Optical-based physiological monitoring system

Information

  • Patent Grant
  • 11103143
  • Patent Number
    11,103,143
  • Date Filed
    Thursday, July 25, 2019
    4 years ago
  • Date Issued
    Tuesday, August 31, 2021
    2 years ago
Abstract
A non-invasive, optical-based physiological monitoring system is disclosed. In an embodiment, the non-invasive, optical-based physiological monitoring system comprises an emitter configured to emit light into a tissue site of a living patient; a detector configured to detect the emitted light after attenuation by the tissue site and output a sensor signal responsive to the detected light; and a processor configured to determine, based on the sensor signal, a first physiological parameter indicative of a level of pain of the patient.
Description
BACKGROUND

Generation and analysis of an electroencephalogram (EEG) is a widely accepted noninvasive procedure for diagnosing a person's neurological system. For example, an EEG can reflect changes in a brain's cellular function due to insufficient oxygen or drugs, to name a few. An EEG system consists of a bio-potential sensor and corresponding monitor to process, analyze and display an EEG signal and corresponding neurological parameters. A bio-potential sensor responds to the electrical potential difference between at least two well-spaced electrodes, using a separate ground electrode. The biopotential monitor typically displays the EEG waveform and a numerical index that reflects changes in the EEG bandwidth and power.


Generation and analysis of a photoplethysmograph is a widely accepted noninvasive procedure for diagnosing a person's cardiovascular system. For example, a photoplethysmograph can yield the oxygen saturation level of arterial blood, an indicator of a person's oxygen supply. A pulse oximetry system consists of an optical sensor applied to a fleshy tissue site, such as a fingertip, and a corresponding pulse oximetry monitor (pulse oximeter). Using multiple wavelength light emitting diodes and a corresponding detector, the optical sensor measures the light absorption of the pulsatile blood at the tissue site. In particular, the optical sensor is responsive to the instantaneous blood volume as well as the blood constituency. Accordingly, the pulse oximeter typically displays a numerical readout of a person's oxygen saturation and pulse rate along with an audible indication of the person's pulse. The photoplethysmograph waveform may also be displayed.


Conventional pulse oximetry assumes that arterial blood is the only pulsatile blood flow in the measurement site. During patient motion, venous blood also moves, which causes errors in conventional pulse oximetry. Advanced pulse oximetry processes the venous blood signal so as to report true arterial oxygen saturation and pulse rate under conditions of patient movement. Advanced pulse oximetry also functions under conditions of low perfusion (small signal amplitude), intense ambient light (artificial or sunlight) and electrosurgical instrument interference, which are scenarios where conventional pulse oximetry tends to fail.


Advanced pulse oximetry is described in at least U.S. Pat. Nos. 6,770,028; 6,658,276; 6,157,850; 6,002,952; 5,769,785 and 5,758,644, which are assigned to Masimo Corporation (“Masimo”) of Irvine, Calif. and are incorporated by reference herein. Corresponding low noise optical sensors are disclosed in at least U.S. Pat. Nos. 6,985,764; 6,813,511; 6,792,300; 6,256,523; 6,088,607; 5,782,757 and 5,638,818, which are also assigned to Masimo and are also incorporated by reference herein. Advanced pulse oximetry systems including Masimo SET® low noise optical sensors and read through motion pulse oximetry monitors for measuring SpO2, pulse rate (PR) and perfusion index (PI) are available from Masimo. Optical sensors include any of Masimo LNOP®, LNCS®, SofTouch™ and Blue™ adhesive or reusable sensors. Pulse oximetry monitors include any of Masimo Rad8®, Rad5®, Rad®-5v or SatShare® monitors.


Advanced blood parameter measurement systems are described in at least U.S. Pat. No. 7,647,083, filed Mar. 1, 2006, titled Multiple Wavelength Sensor Equalization; U.S. Pat. No. 7,729,733, filed Mar. 1, 2006, titled Configurable Physiological Measurement System; U.S. Pat. Pub. No. 2006/0211925, filed Mar. 1, 2006, titled Physiological Parameter Confidence Measure and U.S. Pat. Pub. No. 2006/0238358, filed Mar. 1, 2006, titled Noninvasive Multi-Parameter Patient Monitor, all assigned to Masimo Laboratories, Irvine, Calif. (Masimo Labs) and all incorporated by reference herein. Advanced blood parameter measurement systems include Masimo Rainbow® SET, which provides measurements in addition to SpO2, such as total hemoglobin (SpHb™), oxygen content (SpOC™) methemoglobin (SpMete), carboxyhemoglobin (SpCO®) and PVI®. Advanced blood parameter sensors include Masimo Rainbow® adhesive, ReSposable™ and reusable sensors. Advanced blood parameter monitors include Masimo Radical-7™, Rad87™ and Rad57™ monitors, all available from Masimo. Such advanced pulse oximeters, low noise sensors and advanced blood parameter systems have gained rapid acceptance in a wide variety of medical applications, including surgical wards, intensive care and neonatal units, general wards, home care, physical training, and virtually all types of monitoring scenarios.


SUMMARY

Depth of consciousness (DOC) is an important physiological assessment during the administration of anesthesia and analgesia drugs. For example, an overdose of anesthesia risks physical impairment or death. An underdose of anesthesia risks “surgical awareness.” A DOC index is typically derived by an EEG sensor measurement of electrical activity in the cerebral cortex. Advantageously, the measurement of various cardio-vascular system and respiratory system responses can substitute for or supplement typical central nervous system measures of consciousness, providing improved resolution and accuracy. For example, cardiovascular system and respiratory system parameters responsive to consciousness may include perfusion index (PI), plethysmograph variability index (PVI), heart rate (HR), blood pressure (BP) and respiration rate (RR), to name a few.


Level of pain (LOP) is also an important physiological assessment during anesthesia and analgesia. A LOP index is an advantageous quantization of pain that allows proper dosing of administered drugs. Advantageously, a LOP index may also be derived from various cardiovascular system and respiratory system parameters, such as those cited above.


Although dissimilar physiological phenomena, there is an important relationship between consciousness and pain for anesthesia and analgesia applications. During anesthesia, it is desirable to ensure that pain is eliminated during apparent unconsciousness. During analgesia, it is desirable for pain to be diminished or eliminated without impinging on consciousness. Accordingly, parameters useful in conjunction with consciousness assessment may be useful in conjunction with pain assessment and vice-a-versa.


A pharmacological management system advantageously provides sensors and processors to measure and analyze both DOC and LOP. Accordingly, a pharmacological management system advantageously senses and analyzes both consciousness and pain related physiological signals so as to generate multidimensional parameters or indexes indicative of both physiological processes.


One aspect of a pharmacological management system comprises sensors, a pharmacological status monitor and a drug administrator. The sensors attach to the patient so as to generate corresponding sensor signals. The pharmacological status monitor is responsive to the sensor signals so as to generate an output indicative of the drug-induced effects of the pharmacological agent on the patient. Further, the monitor output is fed-back to the drug administrator so as to regulate administration of the agent for a desired effect.


