8229533 Diab et al. Jul 2012 B2
8233955 Al-Ali et al. Jul 2012 B2
8244325 Al-Ali et al. Aug 2012 B2
8255026 Al-Ali Aug 2012 B1
8255027 Al-Ali et al. Aug 2012 B2
8255028 Al-Ali et al. Aug 2012 B2
8260577 Weber et al. Sep 2012 B2
8265723 McHale et al. Sep 2012 B1
8274360 Sampath et al. Sep 2012 B2
8280473 Al-Ali Oct 2012 B2
8301217 Al-Ali et al. Oct 2012 B2
8310336 Muhsin et al. Nov 2012 B2
8315683 Al-Ali et al. Nov 2012 B2
RE43860 Parker Dec 2012 E
8337403 Al-Ali et al. Dec 2012 B2
8346330 Lamego Jan 2013 B2
8353842 Al-Ali et al. Jan 2013 B2
8355766 MacNeish, III et al. Jan 2013 B2
8359080 Diab et al. Jan 2013 B2
8364223 Al-Ali et al. Jan 2013 B2
8364226 Diab et al. Jan 2013 B2
8374665 Lamego Feb 2013 B2
8385995 Al-Ali et al. Feb 2013 B2
8385996 Smith et al. Feb 2013 B2
8388353 Kiani et al. Mar 2013 B2
8399822 Al-Ali Mar 2013 B2
8401602 Kiani Mar 2013 B2
8405608 Al-Ali et al. Mar 2013 B2
8414499 Al-Ali et al. Apr 2013 B2
8418524 Al-Ali Apr 2013 B2
8423106 Lamego et al. Apr 2013 B2
8428967 Olsen et al. Apr 2013 B2
8430817 Al-Ali et al. Apr 2013 B1
8437825 Dalvi et al. May 2013 B2
8455290 Siskavich Jun 2013 B2
8457703 Al-Ali Jun 2013 B2
8457707 Kiani Jun 2013 B2
8463349 Diab et al. Jun 2013 B2
8466286 Bellot et al. Jun 2013 B2
8471713 Poeze et al. Jun 2013 B2
8473020 Kiani et al. Jun 2013 B2
8483787 Al-Ali et al. Jul 2013 B2
8489364 Weber et al. Jul 2013 B2
8498684 Weber et al. Jul 2013 B2
8504128 Blank et al. Aug 2013 B2
8509867 Workman et al. Aug 2013 B2
8515509 Bruinsma et al. Aug 2013 B2
8523781 Al-Ali Sep 2013 B2
8529301 Al-Ali et al. Sep 2013 B2
8532727 Ali et al. Sep 2013 B2
8532728 Diab et al. Sep 2013 B2
D692145 Al-Ali et al. Oct 2013 S
8547209 Kiani et al. Oct 2013 B2
8548548 Al-Ali Oct 2013 B2
8548549 Schurman et al. Oct 2013 B2
8548550 Al-Ali et al. Oct 2013 B2
8560032 Al-Ali et al. Oct 2013 B2
8560034 Diab et al. Oct 2013 B1
8570167 Al-Ali Oct 2013 B2
8570503 Vo et al. Oct 2013 B2
8571617 Reichgott et al. Oct 2013 B2
8571618 Lamego et al. Oct 2013 B1
8571619 Al-Ali et al. Oct 2013 B2
8584345 Al-Ali et al. Oct 2013 B2
8577431 Lamego et al. Nov 2013 B2
8581732 Al-Ali et al. Nov 2013 B2
8588880 Abdul-Hafiz et al. Nov 2013 B2
8600467 Al-Ali et al. Dec 2013 B2
8606342 Diab Dec 2013 B2
8626255 Al-Ali et al. Jan 2014 B2
8630691 Lamego et al. Jan 2014 B2
8634889 Al-Ali et al. Jan 2014 B2
8641631 Sierra et al. Feb 2014 B2
8652060 Al-Ali Feb 2014 B2
8663107 Kiani Mar 2014 B2
8666468 Al-Ali Mar 2014 B1
8667967 Al- Ali et al. Mar 2014 B2
8670811 O'Reilly Mar 2014 B2
8670814 Diab et al. Mar 2014 B2
8676286 Weber et al. Mar 2014 B2
8682407 Al-Ali Mar 2014 B2
RE44823 Parker Apr 2014 E
RE44875 Kiani et al. Apr 2014 E
8688183 Bruinsma et al. Apr 2014 B2
8690799 Telfort et al. Apr 2014 B2
8700112 Kiani Apr 2014 B2
8702627 Telfort et al. Apr 2014 B2
8706179 Parker Apr 2014 B2
