WO2007130958A2 - Passive phonography heart monitor - Google Patents
Passive phonography heart monitor Download PDFInfo
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- WO2007130958A2 WO2007130958A2 PCT/US2007/067906 US2007067906W WO2007130958A2 WO 2007130958 A2 WO2007130958 A2 WO 2007130958A2 US 2007067906 W US2007067906 W US 2007067906W WO 2007130958 A2 WO2007130958 A2 WO 2007130958A2
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- representative
- transducer
- acoustic
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- acoustic energy
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Classifications
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/02—Detecting, measuring or recording for evaluating the cardiovascular system, e.g. pulse, heart rate, blood pressure or blood flow
- A61B5/024—Measuring pulse rate or heart rate
- A61B5/02411—Measuring pulse rate or heart rate of foetuses
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/43—Detecting, measuring or recording for evaluating the reproductive systems
- A61B5/4306—Detecting, measuring or recording for evaluating the reproductive systems for evaluating the female reproductive systems, e.g. gynaecological evaluations
- A61B5/4343—Pregnancy and labour monitoring, e.g. for labour onset detection
- A61B5/4356—Assessing uterine contractions
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/43—Detecting, measuring or recording for evaluating the reproductive systems
- A61B5/4306—Detecting, measuring or recording for evaluating the reproductive systems for evaluating the female reproductive systems, e.g. gynaecological evaluations
- A61B5/4343—Pregnancy and labour monitoring, e.g. for labour onset detection
- A61B5/4362—Assessing foetal parameters
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- A—HUMAN NECESSITIES
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- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/68—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
- A61B5/6801—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
- A61B5/683—Means for maintaining contact with the body
- A61B5/6832—Means for maintaining contact with the body using adhesives
- A61B5/6833—Adhesive patches
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B7/00—Instruments for auscultation
- A61B7/02—Stethoscopes
- A61B7/026—Stethoscopes comprising more than one sound collector
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B7/00—Instruments for auscultation
- A61B7/02—Stethoscopes
- A61B7/04—Electric stethoscopes
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B2562/00—Details of sensors; Constructional details of sensor housings or probes; Accessories for sensors
- A61B2562/02—Details of sensors specially adapted for in-vivo measurements
- A61B2562/0204—Acoustic sensors
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/02—Detecting, measuring or recording for evaluating the cardiovascular system, e.g. pulse, heart rate, blood pressure or blood flow
- A61B5/024—Measuring pulse rate or heart rate
- A61B5/02438—Measuring pulse rate or heart rate with portable devices, e.g. worn by the patient
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
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- A61B5/7203—Signal processing specially adapted for physiological signals or for diagnostic purposes for noise prevention, reduction or removal
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- A—HUMAN NECESSITIES
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- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
- A61B5/7232—Signal processing specially adapted for physiological signals or for diagnostic purposes involving compression of the physiological signal, e.g. to extend the signal recording period
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- A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
- A61B5/7235—Details of waveform analysis
- A61B5/7253—Details of waveform analysis characterised by using transforms
- A61B5/726—Details of waveform analysis characterised by using transforms using Wavelet transforms
Definitions
- This invention relates to medical monitoring, and m particular fetal heart monitoring.
- Fetal heart monitoring 1$ a diagnostic tool to indicate the overall heulth status of a fetus.
- fetal heart monitoring techniques are primarily ultrasound, Doppler-based.
- wires are deployed between an ultra sound transducer unit and processing unit,
- a skilled operator such as a medical technician or nurse scans or places a transceiver on the abdomen of the patient.
- the operator covers a region on the abdomen with a gel and moves the ultrasonic sensor around the area to scan the area.
- the sensor can be affixed with a belt- that is worn around the woman.
- the belt is cumbersome and inaccurate (often the sensor slips off of its target) and .it has to be removed prior to any surgery or emergency procedure.
- Acoustic signals are emitted from the transducers and their echo signals are delected by the transceiver and processed to produce data pertaining to the fetal heart rate.