In various embodiments, the monitor comprises a hematological processor responsive to an optical sensor signal and a neurological processor responsive to a bio-potential sensor. The hematological processor has a photoplethysmograph input and provides a level of pain output to the pharmacological status monitor. The neurological processor has an EEG input and provides a depth of consciousness output to the pharmacological status monitor. The pharmacological status monitor generates a control output to a drug-infusion pump. The level of pain output is a perfusion index. The pharmacological status monitor generates a combined index related to both depth of consciousness and level of pain.


Another aspect of a pharmacological management system is inputting sensor signals derived from a patient and calculating physiological parameters accordingly. The sensor signals provide measurements of physiological systems. Physiological parameters are calculated from the sensor signals. The parameters are operated on to generate monitor outputs, which are indicative of levels of both consciousness and pain.


In various embodiments, a first sensor signal is utilized to generate a consciousness index and a second sensor signal is utilized to generate a perfusion index. Cues are displayed to indicate a patient with a stable or unstable physiological condition. Outputs control drug-infusion equipment or medical gas ventilation equipment. Patient wellness is diagnosed.


A further aspect of a pharmacological management system measures physiological parameters derived from at least some of a patient's central nervous system, respiratory system and cardio-vascular system so as to assess level of pain and depth of consciousness during the administration of anesthetic and analgesic agents. The pharmacological management system comprises sensors in communications with a patient so as to generate sensor signals and a monitor front-end in communications with the sensor signals so as to generate digitized sensor signals. A signal processor is in communications with the front-end so as to generate physiological parameters. The signal processor derives an electrical-based depth of consciousness (DOC) indicator from an electrical one of the sensors in communications with the patient's central nervous system and a pleth-based level of pain (LOP) indicator from an optical one of the sensors in communications with the patient's cardio-vascular system. An instrument manager generates a monitor output in response to a combination of the DOC indicator and the LOP indicator.


In various embodiments, a drug administrator administers a pharmacological agent to the patient and is responsive to the monitor output. The LOP indicator is responsive to a perfusion index (PI) parameter or a plethysmograph variability index (PVI) parameter. The monitor output comprises an electronic signal to the drug administrator that affects the dose of pharmacological agent. The monitor output also comprises a combined display of LOP and DOC.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 is a general block diagram of pharmacological management system;



FIG. 2 is a block diagram of a pharmacological management system embodiment responsive to electrical and optical sensors so as to measure consciousness and pain;



FIG. 3 illustrates a pharmacological management system configured for anesthesia applications;



FIG. 4 illustrates a pharmacological management system configured for analgesia applications;



FIGS. 5A-B are illustrations of combination sensor embodiments for measuring both consciousness and pain;



FIG. 6 is a detailed block diagram of a pharmacological management system embodiment;



FIGS. 7A-E are illustrations of a pharmacological status monitor embodiment responsive to various sensors; and



FIG. 8 is an illustration of a multi-sensor embodiment for measuring level of pain and depth of consciousness.





DETAILED DESCRIPTION


FIG. 1 generally illustrates a pharmacological management system 100 having a drug administrator 110 that provides a pharmacological agent 114 to a patient 10 and a pharmacological status monitor 120 responsive to corresponding drug-induced effects 20. Pharmacological agents 114 may be, as examples, anesthesia or analgesia drugs. For anesthesia applications, the desired effect 20 may be general anesthesia or various levels of sedation. The drug administrator 110 may vary from a healthcare provider manually administering drugs to an automatic or semi-automatic machine such as a drug infusion device or medical gas inhalation device. The drug administrator may be responsive to external controls 112, such as manual inputs or electronic signals.


As shown in FIG. 1, drug-induced effects 20 in the patient 10 may include hypnosis 21, analgesia 23, amnesia 25, paralysis 27 and reflex suppression 29. Hypnosis 21 produces unconsciousness; analgesia 23 blocks the conscious sensation of pain; amnesia 25 prevents memory formation; paralysis 27 prevents unwanted movement or muscle tone; and reflex suppression 29 prevents exaggerated autonomic reflexes. For general anesthesia, some or all of these drug-induced effects 20 may be the goal. For low-level sedation, the goal may be to achieve some effects 20 while suppressing others. For pain reduction, analgesia 23 is the goal along with minimization of other drug-induced effects 20.


Also shown in FIG. 1, the pharmacological management system 100 advantageously assists healthcare providers to achieve the above-stated goals, among others. Sensors (not shown) attached to the patient 10 provide biological signals 122 to the pharmacological status monitor 120. The monitor 120 processes these signals 122 and generates outputs 124 indicative of the effects 20 of administered pharmacological agents 114. The outputs 124 may be displays, alarms, controls or indicators, for example. The outputs 124 may also provide manual or automatic feedback 126 to the drug administrator 110 so as to regulate administration of the agent 114 for the desired effects 20.



FIG. 2 illustrates a pharmacological management system 200 having sensors 201 in communications with a patient 10. The sensors 201 generate sensor waveforms 202 to corresponding monitors 203. The monitors 203 process the waveforms 202 so as to calculate parameters that alone or in combination are indicative of the pharmacological status of the patient 10. In one embodiment, sensors 201 include an electrical (biopotential) sensor 210 placed proximate the head so as to generate an EEG waveform 212 and an optical sensor 220 placed on a fleshy tissue site so as to generate a photoplethysmograph 214.


A neurological monitor 230 processes the EEG waveform 212 to generate a first parameter 232 related to depth of consciousness (DOC). In an embodiment, the first parameter 232 is a dimensionless index that reflects the level of activity of the cerebral cortex. In a particular embodiment, the first parameter 232 is a Bispectral Index™ (BIS) proprietary to Aspect Medical Systems, Inc., Norwood, Mass. (“Aspect”), and the neurological processor 230 is a BIS module also proprietary to Aspect. In another particular embodiment, the first parameter 232 is a Patient State Index™ (PSI) proprietary to Hospira, Inc., Lake Forest, Ill. (“Hospira”), and the neurological processor 230 is a SEDLine monitor or module, also proprietary to Hospira.


A hematological monitor 240 processes the photoplethysmograph (pleth) waveform 214 to generate at least one second parameter 242. In an embodiment, the second parameter is a level of pain (LOP) index. In an embodiment, the second parameter is a pleth-based DOC index providing improved resolution and accuracy in determining DOC compared to only an EEG-based DOC index. In an embodiment, the second parameter 242 is a Perfusion Index (PI) or a Plethysmograph Variability Index (PVI) proprietary to Masimo Corporation, Irvine, Calif. (“Masimo”) or both, and the hematological processor 240 is any of various monitors or modules available from Masimo, such as described above. PI may change dramatically in response to sympathetic changes in vasoconstriction or vasodilation of peripheral vessels reflective of consciousness or pain. PI comprises a relative indication of pulse strength at a monitoring site. For example, PI may be defined as the ratio of a pleth AC value to its DC value, or the percentage of pulsatile signal to non-pulsatile signal. PVI is described in U.S. patent application Ser. No. 11/952,940 filed Dec. 7, 2007 titled Plethysmograph Variability Index, assigned to Masimo and incorporated by reference herein.