8712494 MacNeish, III et al. Apr 2014 B1
8715206 Telfort et al. May 2014 B2
8718735 Lamego et al. May 2014 B2
8718737 Diab et al. May 2014 B2
8718738 Blank et al. May 2014 B2
8720249 Al-Ali May 2014 B2
8721541 Al-Ali et al. May 2014 B2
8721542 Al-Ali et al. May 2014 B2
8723677 Kiani May 2014 B1
8740792 Kiani et al. Jun 2014 B1
8754776 Poeze et al. Jun 2014 B2
8755535 Telfort et al. Jun 2014 B2
8755856 Diab et al. Jun 2014 B2
8755872 Marinow Jun 2014 B1
8761850 Lamego Jun 2014 B2
8764671 Kiani Jul 2014 B2
8768423 Shakespeare et al. Jul 2014 B2
8771204 Telfort et al. Jul 2014 B2
8777634 Kiani et al. Jul 2014 B2
8781543 Diab et al. Jul 2014 B2
8781544 Al-Ali et al. Jul 2014 B2
8781549 Al-Ali et al. Jul 2014 B2
8788003 Schurman et al. Jul 2014 B2
8790268 Al-Ali Jul 2014 B2
8801613 Al-Ali et al. Aug 2014 B2
8821397 Al-Ali et al. Sep 2014 B2
8821415 Al-Ali et al. Sep 2014 B2
8830449 Lamego et al. Sep 2014 B1
8831700 Schurman et al. Sep 2014 B2
8840549 Al-Ali et al. Sep 2014 B2
8847740 Kiani et al. Sep 2014 B2
8849365 Smith et al. Sep 2014 B2
8852094 Al-Ali et al. Oct 2014 B2
8852994 Wojtczuk et al. Oct 2014 B2
8868147 Stippick et al. Oct 2014 B2
8868150 Al-Ali et al. Oct 2014 B2
8870792 Al-Ali et al. Oct 2014 B2
8886271 Kiani et al. Nov 2014 B2
8888539 Al-Ali et al. Nov 2014 B2
8888708 Diab et al. Nov 2014 B2
8892180 Weber et al. Nov 2014 B2
8897847 Al-Ali Nov 2014 B2
8909310 Lamego et al. Dec 2014 B2
8911377 Al-Ali Dec 2014 B2
8912909 Al-Ali et al. Dec 2014 B2
8920317 Al-Ali et al. Dec 2014 B2
8921699 Al-Ali et al. Dec 2014 B2
8922382 Al-Ali et al. Dec 2014 B2
8929964 Al-Ali et al. Jan 2015 B2
8942777 Diab et al. Jan 2015 B2
8948834 Diab et al. Feb 2015 B2
8948835 Diab Feb 2015 B2
8965471 Lamego Feb 2015 B2
8983564 Al-Ali Mar 2015 B2
8989831 Al-Ali et al. Mar 2015 B2
8996085 Kiani et al. Mar 2015 B2
8998809 Kiani Apr 2015 B2
9028429 Telfort et al. May 2015 B2
9037207 Al-Ali et al. May 2015 B2
9060721 Reichgott et al. Jun 2015 B2
9066666 Kiani Jun 2015 B2
9066680 Al-Ali et al. Jun 2015 B1
9072474 Al-Ali et al. Jul 2015 B2
9078560 Schurman et al. Jul 2015 B2
9084569 Weber et al. Jul 2015 B2
9095316 Welch et al. Aug 2015 B2
9106038 Telfort et al. Aug 2015 B2
9107625 Telfort et al. Aug 2015 B2
9107626 Al-Ali et al. Aug 2015 B2
9113831 Al-Ali Aug 2015 B2
9113832 Al-Ali Aug 2015 B2
9119595 Lamego Sep 2015 B2
9131881 Diab et al. Sep 2015 B2
9131882 Al-Ali et al. Sep 2015 B2
9131883 Al-Ali Sep 2015 B2
9131917 Telfort et al. Sep 2015 B2
9138180 Coverston et al. Sep 2015 B1
9138182 Al-Ali et al. Sep 2015 B2
9138192 Weber et al. Sep 2015 B2
9142117 Muhsin et al. Sep 2015 B2
9153112 Kiani et al. Oct 2015 B1
9153121 Kiani et al. Oct 2015 B2
9161696 Al-Ali et al. Oct 2015 B2
9161713 Al-Ali et al. Oct 2015 B2
9167995 Lamego et al. Oct 2015 B2
9176141 Al-Ali et al. Nov 2015 B2
9186102 Bruinsma et al. Nov 2015 B2