- a newer monitoring technique known as fetal phonography uses a passive acoustic sensor to capture- acoustic energy from the maternal abdomen.
- the sensor includes a piezoelectric element, ⁇ n a paper entitled “Development of a Piezopoiym ⁇ r Pressure Sensor for a Portable Fetal Heart Rate Monitor” by Allan J. Zuckerwar et aJL, IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING VOL. 40, NO. 9. SEPTEMBER 1993 p. 963, the authors described a pressure sensor array mounted on a belt worn by the mother.
- the sensor array uses two polyvi ⁇ yldene fluoride elements arranged in a birnorph structure, mechanically in series and electrically in parallel
- a fetal heart monitor device Includes a channel to receive a first signal representative of acoustic energy principally from a maternal heartbeat and a second signal representative of acoustic energy Including a fetal heart beat.
- the device includes a computing device including a processor, a. memory operative! ⁇ ' coupled to the processor and non-volatile storage operative! ⁇ ' coupled to the processor, the aim-volatile storage storing a computer program including instructions to cause the processor to process the first and second electrical signals into an electrical signal representing acoustic energy principally of the fetal heartbeat.
- the device includes a channel to receive a third signal representative of acoustic energy of uterine contractions and the program includes instructions to process the third electrical signal into a. ⁇ indication of maternal uterine rates of contraction,
- the device includes instructions to process the second electrical signal to provide an electrical signal representative of acoustic energy principally of the maternal heartbeat.
- the device includes instructions to render the electrical signal representative of the Fetal heartbeat on an output device.
- the device includes an audio speaker and the electrical signal is rendered by the speaker to produce an audio representation of the fetal heartbeat.
- the device Includes a display and the electrical signal is rendered by the display $o produce representation of the fetal heartbeat.
- the device includes a display and the electrical signal is rendered by the display to provide a representation of the fetal heartbeat rate.
- the device includes a pair of acoustic transducers each comprising a polymer that exhibits piezoelectric properties, and which converts acoustic energy into the first and second signals,
- the device includes three acoustic transducers each comprising a polymer that exhibits piezoelectric properties, and which converts acoustic energy into the first, second and third signals.
- the device includes a pair of acoustic transducers each comprising a polymer that exhibits piezoelectric properties, which converts acoustic energy into the first and second signals and a strain gauge that provides a third signal representative of maternal contractions.
- the pair of transducers are coupled to the monitor, via wires or cables to provide the first and second signals to the channel.
- Each of the first and second transducers includes circuitry to wireless Iy transmit data over the first and second channels to the monitor and the monitor includes circuitry to receive the wirelessiy transmitted data.
- the circuitry to wireiessly transmit data includes radio frequency transmitter circuitry.
- the circuitry to wirelessiy transmit data includes circuitry to transmit a unique transducer identification code to the monitor.
- Each transducer includes a polymer sheet of poiyvinvidene fluoride and/or co- polymers thereof.
- a method of monitoring fetal heart beat includes receiving over a -first channel, a first signal representative of acoustic energy principally from a maternal heartbeat, receiving, over a second channel, a second signal representative of acoustic energy including a fetal heart, beat and processing the first and second electrical signals into an electrical signal representing acoustic energy principally of the fetal heartbeat.
- the method includes converting acoustic energy representative of maternal uterine contractions into a third electrical signal.
- the method includes processing the first and second electrical signals to provide the electrical signal representative of acoustic energy principally due to the fetal heartbeat, the second signal to provide a signal representative of the maternal heart and the third signal to provide a signal representative of maternal uterine contractions.
- the method includes rendering the electrical signals representative of the fetal heartbeat, maternal heartbeat and uterine contractions on an output device.
- the method includes applying principal component analysis to digital representations of the signals.
- the method includes wirekssjy transmitting data from a pair of transducers disposed on the patient over the first and second channels to provide the first and second signals.
- a fetal bear!, monitor device includes a channel to receive a first signal representative of acoustic energy principally itcmi s maternal heartbeat and a second signal representative of acoustic energy including a fetal heart beat and circuitry to process the first and second electrical signals into an electrical signal representing acoustic energy principally of the fetal heartbeat.