As shown in FIG. 2, in an embodiment the electrical sensor 210 is any of various EEG sensors having multiple biopotential electrodes for placement across various head sites for detection of electrical signals originating in the brain. In an embodiment, the optical sensor 220 is any of various blood parameter sensors having LED emitters and at least one photodiode detector for placement at various fleshy tissue sites for detection of pulsatile blood flow and in particular the measurement of optical properties thereof, such as absorption, reflection, transmission and transflectance to name a few. In an embodiment, the optical sensor 220 is any of various optical sensors available from Masimo, such as described above.


Further shown in FIG. 2, in an embodiment, and optical sensor may comprise a combination or multi-sensor 250 that provides both EEG and photoplethysmograph waveforms, such as described with respect to FIGS. 5 and 8, below. In an embodiment, the hematological and neurological monitors may comprise a combination or multi-parameter monitor 260 having hematological and neurological processing plug-ins, modules or similar technology, such as described with respect to FIGS. 6 and 7, below.



FIG. 3 illustrates a pharmacological management system 300 configured for anesthesia applications having a sensor 301 attached to a patient 10, a pharmacological status monitor 303 and a sensor cable 302 providing sensor signal communications between the sensor 301 and the monitor 303. In an embodiment, the sensor 301 provides multiple physiological signals to the monitor 303, which derives at least two different measures of consciousness or at least a measurement of consciousness and a measurement of pain. In an embodiment, these physiological signals are EEG and photoplethysmograph signals. In an embodiment, the monitor 303 calculates both a DOC index and PI from the EEG and plethysmograph signals and displays these parameters on the monitor display 305 accordingly.


As shown in FIG. 3, in a mixed display embodiment 310 a DOC parameter is displayed numerically adjacent a LOP parameter displayed as a color. For example, the DOC parameter may be an index, such as BIS, displayed as a dimensionless number. The LOP parameter may be, for example, PI, displayed as a green, yellow or red indicator depending on a preset range of high, medium and low PI values. The low PI value range being set so as to indicate the occurrence of significant vasoconstriction in response to pain or measurable vasodilation in response to increasing depth of consciousness. In a numerical display embodiment 320, DOC and LOP are displayed as proximately located numerical readouts, such as a DOC index and a perfusion index (PI). In a graphical display embodiment 330, DOC and LOP are separately indicated as trends, such as a DOC index trend and a PI trend. The monitor may also calculate a combined index related to consciousness or pain or both. Other individual or combined parameter displays include any of various readouts, graphs, charts or indicators in any of various single or multiple colors. The above monitoring and display embodiments advantageously assist an anesthesiologist or other administrator of drugs to titrate anesthesia based upon either multiple indicators of DOC or on indicators of DOC and LOP. This dual monitoring of pain and consciousness during administration of anesthesia drugs advantageously increases monitor responsivity to under or over dosing of anesthesia.



FIG. 4 illustrates a pharmacological management system 400 configured for analgesia applications, such as patient controlled analgesia (PCA). In particular, the pharmacological management system 400 has a sensor 401 attached to a patient 10, a pharmacological status monitor 403 and a sensor cable 402 providing sensor signal communications between the sensor 401 and the monitor 403. Further, the monitor 403 generates control signals via a control cable 407 to the drug-infusion pump 420. The drug-infusion pump 420 administers drugs to the patient 10 via a tube 422 and an IV 424. A patient-actuated controller (not shown) generates drug administration requests to the drug-infusion pump 420 via cable or wireless communications. In this manner, the pump 420 responds to patient perceived pain levels. In particular, the patient 10 actuates the controller, such as via a button press, so as to signal the drug-infusion pump 420 to administer a measured analgesia dose. The pump 420 enables or pauses patient-controlled dosing according to monitor 403 signals transmitted via the control cable 407. These control signals are responsive to monitor calculated DOC and LOP related parameters. Further, these parameters are displayed on a monitor screen 405, such as described with respect to FIG. 3, above.


The sensor 401 provides physiological signals to the monitor 403 related to depth of consciousness (DOC) or level of pain (LOP). In an embodiment, these physiological signals are EEG and photoplethysmograph signals. The monitor 403 calculates DOC, LOP or a combination consciousness and pain parameters from the EEG and plethysmograph signals and processes those parameters to generate control outputs 407 to the drug-infusion pump 420. In this manner, the administration of analgesia is controlled not only according to the patient's perceived pain level, but also according to a physiologically indicated pain level and to avoid consciousness impairment. In a particular embodiment, LOP is indicated by a perfusion index (PI), as described above, and PCA is paused or enabled according to a rising or falling PI, respectively, or according to a DOC index, or both.



FIGS. 5A-B illustrate combination sensors, which provide inputs to a pharmacological status monitor having both hematological and neurological signal processors, such as described with respect to FIG. 2, above. FIG. 5A illustrates a combination sensor 500 applied to the forehead and temple areas of a person. The sensor 500 includes an electrical or more specifically a biopotential sensor 510 and an optical sensor 520. A patient cable 530 connects the sensor to one or more monitoring devices (not shown), such as described with respect to FIGS. 7A-E, below. The biopotential sensor 510 may be an EEG sensor for depth of consciousness monitoring, as described above. The optical sensor 520 may be a pulse oximetry reflectance sensor for consciousness or pain monitoring via perfusion index (PI) or other blood parameter, also as described above. The patient cable 530 may connect near the person's temple, as shown, or as an alternative near the person's forehead. The biopotential sensor 510 and optical sensor 520 may share a common connector 540 or each sensor may have a dedicated patient cable connector. Combination EEG and pulse oximetry sensors are described in U.S. Pat. No. 6,934,570, issued Aug. 23, 2005, titled Physiological Sensor Combination and incorporated by reference herein.



FIG. 5B illustrates a combination sensor 501 applied to the forehead, temple and ear concha areas of a person. In one embodiment, the sensor 501 includes a biopotential sensor 511, an optical sensor 521 and a cable 531 that connects the sensor 501 to one or more monitoring devices (not shown). The biopotential sensor 511 may be an EEG sensor for depth of consciousness monitoring, as described above. The optical sensor 521 may be a pulse oximetry transmissive sensor for level of pain monitoring via perfusion index (PI) or other blood parameter, also as described above. In a particular embodiment, the optical sensor 521 is a “Y”-clip ear sensor that flexes so as to slide over the ear periphery and onto either side of the concha. An emitter and detector located at opposite clip ends can then transmit multiple wavelength light into the concha tissue and detect that light after attenuation by pulsatile blood flow within the concha tissue. Optical ear sensors are described in U.S. Provisional Patent App. No. 61/152,964, filed Feb. 16, 2009, titled Ear Sensor and incorporated by reference herein.



FIG. 6 illustrates a pharmacological management system 600 embodiment having multiple sensors 610 in communication with a pharmacological status monitor 630. The sensors 610 are responsive to various physiological systems 601 so as to generate various sensor signals 603. A pharmacological status monitor 630 derives physiological parameters 605 from the sensor signals 603 and operates on the parameters 605 to generate monitor outputs 609. The measured physiological systems 601 include one or more of the central nervous system, including the brain; the respiratory system, including the lungs; and the cardio-vascular system, including the heart and arteries. The sensors 610 may include electrical sensors 612, 616, such as bio-potential sensors that generate EEG 622 and ECG 626 signals in response to brain or heart activity, respectively. The sensors 610 may also include mechanical, acoustical, temperature or humidity sensors 614, to name a few, that directly or indirectly measure the inspired or expired air flow 624 from the lungs. Sensors 610 include mechanical sensors 618 that measure arterial blood pressure 628. Sensors 610 further include optical sensors 619 that measure arterial blood flow or volume 629, according to instantaneous light absorption.