9192329 Al-Ali Nov 2015 B2
9192351 Telfort et al. Nov 2015 B1
9195385 Al-Ali et al. Nov 2015 B2
9211095 Al-Ali Dec 2015 B1
9218454 Kiani et al. Dec 2015 B2
9245668 Vo et al. Jan 2016 B1
9267572 Barker et al. Feb 2016 B2
9277880 Poeze et al. Mar 2016 B2
9307928 Al-Ali et al. Apr 2016 B1
9323894 Kiani Apr 2016 B2
D755392 Hwang et al. May 2016 S
9326712 Kiani May 2016 B1
9392945 Al-Ali et al. Jul 2016 B2
9408542 Kinast et al. Aug 2016 B1
9436645 Al-Ali et al. Sep 2016 B2
9445759 Lamego et al. Sep 2016 B1
9474474 Lamego et al. Oct 2016 B2
9480435 Olsen Nov 2016 B2
9510779 Poeze et al. Dec 2016 B2
9517024 Kiani et al. Dec 2016 B2
9532722 Lamego et al. Jan 2017 B2
9560996 Kiani Feb 2017 B2
9579039 Jansen et al. Feb 2017 B2
9622692 Lamego et al. Apr 2017 B2
D788312 Al-Ali et al. May 2017 S
9649054 Lamego et al. May 2017 B2
9697928 Al-Ali et al. Jul 2017 B2
9717458 Lamego et al. Aug 2017 B2
9724016 Al-Ali et al. Aug 2017 B1
9724024 Al-Ali Aug 2017 B2
9724025 Kiani et al. Aug 2017 B1
9749232 Sampath et al. Aug 2017 B2
9750442 Olsen Sep 2017 B2
9750461 Telfort Sep 2017 B1
9775545 Al-Ali et al. Oct 2017 B2
9778079 Al-Ali et al. Oct 2017 B1
9782077 Lamego et al. Oct 2017 B2
9787568 Lamego et al. Oct 2017 B2
9808188 Perea et al. Nov 2017 B1
9839379 Al-Ali et al. Dec 2017 B2
9839381 Weber et al. Dec 2017 B1
9847749 Kiani et al. Dec 2017 B2
9848800 Lee et al. Dec 2017 B1
9861298 Eckerbom et al. Jan 2018 B2
9861305 Weber et al. Jan 2018 B1
9877650 Muhsin et al. Jan 2018 B2
9891079 Dalvi Feb 2018 B2
9924897 Abdul-Hafiz Mar 2018 B1
9936917 Poeze et al. Apr 2018 B2
9955937 Telfort May 2018 B2
9965946 Al-Ali et al. May 2018 B2
D820865 Muhsin et al. Jun 2018 S
9986952 Dalvi et al. Jun 2018 B2
D822215 Al-Ali et al. Jul 2018 S
D822216 Barker et al. Jul 2018 S
10010276 Al-Ali et al. Jul 2018 B2
10086138 Novak, Jr. Oct 2018 B1
10111591 Dyell et al. Oct 2018 B2
D833624 DeJong et al. Nov 2018 S
10123729 Dyell et al. Nov 2018 B2
D835282 Barker et al. Dec 2018 S
D835283 Barker et al. Dec 2018 S
D835284 Barker et al. Dec 2018 S
D835285 Barker et al. Dec 2018 S
10149616 Al-Ali et al. Dec 2018 B2
10154815 Al-Ali et al. Dec 2018 B2
10159412 Lamego et al. Dec 2018 B2
10188348 Al-Ali et al. Jan 2019 B2
RE47218 Al-Ali Feb 2019 E
RE47244 Kiani et al. Feb 2019 E
RE47249 Kiani et al. Feb 2019 E
10205291 Scruggs et al. Feb 2019 B2
10226187 Al-Ali et al. Mar 2019 B2
10231657 Al-Ali et al. Mar 2019 B2
10231670 Blank et al. Mar 2019 B2
RE47353 Kiani et al. Apr 2019 E
10279247 Kiani May 2019 B2
10292664 Al-Ali May 2019 B2
10299720 Brown et al. May 2019 B2
10327337 Schmidt et al. Jun 2019 B2
10327713 Barker et al. Jun 2019 B2
10332630 Al-Ali Jun 2019 B2
10383520 Wojtczuk et al. Aug 2019 B2
10383527 Al-Ali Aug 2019 B2
10388120 Muhsin et al. Aug 2019 B2
D864120 Forrest et al. Oct 2019 S
10441181 Telfort et al. Oct 2019 B1