- the device includes a channel to receive a third signal representative of acoustic energy of uterine contractions and circuitry to process the third electrical signal into an indication of maternal uterine rates of contraction.
- the device includes circuitry to render the electrical signal representative of the fetal heartbeat on an output device.
- the device includes circuitry to modulate the fetal heart tone into the audible frequency range and an audio speaker to render art audio representation of the fetal heartbeat.
- the device includes a display to render a visual representation of the fetal heartbeat.
- the device includes a display to render a value indicative of fetal heartbeat rate.
- One or more aspects of the invention may provide one or more of the following advantages.
- the monitor is capable of functioning without a skilled technician being present. Additionally, the monitor can be relatively low in cost compared to currently employed ultrasound based monitors by avoiding need for relatively expensive crystals commonly employed in the ultrasound transducers. The monitor uses low-cost sensing, transmission, and circuitry components suitable for operation in hospitals, physician offices, or home.
- the monitor uses transducer sensor units that are disposable.
- the disposable nature of the transducer sensor units enables the monitor to ensure a very high standard of accuracy for these transducer sensor units because the term of use for each transducer sensor u ⁇ il will not exceed a specified time duration. Hence, normal concerns of quality degradation resulting from extended use are avoided, while maintaining a relatively high level of performance.
- the monitor avoids blackout periods, e.g., the potentially most dangerous window of time during labor since the monitor in the wired and especially the wireless form allows for constant .monitoring.
- Accurate, wireless monitoring system aids in decreasing labor time by increasing the potential mobility of the patient, thus making the resources in a labor-and -delivery unit more available.
- the monitor uses a pitch period detector, a principal component analyzer and a complex wavelet transform analysis technique to analyze signals from the sensors. This pennies sophisticated and accurate fetal signal processing to be employed in the monitor at a relatively low cost, The monitor allows for maternal ambulation during labor, providing a number of potential benefits.
- an acoustic transducer includes a base member, a polymer sheet having a pair of electrodes disposed over major, opposing surfaces of the polymer sheet, the polymer sheet disposal adjacent an exterior portion of the base member, a cap affixed to the base member and electrical circuitry carried by the acoustic transducer and coupled to the electrodes on the polymer sheet,
- the circuitry is disposed between the base and the cap.
- the cap has a convex surface.
- the cap and the base member arc secured together.
- the base has an aperture and the polymer sheet is supported in the aperture isi the base b> attaching a securing member to one of the major surfaces of the polymer, the one major surface being on an externa! surface of the acoustic transducer.
- An exterior surface of the base member has an adhesive layer ihereori to adhere the transducer to epidermis of a subject.
- the exterior surface of the base member has an adhesive layer thereon to support an outer one of the major surfaces of the polymer mid to adhere the transducer to epidermis of & subject.
- the adhesive layer provides an acoustic impedance coupling between the outer one of the major surfaces of the polymer and epidermis of the subject.
- the adhesive layer is a doubie-sidcd tape.
- the circuitry comprises a transmitting device to wirelessiy transmit signals from the transducer.
- the circuitry includes a low noise, high impedance amplifier coupled to receive a voltage potential produced across electrodes of the polymer sheet and a transmitting device coupled ?o the output of the amplifier to wirelessiy transmit an output signal from the transducer.
- the circuitry comprises circuitry to couple wires or cables to output signals i ⁇ om the transducer.
- the circuitry includes a low noise, high impedance amplifier coupled to receive a voltage potential produced across electrodes of the polymer sheet and & connector to couple signals from the amplifier to the wires or cables.
- the aperture in the base rnoraber is a generally rectangular aperture in a substantial portion of the base member.
- the aperture in the base member is a generally Y- shaped aperture having three regions, the aperture hi a substantial portion of the base member and the acoustic transducer includes an additional pair of polymer sheets, with the polymer sheet and the addition pair of polymer sheets disposed in the three regions of the aperture,
- the bast; member and cover are secured together by a plurality of snap latches on one of the cover and base that mate with receptacles on. the other one of the cover and base to secure the base to the cover.