Also shown in FIG. 6, parameters 605 are any derived measurements indicative of consciousness or pain or both. Parameters 605 may include a consciousness index 652 derived from an EEG signal 622, such as described with respect to FIG. 2, above. Parameters 605 may also include a perfusion index (PI) 659 indicative of pain and derived from a photoplethysmograph signal 629, also described with respect to FIG. 2, above. Other pain indicative parameters may include respiration rate (RR) 654 derived from a respiratory air flow signal 624; heart rate (HR) 656, 658, 659 derived from an ECG 626, cuff plethysmograph 628 or photoplethysmograph 629; and blood pressure (BP) 658 derived from a pressure plethysmograph 628.


In addition, FIG. 6 shows outputs 609 including displays 662, alarms 664, controls 666 and diagnostics 668. Alarms 664 may be, for example, audible or visual alerts warning of critical conditions that need immediate attention. Controls 666 may be any of various electrical or electronic, wired or wireless or mechanical outputs, to name a few, capable of interfacing with and affecting another device. As examples, controls 666 may interface with drug-infusion equipment or medical gas ventilation equipment, as described above. Diagnostics, including wellness indices, may be audible or visual cues indicating a patient with a stable or unstable physiological condition. Visual cues may be any of various digital readouts, bar graphs, trend graphs, color indicators and the like. Audible cues may be any of various sounds or tones, whether intermittent or continuous or constant or varying in volume.


As shown in FIG. 6, the monitor 630 has a sensor front end 640, one or more digital signal processors (DSP) 650 and one or more instrument managers 660. In an embodiment, the sensor front end 640 may have one or more of various preamps, signal conditioning and analog-to-digital conversion (ADC) that amplify, filter and digitize the sensor signals 603 so as to output digital data channels 642 to a DSP 650. In an embodiment, the DSP 650 comprises a processing device, such as one based on the Super Harvard ARChitecture (“SHARC”) commercially available from Analog Devices or any other of a wide variety of data and/or signal processors capable of executing programs for determining physiological parameters from input data. In particular, the DSP 650 includes program instructions capable of receiving multiple channels of data 642 from the sensor front end 640, each channel of which relates to one or more sensor signals 603.


Also shown in FIG. 6, the instrument manager 660 may comprise one or more microcontrollers controlling system management, including, for example, translation and communications of calculated parameter data 605 to various outputs 609. The instrument manager 660 may also act as a watchdog circuit by, for example, monitoring and controlling the activity of the DSP 650.



FIG. 7A-E illustrate a pharmacological status monitor 700 embodiment capable of inputting signals from a wide range of sensors and of deriving a wide range of physiological parameters therefrom including DOC and LOP parameters, such as BIS and PI described with respect to FIG. 2, above, and others described with respect to FIG. 6, above. The pharmacological status monitor 700 has a docking station 710 including a display 712, a removable shuttle 720, a removable handheld 730 and a combination of plug-in modules 740. The docking station 710 has a shuttle port 714 that allows the shuttle station 720 to dock. The shuttle station 720 has a handheld port 732 that allows the handheld monitor 730 to dock. Accordingly, the modular patient monitor 700 has three-in-one functionality including a handheld 730, a handheld 730 docked into a shuttle station 720 as a handheld/shuttle combination and a handheld/shuttle docked into a docking station 710. When docked, the three modules of handheld 730, shuttle 720 and docking station 710 function as one unit. The handheld 730 docked into the shuttle module 720 functions independently of the docking station 710 and expands the handheld parameter capability to the ability to measure all parameters available to the shuttle 720. The docking station 710, in turn, provides the shuttle 720 or handheld/shuttle combination with a large color display 712 and trim knob control 714 in addition to a power supply/communications module 750 having ports for wireless and hardwired communications, Internet access and printers. In an embodiment, the handheld monitor 730 incorporates blood parameter measurement technologies including SpO2, PI, HbCO, HbMet, and Hbt, and the shuttle station 720 incorporates non-blood parameters, such as intelligent cuff inflation (101) for blood pressure measurements, acoustic respiration rate (ARR), ECG and EEG to name a few. A multi-parameter monitor is described in U.S. patent Ser. No. 11/903,746, filed Sep. 24, 2007, titled Modular Patient Monitor and incorporated by reference herein.



FIG. 8 illustrates an integrated multi-sensor 800 advantageously configured to provide multiple physiological parameter measurements to a pharmacological status monitor 700 (FIGS. 7A-E) via a single connector and interconnected patient cable (not shown). This eliminates the difficulties of a large number of cables and cumbersome connectors when multiple sensors are placed on various areas of a person. In particular, the multi-sensor 800 has a connector 810 in communications with a trunk 820, which fans out to multiple branches 830, each of which terminates in a sensor 840, 850, 860, 870, 880. In an embodiment, the multi-sensor allows measurement of perfusion index (PI) via a pulse oximetry sensor 880 placed on a finger; skin temperature via a thermistor 870 located under an arm; heart rate (HR) via an ECG sensor 860 placed on the chest area; respiration rate (RR) via an acoustic sensor 850 located on the neck to detect airway sounds; and a consciousness index via an EEG sensor 840 placed on the head area.


In other embodiments, other multiple parameter sensors provide sensor inputs to a pharmacological status monitor. A sensor providing both optical and acoustic inputs for blood parameters and acoustic parameters, such as discussed above, in addition to cerebral oximetry, oxygen supply and metabolism among other parameters is described in U.S. Provisional Patent App. No. 61/350,673 titled Opticoustic Sensor filed Jun. 2, 2010, assigned to Masimo and incorporated by reference herein. In particular, the cerebral parameters measured by the opticoustic sensor disclosed therein may provide further indications of LOP and DOC.


A pharmacological management system has been disclosed in detail in connection with various embodiments. These embodiments are disclosed by way of examples only and are not to limit the scope of the claims that follow. One of ordinary skill in the art will appreciate many variations and modifications.