10441196 Eckerbom et al. Oct 2019 B2
10448844 Al-Ali et al. Oct 2019 B2
10448871 Al-Ali et al. Oct 2019 B2
10456038 Lamego et al. Oct 2019 B2
10463340 Telfort et al. Nov 2019 B2
10471159 Lapotko et al. Nov 2019 B1
10505311 Al-Ali Dec 2019 B2
10524738 Olsen Jan 2020 B2
10532174 Al-Ali Jan 2020 B2
10537285 Shreim et al. Jan 2020 B2
10542903 Al-Ali et al. Jan 2020 B2
10555678 Dalvi et al. Feb 2020 B2
10568553 O'Neil et al. Feb 2020 B2
RE47882 Al-Ali Mar 2020 E
10608817 Haider et al. Mar 2020 B2
D880477 Forrest et al. Apr 2020 S
10617302 Al-Ali et al. Apr 2020 B2
10617335 Al-Ali et al. Apr 2020 B2
10637181 Al-Ali et al. Apr 2020 B2
D887548 Abdul-Hafiz et al. Jun 2020 S
D887549 Abdul-Hafiz et al. Jun 2020 S
10667764 Ahmed et al. Jun 2020 B2
D890708 Forrest et al. Jul 2020 S
10721785 Al-Ali Jul 2020 B2
10736518 Al-Ali et al. Aug 2020 B2
10750984 Pauley et al. Aug 2020 B2
D897098 Al-Ali Sep 2020 S
10779098 Iswanto et al. Sep 2020 B2
10827961 Iyengar et al. Nov 2020 B1
10828007 Telfort et al. Nov 2020 B1
10832818 Muhsin et al. Nov 2020 B2
10849554 Shreim et al. Dec 2020 B2
20010034477 Mansfield et al. Oct 2001 A1
20010039483 Brand et al. Nov 2001 A1
20020010401 Bushmakin et al. Jan 2002 A1
20020058864 Mansfield et al. May 2002 A1
20020111748 Kobayashi et al. Aug 2002 A1
20020133080 Apruzzese et al. Sep 2002 A1
20030013975 Kiani Jan 2003 A1
20030018243 Gerhardt et al. Jan 2003 A1
20030144582 Cohen et al. Jul 2003 A1
20030156288 Barnum et al. Aug 2003 A1
20030212312 Coffin, IV et al. Nov 2003 A1
20040106163 Workman, Jr. et al. Jun 2004 A1
20050055276 Kiani et al. Mar 2005 A1
20050234317 Kiani Oct 2005 A1
20060073719 Kiani Apr 2006 A1
20060189871 Al-Ali et al. Aug 2006 A1
20070073116 Kiani et al. Mar 2007 A1
20070180140 Welch et al. Aug 2007 A1
20070244377 Cozad et al. Oct 2007 A1
20080064965 Jay et al. Mar 2008 A1
20080094228 Welch et al. Apr 2008 A1
20080221418 Al-Ali et al. Sep 2008 A1
20090036759 Ault et al. Feb 2009 A1
20090093687 Telfort et al. Apr 2009 A1
20090095926 MacNeish, III Apr 2009 A1
20090247984 Lamego et al. Oct 2009 A1
20090275844 Al-Ali Nov 2009 A1
20100004518 Vo et al. Jan 2010 A1
20100030040 Poeze et al. Feb 2010 A1
20100099964 O'Reilly et al. Apr 2010 A1
20100234718 Sampath et al. Sep 2010 A1
20100261979 Kiani Oct 2010 A1
20100270257 Wachman et al. Oct 2010 A1
20110001605 Kiani et al. Jan 2011 A1
20110028806 Merritt et al. Feb 2011 A1
20110028809 Goodman Feb 2011 A1
20110040197 Welch et al. Feb 2011 A1
20110082711 Poeze et al. Apr 2011 A1
20110087081 Kiani et al. Apr 2011 A1
20110105854 Kiani et al. May 2011 A1
20110118561 Tari et al. May 2011 A1
20110137297 Kiani et al. Jun 2011 A1
20110172498 Olsen et al. Jul 2011 A1
20110208015 Welch et al. Aug 2011 A1
20110213212 Al-Ali Sep 2011 A1
20110230733 Al-Ali Sep 2011 A1
20110237911 Lamego et al. Sep 2011 A1