- the transducer body is a round shape.
- the transducer is for heart, monitoring.
- the the polymer sheet is polyvinyldene fluoride and/or a co-polymer thereof.
- the base and cover are comprised of a relative!)' strong plastic material that is sufficient in strength to support the weight of a pregnant woman.
- the the base im ⁇ cover are comprised oi ' an ABS plastic any of a class of plastics based on aerylonitrile-butadiene-styrene copolymers.
- the base has an aperture and the polymer member is disposed within the aperture of the base.
- the base has an aperture lilted with an acoustic foam materials and the polymer member is disposed within the aperture of the base.
- the polymer member is disposed against the exterior portion of the base.
- an acoustic transducer includes a base member having an. aperture and a polymer sheet comprised of poiyvuiykiene fluoride and/or a co-polymer thereof, the sheet having a pair of electrodes disposed over major, opposing surfaces of the sheet, with the sheet, disposed in the aperture in the base member.
- the transducer also includes a cap affixed to the base member and electrical circuitry disposed in the acoustic transducer and electrically coupled to the electrodes on the sheet.
- the circuitry includes a transmitter to transmit signals from the polymer sheet.
- the circuitry includes a low n ⁇ sse, high impedance amplifier coupled to receive a voltage potential produced across electrodes of the sheet and a transmitting device coupled to tlic amplifier to wireiessiy transmit an output signal from the amplifier.
- the cap has a convex surface.
- the sheet is supported in the aperture by attaching an adhesive to one of the major surfaces of the polymer, the one major surface being on an external surface of the acoustic transducer.
- the adhesive layer adheres the transducer to epidermis of a subject.
- the adhesive layer provides an acoustic impedance coupling between the outer one of the major surfaces of the polymer and epidermis of the subject,
- the adhesive layer is a double-sided tape.
- the circuitry includes circuitry to couple wires or cables to output signals from the transducer.
- the circuitry includes a low noise, high impedance amplifier coupled to receive a voltage potential produced across electrodes of the sheet and a connector to couple signals from the amplifier to the wires or cables.
- the aperture in the base member is a generally rectangular aperture in a substantial portion of the base member.
- the aperture in lhe base member is a generally Y-shaped aperture having three regions, the aperture in a substantial portion of the base member and wherein the acoustic transducer Includes an addiiionai pair of polymer sheets, with the polymer sheet and the addition pair of polymer sheets disposed in the three regions of the aperture.
- the transducer is for heart monitoring.
- the base and cover arc comprised of a relatively strong plastic material that is sufficient in strength to support the weight of a pregnant woman.
- the base and cover are comprised of OR ABS plastic any of a class of plastics based on acrylonUrile-butadiene-styrene copolymers.
- the base has an aperture tilled with an acoustic foam materials and the sheet is disposed within the aperture of the base.
- One or more aspects of the invention may provide one or more of the IbI lowing advantages.
- the transducers are affixed to the patient, which avoids the need for a skilled technician to b « present while a monitor attached to the transducers is operating.
- the transducers can be relatively low cost due to the use of the polymer ay compared to more expensive crystals used in Doppler techniques used with ultrasonic transducers.
- the transducers use low-cost sensing, transmission, and circuitry components suitable for operation in hospitals, physician offices, or home.
- the transducers are disposable. The disposable nature of the transducers enables the monitor to ensure a very high standard of accuracy for these transducer sensor units because the term of use for each transducer sensor unit will not exceed a specified time duration.
- the wireless versions of the transducer when employed with a monitor can avoid blackout periods, e.g., the potentially most dangerous window of time during labor since the wireless form allows for constant monitoring.
- Accurate, wireless monito ⁇ ng system aids in decreasing labor time by increasing the potential mobility of the patient, thus making the resources in a labor-and-dcliv ⁇ ry unit more available.