Claims
  • 1. A physiological monitoring system comprising: one or more processors configured to: receive, from a non-invasive optical sensor, a first sensor signal responsive to physiological characteristics of a patient;receive, from a bio-potential sensor, a second sensor signal responsive to physiological characteristics of the patient;receive, from an additional sensor, at least a third sensor signal;determine, based on the first sensor signal, a first physiological parameter indicative of a level of pain of the patient;determine, based on the second sensor signal, a second physiological parameter indicative of a depth of consciousness of the patient;determine, based on at least one of the first sensor signal, the second sensor signal, or the third sensor signal, one or more additional physiological parameters indicative of at least one of the level of pain of the patient or the depth of consciousness of the patient, wherein the one or more additional physiological parameters include at least one of: an ECG, a respiration rate, a respiratory air flow, a heart rate, or a blood pressure; anddetermine, based on the first physiological parameter, the second physiological parameter, and the one or more additional physiological parameters, a combined index indicative of both the level of pain and the depth of consciousness of the patient.
  • 2. The physiological monitoring system of claim 1, wherein the first physiological parameter comprises a perfusion index.
  • 3. The physiological monitoring system of claim 2, wherein the second physiological parameter comprises an EEG.
  • 4. The physiological monitoring system of claim 3, wherein the combined index is further determined based on an ECG of the patient.
  • 5. The physiological monitoring system of claim 4, wherein the ECG is further indicative of the level of pain of the patient.
  • 6. The physiological monitoring system of claim 5, wherein the one or more processors are further configured to: determine, based on the first physiological parameter and the ECG of the patient, a combined indication of the level of pain of the patient.
  • 7. The physiological monitoring system of claim 1, wherein the non-invasive optical sensor, the bio-potential sensor, and the additional sensor are in communication with a monitor via a single cable.
  • 8. The physiological monitoring system of claim 7 further comprising: the non-invasive optical sensor comprising: an emitter configured to emit light into tissue of the patient; anda detector configured to detect the emitted light after attenuation by the tissue and output the first sensor signal responsive to the detected light;the bio-potential sensor configured to be attached to the patient and configured to output at least the second sensor signal; andthe additional sensor configured to be attached to the patient and configured to output at least the third sensor signal.
  • 9. The physiological monitoring system of claim 1, wherein the one or more processors are further configured to: output feedback to a drug administrator configured to provide a pharmacological agent to the patient, wherein the feedback is outputted to the drug administrator so as to regulate administration of the pharmacological agent for a desired effect, wherein the feedback includes the combined index indicative of both the level of pain and the depth of consciousness of the patient.
  • 10. The physiological monitoring system of claim 1, wherein the one or more processors are further configured to: provide a control output to at least one of drug-infusion equipment or medical gas ventilation equipment based at least in part on the combined index indicative of both the level of pain and the depth of consciousness of the patient.
  • 11. The physiological monitoring system of claim 1, wherein the one or more processors are further configured to: generate a displayable output including a visual indication of the combined index indicative of both the level of pain and the depth of consciousness of the patient.
  • 12. The physiological monitoring system of claim 11, wherein the visual indication comprises at least one of a number, a color, or a graph.
CROSS-REFERENCE TO RELATED APPLICATIONS

This application is a continuation of U.S. patent application Ser. No. 15/802,172, filed Nov. 2, 2017, and titled “Optical-Based Physiological Monitoring System,” which is a continuation of U.S. patent application Ser. No. 15/347,190, filed Nov. 9, 2016, and titled “Optical-Based Physiological Monitoring System,” which is a continuation of U.S. patent application Ser. No. 14/479,083, filed Sep. 5, 2014, and titled “Optical-Based Physiological Monitoring System,” which is a continuation of U.S. patent application Ser. No. 12/885,430, filed Sep. 17, 2010, and titled “Pharmacological Management System,” which claims priority benefit under 35 U.S.C. § 119(e) to U.S. Provisional Patent Application No. 61/243,161, filed Sep. 17, 2009, and titled “Pharmacological Management System.” The entire disclosure of each of the above items is hereby made part of this specification as if set forth fully herein and incorporated by reference for all purposes, for all that it contains. Any and all applications for which a foreign or domestic priority claim is identified in the Application Data Sheet as filed with the present application are hereby incorporated by reference under 37 CFR 1.57.