20120059267 Lamego et al. Mar 2012 A1
20120116175 Al-Ali et al. May 2012 A1
20120123231 O'Reilly May 2012 A1
20120165629 Merritt et al. Jun 2012 A1
20120179006 Jansen et al. Jul 2012 A1
20120209082 Al-Ali Aug 2012 A1
20120209084 Olsen et al. Aug 2012 A1
20120226117 Lamego et al. Sep 2012 A1
20120227739 Kiani Sep 2012 A1
20120283524 Kiani et al. Nov 2012 A1
20120296178 Lamego et al. Nov 2012 A1
20120319816 Al-Ali Dec 2012 A1
20120330112 Lamego et al. Dec 2012 A1
20130023775 Lamego et al. Jan 2013 A1
20130045685 Kiani Feb 2013 A1
20130046204 Lamego et al. Feb 2013 A1
20130041591 Lamego Mar 2013 A1
20130060147 Welch et al. Mar 2013 A1
20130096405 Garfio Apr 2013 A1
20130096936 Sampath et al. Apr 2013 A1
20130109935 Al-Ali et al. May 2013 A1
20130162433 Muhsin et al. Jun 2013 A1
20130190581 Al-Ali et al. Jul 2013 A1
20130197328 Diab et al. Aug 2013 A1
20130211214 Olsen Aug 2013 A1
20130243021 Siskavich Sep 2013 A1
20130253334 Al-Ali et al. Sep 2013 A1
20130274571 Diab et al. Oct 2013 A1
20130296672 O'Neil et al. Nov 2013 A1
20130317370 Dalvi et al. Nov 2013 A1
20130324808 Al-Ali et al. Dec 2013 A1
20130331670 Kiani Dec 2013 A1
20130338461 Lamego et al. Dec 2013 A1
20130345921 Al-Ali et al. Dec 2013 A1
20140012100 Al-Ali et al. Jan 2014 A1
20140025306 Weber et al. Jan 2014 A1
20140034353 Al-Ali et al. Feb 2014 A1
20140051953 Lamego et al. Feb 2014 A1
20140058230 Abdul-Hafiz et al. Feb 2014 A1
20140066783 Kiani et al. Mar 2014 A1
20140077956 Sampath et al. Mar 2014 A1
20140081100 Muhsin et al. Mar 2014 A1
20140081175 Telfort Mar 2014 A1
20140094667 Schurman et al. Apr 2014 A1
20140100434 Diab et al. Apr 2014 A1
20140114199 Lamego et al. Apr 2014 A1
20140120564 Workman et al. May 2014 A1
20140121482 Merritt et al. May 2014 A1
20140121483 Kiani May 2014 A1
20140127137 Bellott et al. May 2014 A1
20140128696 Al-Ali May 2014 A1
20140128699 Al-Ali et al. May 2014 A1
20140129702 Lamego et al. May 2014 A1
20140135588 Al-Ali et al. May 2014 A1
20140142401 Al-Ali et al. May 2014 A1
20140142402 Al-Ali et al. May 2014 A1
20140163344 Al-Ali Jun 2014 A1
20140163402 Lamego et al. Jun 2014 A1
20140166076 Kiani et al. Jun 2014 A1
20140171763 Diab Jun 2014 A1
20140180038 Kiani Jun 2014 A1
20140180154 Sierra et al. Jun 2014 A1
20140180160 Brown et al. Jun 2014 A1
20140187973 Brown et al. Jul 2014 A1
20140194709 Al-Ali et al. Jul 2014 A1
20140194711 Al-Ali Jul 2014 A1
20140194766 Al-Ali et al. Jul 2014 A1
20140206963 Al-Ali Jul 2014 A1
20140213864 Abdul-Hafiz et al. Jul 2014 A1
20140243627 Diab et al. Aug 2014 A1
20140266790 Al-Ali et al. Sep 2014 A1
20140275808 Poeze et al. Sep 2014 A1
20140275835 Lamego et al. Sep 2014 A1
20140275871 Lamego et al. Sep 2014 A1
20140275872 Merritt et al. Sep 2014 A1
20140275881 Lamego et al. Sep 2014 A1
20140288400 Diab et al. Sep 2014 A1
20140296664 Bruinsma et al. Oct 2014 A1