- a method includes converting acoustic energy representative principally of a maternal heartbeat into a first electrical signal, converting acoustic energy representative of a maternal heartbeat and a fetal heartbeat into a second electrical signal and processing the first and second electrical to provide an electrical signal principally representative of the fetal heartbeat.
- Hie method further includes determining pitch periods of the signal principally representative of the fetal heart beat.
- the follow embodiments are within the scope of the invention.
- the method further includes converting acoustic energy representative of maternal uterine contractions into a third electrical signal.
- the method further includes rendering the electrical signal principally representative of the fetal heartbeat on an output device.
- the method further includes determining principal components of determined pitch periods of the signal principally representative of the fetal heartbeat.
- the method further includes modulating the electrical signal principally representative of the fetal heartbeat with a signal in the audible spectrum of human hearing.
- the method further includes determining an initial period length value of the signs] principally representative of the fetal heartbeat by finding a eepsirum of the first, lew pitch periods of the signal principally representative of the fetal heartbeat to determine the frequency of the signal.
- the method further includes determining a beginning and ending point of each pilch period in the signal principally representative of the fetal heartbeat.
- the method further includes determining a variation of time durations between pilch periods and using the length of a prior period as an input to determine the duration of a subsequent pitch period.
- the method further includes processing the determined pitch periods to provide a representation, compressing the representation of the determined pitch periods, and storing the compressed representation of the determined pitch periods.
- a computer program product residing on a computer readable medium for detecting fetal heartbeat energy includes instructions to convert acoustic energy representative principally of a maternal heartbeat into a first electrical signal, convert acoustic energy representative of a maternal heartbeat and a fetal heartbeat into a second electrical signal, process the first and second electrical to provide an electrical signal principally representative of the fetal heartbeat and determine pitch periods of the signal principally representative of the fetal heart beat.
- the computer program product further includes instructions to convert acoustic energy representative of maternal uterine contractions into a third electrical signal.
- the computer program product timber includes instructions to render the electrical signal principally representative of the fetal heartbeat on an output device.
- the computer program product further includes instructions to determine principal components of determined pitch periods of the signal principally representative of the fetal heartbeat.
- the computer program product farther includes instructions to modulate the electrical signal principally- representative of the fetal heartbeat with a signal m the audible spectrum of human hearing.
- the computer program product further includes instructions to determine an initial period length value of the signal principally representative of the fetal heartbeat by finding a eepstrum of the fkst few pitch periods of the signal principally representative of the fetal heartbeat to determine the frequency of the signal.
- the computer program product further includes instructions to determine a beginning and ending point of each pitch period in the signal principally representative of the fetal heartbeat.
- the computer program product further includes instructions Io determine a variation of time durations between pitch periods and use the length of a prior period as an input to determine the duration of a subsequent pitch period.
- the computer program product further includes instructions to apply principal component analysis to the determined pitch periods to compress data representing the determined pitch periods.
- the computer program product further includes instructions to process the determined pitch periods to provide a representation, compress the representation of the determined pitch periods and store the compressed representation of the determined pilch periods.
- an apparatus includes circuitry to convert acoustic energy representative principaHy of a maiema! heartbeat into a first electrical signal, circuitry to convert acoustic energy representative of a maternal heartbeat and a fetal heartbeat into a second electrical signal, circuitry to process the first and second electrical to provide an electrical signal principally representative of the fetal heartbeat and circuitry to determine pitch periods of the signal principally representative of the fetal heart beat
- the apparatus includes circuitry to convert acoustic energy representative of maternal uterine contractions into a third, electrical signal.
- the apparatus includes circuitry to render the electrical signal principally representative of the fetal heartbeat on an output device.
- the apparatus includes circuitry to determine principal components of determined pitch periods of the signal principally representative of the fetal heartbeat.
- the apparatus includes circuitry to modulate the electrical signal principally representative of the fetal heartbeat with a signal in the audible spectrum of human hearing.
- the apparatus includes circuitry to determine an initial period length value of the signal principally representative of the fetal heartbeat by finding a cepstrum of the first few pitch periods of the signal principally representative of the fetal heartbeat to determine the frequency of the signal
- the apparatus includes circuitry to determine a beginning and ending point of each pitch period in the signal principally representative of the fetal heartbeat.