US Referenced Citations (945)
Number Name Date Kind
4421122 Duffy Dec 1983 A
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
5286252 Tuttle et al. Feb 1994 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
D361840 Savage et al. Aug 1995 S
5441528 Chang Aug 1995 A
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
5544661 Davis Aug 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
5685299 Diab et al. Nov 1997 A
5694939 Cowings Dec 1997 A
D393830 Tobler et al. Apr 1998 S
5743262 Lepper, Jr. et al. Apr 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
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
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
6011986 Diab et al. Jan 2000 A
6018682 Rise Jan 2000 A
6027452 Flaherty et al. Feb 2000 A
6036642 Diab et al. Mar 2000 A
6045509 Caro et al. Apr 2000 A
6047203 Sackner et al. Apr 2000 A
6067462 Diab et al. May 2000 A
6081735 Diab et al. Jun 2000 A
6088607 Diab et al. Jul 2000 A
6110522 Lepper, Jr. et al. Aug 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
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
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
6430437 Marro Aug 2002 B1
6430525 Weber et al. Aug 2002 B1
6463311 Diab Oct 2002 B1
6470199 Kopotic et al. Oct 2002 B1
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
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
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
6631291 Viertïo-Oja et al. Oct 2003 B2
6632181 Flaherty et al. Oct 2003 B2
6639668 Trepagnier Oct 2003 B1
6640116 Diab 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
6745060 Diab et al. Jun 2004 B2
6760607 Al-Ali Jul 2004 B2
6768920 Lange et al. Jul 2004 B2
6770028 Ali et al. Aug 2004 B1
6771994 Kiani et al. Aug 2004 B2
6792300 Diab et al. Sep 2004 B1
6807965 Hickle Oct 2004 B1
6813511 Diab et al. 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
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
6961598 Diab Nov 2005 B2
6970792 Diab Nov 2005 B1
6979812 Al-Ali Dec 2005 B2
6985764 Mason et al. Jan 2006 B2
6993371 Kiani et al. Jan 2006 B2
6996427 Ali 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
7048687 Reuss et al. May 2006 B1
7067893 Mills et al. Jun 2006 B2
7089927 John et al. Aug 2006 B2
7096052 Mason et al. Aug 2006 B2
7096054 Abdul-Hafiz et al. Aug 2006 B2
7132641 Schulz et al. Nov 2006 B2
7142901 Kiani et al. Nov 2006 B2
7146211 Frei et al. Dec 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
7277758 DiLorenzo Oct 2007 B2
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
7299088 Thakor Nov 2007 B1
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
7373198 Bibian 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
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
7526328 Diab et al. Apr 2009 B2
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
7596398 Al-Ali et al. Sep 2009 B2
7618375 Flaherty Nov 2009 B2
D606659 Kiani et al. Dec 2009 S
7647083 Al-Ali et al. Jan 2010 B2
D609193 Al-Ali et al. Feb 2010 S
D614305 Al-Ali et al. Apr 2010 S
RE41317 Parker May 2010 E
7715919 Osorio et al. May 2010 B2
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
7783343 Särkelä et al. Aug 2010 B2
7791155 Diab Sep 2010 B2
7801581 Diab Sep 2010 B2
7811279 John Oct 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
8036727 Schurman 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
8187181 Osorio 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
8204566 Schurman 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
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
8306596 Schurman et al. Nov 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
8577431 Lamego et al. Nov 2013 B2
8581732 Al-Ali et al. Nov 2013 B2
8584345 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
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
9192312 Al-Ali Nov 2015 B2
9192329 Al-Ali Nov 2015 B2
9192351 Telfort et al. Nov 2015 B1
9195385 Al-Ali et al. Nov 2015 B2
9211072 Kiani Dec 2015 B2
9211095 Al-Ali Dec 2015 B1
9218454 Kiani et al. Dec 2015 B2
9226696 Kiani Jan 2016 B2
9241662 Al-Ali et al. Jan 2016 B2
9245668 Vo et al. Jan 2016 B1
9259185 Abdul-Hafiz et al. Feb 2016 B2
9267572 Barker et al. Feb 2016 B2
9277880 Poeze et al. Mar 2016 B2
9289167 Diab et al. Mar 2016 B2
9295421 Kiani 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
9333316 Kiani May 2016 B2
9339220 Lamego et al. May 2016 B2
9341565 Lamego et al. May 2016 B2
9351673 Diab et al. May 2016 B2
9351675 Al-Ali et al. May 2016 B2
9364181 Kiani et al. Jun 2016 B2
9368671 Wojtczuk et al. Jun 2016 B2
9370325 Al-Ali et al. Jun 2016 B2
9370326 McHale et al. Jun 2016 B2
9370335 Al-ali et al. Jun 2016 B2
9375185 Ali et al. Jun 2016 B2
9386953 Al-Ali Jul 2016 B2
9386961 Al-Ali et al. Jul 2016 B2
9392945 Al-Ali et al. Jul 2016 B2
9397448 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
9466919 Kiani et al. Oct 2016 B2
9474474 Lamego et al. Oct 2016 B2
9480422 Al-Ali Nov 2016 B2
9480435 Olsen Nov 2016 B2
9492110 Al-Ali et al. Nov 2016 B2
9510779 Poeze et al. Dec 2016 B2
9517024 Kiani Dec 2016 B2
9532722 Lamego et al. Jan 2017 B2
9538949 Al-Ali et al. Jan 2017 B2
9538980 Telfort et al. Jan 2017 B2
9549696 Lamego et al. Jan 2017 B2
9554737 Schurman et al. Jan 2017 B2
9560996 Kiani Feb 2017 B2
9560998 Al-Ali et al. Feb 2017 B2
9566019 Al-Ali et al. Feb 2017 B2
9579039 Jansen et al. Feb 2017 B2
9591975 Dalvi et al. Mar 2017 B2
9622692 Lamego et al. Apr 2017 B2
9622693 Diab Apr 2017 B2
D788312 Al-Ali et al. May 2017 S
9636055 Al-Ali et al. May 2017 B2
9636056 Al-Ali May 2017 B2
9649054 Lamego et al. May 2017 B2
9662052 Al-Ali et al. May 2017 B2
9668679 Schurman et al. Jun 2017 B2
9668680 Bruinsma et al. Jun 2017 B2
9668703 Al-Ali Jun 2017 B2
9675286 Diab Jun 2017 B2
9687160 Kiani Jun 2017 B2
9693719 Al-Ali et al. Jul 2017 B2
9693737 Al-Ali Jul 2017 B2
9697928 Al-Ali et al. Jul 2017 B2
9717425 Kiani et al. Aug 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
9730640 Diab et al. Aug 2017 B2
9743887 Al-Ali et al. Aug 2017 B2
9749232 Sampath et al. Aug 2017 B2
9750442 Olsen Sep 2017 B2
9750443 Smith et al. Sep 2017 B2