20140303520 Telfort et al. Oct 2014 A1
20140309506 Lamego et al. Oct 2014 A1
20140316217 Purdon et al. Oct 2014 A1
20140316218 Purdon et al. Oct 2014 A1
20140316228 Blank et al. Oct 2014 A1
20140323825 Al-Ali et al. Oct 2014 A1
20140323897 Brown et al. Oct 2014 A1
20140323898 Purdon et al. Oct 2014 A1
20140330092 Al-Ali et al. Nov 2014 A1
20140330098 Merritt et al. Nov 2014 A1
20140330099 Al-Ali et al. Nov 2014 A1
20140333440 Kiani Nov 2014 A1
20140336481 Shakespeare et al. Nov 2014 A1
20140343436 Kiani Nov 2014 A1
20150005600 Blank et al. Jan 2015 A1
20150011907 Purdon et al. Jan 2015 A1
20150018650 Al-Ali et al. Jan 2015 A1
20150073241 Lamego Mar 2015 A1
20150080754 Purdon et al. Mar 2015 A1
20150099950 Al-Ali et al. Apr 2015 A1
20160196388 Lamego Jul 2016 A1
20160367173 Dalvi et al. Dec 2016 A1
20170024748 Haider Jan 2017 A1
20170042488 Muhsin Feb 2017 A1
20170173632 Al-Ali Jun 2017 A1
20170251974 Shreim et al. Sep 2017 A1
20170311891 Kiani et al. Nov 2017 A1
20180103874 Lee et al. Apr 2018 A1
20180242926 Muhsin et al. Aug 2018 A1
20180247353 Al-Ali et al. Aug 2018 A1
20180247712 Muhsin et al. Aug 2018 A1
20180256087 Al-Ali et al. Sep 2018 A1
20180300919 Muhsin et al. Oct 2018 A1
20180310822 Indorf et al. Nov 2018 A1
20180310823 Al-Ali et al. Nov 2018 A1
20180317826 Muhsin et al. Nov 2018 A1
20190015023 Monfre Jan 2019 A1
20190117070 Muhsin et al. Apr 2019 A1
20190200941 Chandran et al. Jul 2019 A1
20190239787 Pauley et al. Aug 2019 A1
20190320906 Olsen Oct 2019 A1
20190374139 Kiani et al. Dec 2019 A1
20190374173 Kiani et al. Dec 2019 A1
20190374713 Kiani et al. Dec 2019 A1
20200060869 Telfort et al. Feb 2020 A1
20200111552 Ahmed Apr 2020 A1
20200113435 Muhsin Apr 2020 A1
20200113488 Al-Ali et al. Apr 2020 A1
20200113496 Scruggs et al. Apr 2020 A1
20200113497 Triman et al. Apr 2020 A1
20200113520 Abdul-Hafiz et al. Apr 2020 A1
20200138288 Al-Ali et al. May 2020 A1
20200138368 Kiani et al. May 2020 A1
20200163597 Dalvi et al. May 2020 A1
20200196877 Vo et al. Jun 2020 A1
20200253474 Muhsin et al. Aug 2020 A1
20200253544 Belur Nagaraj et al. Aug 2020 A1
20200275841 Telfort et al. Sep 2020 A1
20200288983 Telfort et al. Sep 2020 A1
20200321793 Al-Ali et al. Oct 2020 A1
20200329983 Al-Ali et al. Oct 2020 A1
20200329984 Al-Ali et al. Oct 2020 A1
20200329993 Al-Ali et al. Oct 2020 A1
20200330037 Al-Ali et al. Oct 2020 A1
Non-Patent Literature Citations (1)
Entry
US 8,845,543 B2, 09/2014, Diab et al. (withdrawn)
Related Publications (1)
Number Date Country
20190307377 A1 Oct 2019 US
Provisional Applications (2)
Number Date Country
61703688 Sep 2012 US
61547001 Oct 2011 US
Continuations (2)
Number Date Country
Parent 15795007 Oct 2017 US
Child 16387352 US
Parent 13791633 Mar 2013 US
Child 15795007 US
Continuation in Parts (1)
Number Date Country
Parent 13650730 Oct 2012 US
Child 13791633 US