9750461 Telfort Sep 2017 B1
9775545 Al-Ali et al. Oct 2017 B2
9775546 Diab et al. Oct 2017 B2
9775570 Al-Ali Oct 2017 B2
9778079 Al-Ali et al. Oct 2017 B1
9782077 Lamego et al. Oct 2017 B2
9782110 Kiani Oct 2017 B2
9787568 Lamego et al. Oct 2017 B2
9788735 Al-Ali Oct 2017 B2
9788768 Al-Ali et al. Oct 2017 B2
9795300 Al-Ali Oct 2017 B2
9795310 Al-Ali Oct 2017 B2
9795358 Telfort et al. Oct 2017 B2
9795739 Al-Ali et al. Oct 2017 B2
9801556 Kiani Oct 2017 B2
9801588 Weber et al. Oct 2017 B2
9808188 Perea et al. Nov 2017 B1
9814418 Weber et al. Nov 2017 B2
9820691 Kiani Nov 2017 B2
9833152 Kiani Dec 2017 B2
9833180 Shakespeare et al. Dec 2017 B2
9839379 Al-Ali et al. Dec 2017 B2
9839381 Weber et al. Dec 2017 B1
9847002 Kiani et al. Dec 2017 B2
9847749 Kiani et al. Dec 2017 B2
9848800 Lee et al. Dec 2017 B1
9848806 Al-Ali et al. Dec 2017 B2
9848807 Lamego Dec 2017 B2
9861298 Eckerbom et al. Jan 2018 B2
9861304 Al-Ali et al. Jan 2018 B2
9861305 Weber et al. Jan 2018 B1
9867578 Al-Ali et al. Jan 2018 B2
9872623 Al-Ali Jan 2018 B2
9876320 Coverston et al. Jan 2018 B2
9877650 Muhsin et al. Jan 2018 B2
9877686 Al-Ali et al. Jan 2018 B2
9891079 Dalvi Feb 2018 B2
9895107 Al-Ali et al. Feb 2018 B2
9913617 Al-Ali et al. Mar 2018 B2
9924893 Schurman et al. Mar 2018 B2
9924897 Abdul-Hafiz Mar 2018 B1
9936917 Poeze et al. Apr 2018 B2
9943269 Muhsin et al. Apr 2018 B2
9949676 Al-Ali Apr 2018 B2
9955937 Telfort May 2018 B2
9965946 Al-Ali May 2018 B2
9980667 Kiani et al. May 2018 B2
D820865 Muhsin et al. Jun 2018 S
9986919 Lamego et al. Jun 2018 B2
9986952 Dalvi et al. Jun 2018 B2
9989560 Poeze et al. Jun 2018 B2
9993207 Al-Ali et al. Jun 2018 B2
10007758 Al-Ali 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
10032002 Kiani et al. Jul 2018 B2
10039482 Al-Ali et al. Aug 2018 B2
10052037 Kinast et al. Aug 2018 B2
10058275 Al-Ali et al. Aug 2018 B2
10064562 Al-Ali Sep 2018 B2
10086138 Novak, Jr. Oct 2018 B1
10092200 Al-Ali et al. Oct 2018 B2
10092249 Kiani et al. Oct 2018 B2
10098550 Al-Ali et al. Oct 2018 B2
10098591 Al-Ali et al. Oct 2018 B2
10098610 Al-Ali et al. Oct 2018 B2
D833624 DeJong et al. Nov 2018 S
10123726 Al-Ali et al. Nov 2018 B2
10130289 Al-Ali et al. Nov 2018 B2
10130291 Schurman 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
10188296 Al-Ali et al. Jan 2019 B2
10188331 Al-Ali et al. Jan 2019 B1
10188348 Kiani et al. Jan 2019 B2
RE47218 Ali-Ali Feb 2019 E
RE47244 Kiani et al. Feb 2019 E
RE47249 Kiani et al. Feb 2019 E
10194847 Al-Ali Feb 2019 B2
10194848 Kiani et al. Feb 2019 B1
10201298 Al-Ali et al. Feb 2019 B2
10205272 Kiani et al. Feb 2019 B2
10205291 Scruggs et al. Feb 2019 B2
10213108 Al-Ali Feb 2019 B2
10219706 Al-Ali Mar 2019 B2
10219746 McHale et al. Mar 2019 B2
10226187 Al-Ali et al. Mar 2019 B2
10226576 Kiani Mar 2019 B2
10231657 Al-Ali et al. Mar 2019 B2
10231670 Blank et al. Mar 2019 B2
10231676 Al-Ali et al. Mar 2019 B2
RE47353 Kiani et al. Apr 2019 E
10251585 Al-Ali et al. Apr 2019 B2
10251586 Lamego Apr 2019 B2
10255994 Sampath et al. Apr 2019 B2
10258265 Poeze et al. Apr 2019 B1
10258266 Poeze et al. Apr 2019 B1
10271748 Al-Ali Apr 2019 B2
10278626 Schurman et al. May 2019 B2
10278648 Al-Ali et al. May 2019 B2
10279247 Kiani May 2019 B2
10292628 Poeze et al. May 2019 B1
10292657 Abdul-Hafiz et al. May 2019 B2
10292664 Al-Ali May 2019 B2
10299708 Poeze et al. May 2019 B1
10299709 Perea et al. May 2019 B2
10305775 Lamego et al. May 2019 B2
10307111 Muhsin et al. Jun 2019 B2
10325681 Sampath et al. Jun 2019 B2
10327337 Triman et al. Jun 2019 B2
10327713 Barker et al. Jun 2019 B2
10332630 Al-Ali Jun 2019 B2
10335033 Al-Ali Jul 2019 B2
10335068 Poeze et al. Jul 2019 B2
10335072 Al-Ali et al. Jul 2019 B2
10342470 Al-Ali et al. Jul 2019 B2
10342487 Al-Ali et al. Jul 2019 B2
10342497 Al-Ali et al. Jul 2019 B2
10398320 Kiani Sep 2019 B2
20020099409 Hui Jul 2002 A1
20020173729 Viertio-Oja Nov 2002 A1
20040010203 Bibian et al. Jan 2004 A1
20040015091 Greenwald Jan 2004 A1
20040092809 DeCharms May 2004 A1
20040116784 Gavish Jun 2004 A1
20050070823 Donofrio et al. Mar 2005 A1
20050113744 Donoghue May 2005 A1
20050277819 Kiani et al. Dec 2005 A1
20060161054 Reuss et al. Jul 2006 A1
20070010755 Sarkela Jan 2007 A1
20070021673 Arbel Jan 2007 A1
20070287931 Dilorenzo Dec 2007 A1
20080033490 Giftakis Feb 2008 A1
20080103375 Kiani May 2008 A1
20080188760 Al-Ali Aug 2008 A1
20080300471 Al-Ali Dec 2008 A1
20080317672 Viertio-Oja Dec 2008 A1
20090069642 Gao Mar 2009 A1
20090099627 Molnar Apr 2009 A1
20090247984 Lamego et al. Oct 2009 A1
20090264789 Molnar Oct 2009 A1
20090275813 Davis Nov 2009 A1
20090275844 Al-Ali Nov 2009 A1
20100004518 Vo et al. Jan 2010 A1
20100030040 Poeze et al. Feb 2010 A1
20100030089 Hyde Feb 2010 A1
20100100036 Leuthardt Apr 2010 A1
20100261979 Kiani Oct 2010 A1
20110082711 Poeze et al. Apr 2011 A1
20110087081 Kiani et al. Apr 2011 A1
20110125060 Telfort et al. May 2011 A1
20110172561 Kiani et al. Jul 2011 A1
20110208015 Welch et al. Aug 2011 A1
20110208018 Kiani Aug 2011 A1
20110230733 Al-Ali Sep 2011 A1
20110245633 Goldberg et al. Oct 2011 A1
20120165629 Merritt et al. Jun 2012 A1
20120209084 Olsen et al. Aug 2012 A1
20120283524 Kiani et al. Nov 2012 A1
20130023775 Lamego et al. Jan 2013 A1
20130041591 Lamego Feb 2013 A1
20130060147 Welch et al. Mar 2013 A1
20130096405 Garfio Apr 2013 A1
20130096936 Sampath et al. Apr 2013 A1
20130243021 Siskavich Sep 2013 A1
20130296672 O'Neil et al. Nov 2013 A1
20130324808 Al-Ali et al. Dec 2013 A1
20130331660 Al-Ali et al. Dec 2013 A1
20140012100 Al-Ali et al. Jan 2014 A1
20140051953 Lamego et al. Feb 2014 A1
20140120564 Workman et al. May 2014 A1
20140121482 Merritt et al. May 2014 A1
20140127137 Bellott et al. May 2014 A1
20140163344 Al-Ali Jun 2014 A1
20140166076 Kiani et al. Jun 2014 A1
20140171763 Diab Jun 2014 A1
20140180154 Sierra et al. Jun 2014 A1
20140180160 Brown et al. Jun 2014 A1
20140187973 Brown et al. Jul 2014 A1
20140213864 Abdul-Hafiz et al. Jul 2014 A1
20140275835 Lamego et al. Sep 2014 A1
20140275871 Lamego et al. Sep 2014 A1
20140275872 Merritt et al. Sep 2014 A1
20140288400 Diab et al. Sep 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
20140330098 Merritt et al. Nov 2014 A1
20140357966 Al-Ali et al. Dec 2014 A1
20140378784 Kiani Dec 2014 A1
20150005600 Blank et al. Jan 2015 A1
20150011907 Purdon et al. Jan 2015 A1
20150032029 Al-Ali et al. Jan 2015 A1
20150038859 Dalvi et al. Feb 2015 A1
20150080754 Purdon et al. Mar 2015 A1
20150087936 Al-Ali et al. Mar 2015 A1
20150094546 Al-Ali Apr 2015 A1
20150099950 Al-Ali et al. Apr 2015 A1
20150101844 Al-Ali et al. Apr 2015 A1
20150106121 Muhsin et al. Apr 2015 A1
20150196249 Brown et al. Jul 2015 A1
20150216459 Al-Ali et al. Aug 2015 A1
20150238722 Al-Ali Aug 2015 A1
20150257689 Al-Ali et al. Sep 2015 A1
20150351697 Weber et al. Dec 2015 A1
20150359489 Baudenbacher Dec 2015 A1
20150366507 Blank Dec 2015 A1
20160029932 Al-Ali Feb 2016 A1
20160058347 Reichgott et al. Mar 2016 A1
20160066824 Al-Ali et al. Mar 2016 A1
20160081552 Wojtczuk et al. Mar 2016 A1
20160095543 Telfort et al. Apr 2016 A1
20160103598 Al-Ali et al. Apr 2016 A1
20160196388 Lamego Jul 2016 A1
20160197436 Barker et al. Jul 2016 A1
20160213281 Eckerbom et al. Jul 2016 A1
20160228043 O'Neil et al. Aug 2016 A1
20160270735 Diab et al. Sep 2016 A1
20160283665 Sampath et al. Sep 2016 A1
20160287786 Kiani Oct 2016 A1
20160314260 Kiani Oct 2016 A1
20160324488 Olsen Nov 2016 A1
20160327984 Al-Ali et al. Nov 2016 A1
20160367173 Dalvi et al. Dec 2016 A1
20170000394 Al-Ali et al. Jan 2017 A1
20170007134 Al-Ali et al. Jan 2017 A1
20170014083 Diab et al. Jan 2017 A1
20170024748 Haider Jan 2017 A1
20170042488 Muhsin Feb 2017 A1
20170055847 Kiani et al. Mar 2017 A1
20170055882 Al-Ali et al. Mar 2017 A1
20170055887 Al-Ali Mar 2017 A1
20170055896 Al-Ali et al. Mar 2017 A1
20170079594 Telfort et al. Mar 2017 A1
20170086723 Al-Ali et al. Mar 2017 A1
20170143281 Olsen May 2017 A1
20170147774 Kiani May 2017 A1
20170156620 Al-Ali et al. Jun 2017 A1
20170173632 Al-Ali Jun 2017 A1
20170196464 Jansen et al. Jul 2017 A1
20170196470 Lamego et al. Jul 2017 A1
20170228516 Sampath et al. Aug 2017 A1
20170245790 Al-Ali et al. Aug 2017 A1
20170251974 Shreim et al. Sep 2017 A1
20170251975 Shreim et al. Sep 2017 A1
20170311891 Kiani et al. Nov 2017 A1
20170332976 Al-Ali et al. Nov 2017 A1
20170340293 Al-Ali et al. Nov 2017 A1
20170360310 Kiani et al. Dec 2017 A1
20180008146 Al-Ali et al. Jan 2018 A1
20180013562 Haider et al. Jan 2018 A1
20180014752 Al-Ali et al. Jan 2018 A1
20180028124 Al-Ali et al. Feb 2018 A1
20180055390 Kiani et al. Mar 2018 A1
20180055430 Diab et al. Mar 2018 A1
20180064381 Shakespeare et al. Mar 2018 A1
20180070867 Smith et al. Mar 2018 A1
20180082767 Al-Ali et al. Mar 2018 A1
20180085068 Telfort Mar 2018 A1
20180087937 Al-Ali et al. Mar 2018 A1
20180103874 Lee et al. Apr 2018 A1
20180103905 Kiani Apr 2018 A1
20180110478 Al-Ali Apr 2018 A1
20180125368 Lamego et al. May 2018 A1
20180125430 Al-Ali et al. May 2018 A1
20180125445 Telfort et al. May 2018 A1
20180130325 Kiani et al. May 2018 A1
20180132769 Weber et al. May 2018 A1
20180146901 Al-Ali et al. May 2018 A1
20180146902 Kiani et al. May 2018 A1
20180153442 Eckerbom et al. Jun 2018 A1
20180153446 Kiani Jun 2018 A1
20180153447 Al-Ali et al. Jun 2018 A1
20180153448 Weber et al. Jun 2018 A1
20180161499 Al-Ali et al. Jun 2018 A1
20180168491 Al-Ali et al. Jun 2018 A1
20180174679 Sampath et al. Jun 2018 A1
20180184917 Kiani Jul 2018 A1
20180192924 Al-Ali Jul 2018 A1
20180192953 Shreim et al. Jul 2018 A1
20180199871 Pauley et al. Jul 2018 A1
20180206795 Al-Ali Jul 2018 A1
20180206815 Telfort Jul 2018 A1
20180213583 Al-Ali Jul 2018 A1
20180214031 Kiani et al. Aug 2018 A1
20180214090 Al-Ali et al. Aug 2018 A1
20180216370 Ishiguro et al. Aug 2018 A1
20180218792 Muhsin et al. Aug 2018 A1
20180225960 Al-Ali et al. Aug 2018 A1
20180238718 Dalvi Aug 2018 A1
20180242853 Al-Ali Aug 2018 A1
20180242921 Muhsin et al. Aug 2018 A1
20180242923 Al-Ali et al. Aug 2018 A1
20180242926 Muhsin et al. Aug 2018 A1
20180247353 Al-Ali et al. Aug 2018 A1
20180247712 Muhsin et al. Aug 2018 A1
20180253947 Muhsin et al. Sep 2018 A1
20180256087 Al-Ali et al. Sep 2018 A1
20180256113 Weber et al. Sep 2018 A1
20180285094 Housel et al. Oct 2018 A1
20180289325 Poeze et al. Oct 2018 A1
20180296161 Shreim et al. Oct 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 Nov 2018 A1
20180317841 Novak, Jr. Nov 2018 A1
20180333055 Lamego et al. Nov 2018 A1
20180333087 Al-Ali Nov 2018 A1
20190000317 Muhsin et al. Jan 2019 A1
20190000362 Kiani et al. Jan 2019 A1
20190015023 Monfre Jan 2019 A1
20190029574 Schurman et al. Jan 2019 A1
20190029578 Al-Ali et al. Jan 2019 A1
20190058280 Al-Ali et al. Feb 2019 A1
20190058281 Al-Ali et al. Feb 2019 A1
20190069813 Al-Ali Mar 2019 A1
20190069814 Al-Ali Mar 2019 A1
20190076028 Al-Ali et al. Mar 2019 A1
20190082979 Al-Ali et al. Mar 2019 A1
20190090760 Kinast et al. Mar 2019 A1
20190090764 Al-Ali Mar 2019 A1
20190117070 Muhsin et al. Apr 2019 A1
20190117139 Al-Ali et al. Apr 2019 A1
20190117140 Al-Ali et al. Apr 2019 A1
20190117141 Al-Ali Apr 2019 A1
20190117930 Al-Ali Apr 2019 A1
20190122763 Sampath et al. Apr 2019 A1
20190133525 Al-Ali et al. May 2019 A1
20190142283 Lamego et al. May 2019 A1
20190142344 Telfort et al. May 2019 A1
20190150856 Kiani et al. May 2019 A1
20190167161 Al-Ali et al. Jun 2019 A1
20190175019 Al-Ali et al. Jun 2019 A1
20190192076 McHale et al. Jun 2019 A1
20190200941 Chandran et al. Jul 2019 A1
20190201623 Kiani Jul 2019 A1
20190209025 Al-Ali Jul 2019 A1
20190214778 Scruggs et al. Jul 2019 A1
20190216319 Poeze et al. Jul 2019 A1
20190216379 Al-Ali et al. Jul 2019 A1
20190221966 Kiani et al. Jul 2019 A1
Non-Patent Literature Citations (1)
Entry
Hager et al. The Perfusion Index Measured by a Pulse Oximeter Indicates Pain Stimuli in Anesthetized Volunteers, ASA Abstract 2003, Anesthesiology 2004; 101: A514 (Year: 2003).
Related Publications (1)
Number Date Country
20200037891 A1 Feb 2020 US
Provisional Applications (1)
Number Date Country
61243161 Sep 2009 US
Continuations (4)
Number Date Country
Parent 15802172 Nov 2017 US
Child 16521950 US
Parent 15347190 Nov 2016 US
Child 15802172 US
Parent 14479083 Sep 2014 US
Child 15347190 US
Parent 12885430 Sep 2010 US
Child 14479083 US