- the apparatus includes circuitry to determine a variation of time durations between pitch periods and circuitry to use the length of a prior period as an input to determine the duration of a subsequent pitch period.
- the apparatus includes circuitry to apply principal component analysis to the determined pitch periods to compress data representing the determined pitch periods.
- the apparatus includes circuitry to process the determined pitch periods to provide a representation, compress the representation of the determined pitch periods, and store the compressed representation of the determined pitch periods.
- One or more aspects of the invention may provide one or more of the following advantages.
- the monitor is capable of functioning without a skilled technician being present. Additionally, the monitor can be relatively low in cost compared to currently employed ultrasound based monitors by avoiding mod for relatively expensive crystals commonly employed in the ultrasound transducers. The monitor uses low-cost sensing, transmission, and circuitry components suitable for operation in hospitals, physician offices, or home environments.
- the monitor uses transducer sensor units thai are disposable.
- the disposable nature of the transducer sensor units enables the monitor to ensure a very high standard of accuracy for these transducer sensor units because the term of use for each transducer sensor unit will not exceed a specified time duration. Hence, normal concerns of quality degradation resulting from extended use are avoided, while maintaining a relatively high level of performance.
- the monitor avoids blackout periods, e.g., the potentially most dangerous window of time during labor since the monitor in the wired and especially the wireless form allows for constant monitoring. Accurate, wireless monitoring system aids in decreasing labor time by increasing the potential mobility of the patient, thus making the resources in a iabor-and-delivery unit more available.
- the monitor uses a pitch period detector, a principal component analyzer, and a complex wavelet filter bank to analyze signals from the sensors. This permits sophisticated and accurate fetal signal processing to be employed m the monitor at a relatively low cost. The monitor allows for maternal ambulation during labor, providing a number of potential benefits.
- a .method of acoustic monitoring includes transducing acoustic energy from a first acoustic transducer attached to a first location on a patient the acoustic energy from the first transducer, comprising desired acoustic energy to be monitored and interfering acoustic, energy, transducing acoustic energy from a second acoustic transducer, attached to a second, different location on a patient, the acoustic energy from the second transducer, comprising desired acoustic energy to be monitored and interfering acoustic energy, converting the acoustic energy sensed si the first and second locations Into first and second eleetxical signals and processing the first and second electrical signals to digitally remove interfering acoustic energy present in the second signal to provide an electrical signal representative of the acoustic signal that is being monitored.
- the interfering acoustic energy is principally representative of a maternal heartbeat
- the acoustic energy to be monitored includes acoustic energy representative of a fetal heartbeat and processing the first and second electrical signals provides the electrical signal representative of the fetal heartbeat.
- the method includes transducing a plurality of signals from a plurality of transducers, including the first transducer, the plurality of signals representing the acoustic energy to be monitored and processing the first the plurality of signals along with the second electrical signal to provide the electrical signal representative of the acoustic energy to be monitored.
- the acoustic energy to be monitored includes acoustic energy representative of a fetal heartbeat and processing the plurality of signals including the first signal, and second electrical signals provides the electrical signal representative of the fetal heartbeat.
- a method of monitoring health status of a terns includes transducing acoustic energy from a first acoustic transducer attached to the epidermis about the vicinity of the abdomen of a pregnant woman, the acoustic energy from the first transducer, comprising acoustic energy of a fetal heartbeat and interfering acoustic energy of a maternal heartbeat, transducing acoustic energy from a second acoustic transducer, attached to the pereordium region of a pregnant woman, the acoustic energy from the first transducer the acoustic energy from the second transducer, comprising the interfering acoustic energy of the maternal heartbeat, converting the acoustic
- the interfering acoustic energy is removed during processing of the first and second signals.
- the processing includes processing at least the second electrical signal to provide a second output signal representative of the maternal heartbeat.
- the second transducer is attached beneath the pereordium area of the patient.
- the method includes converting acoustic energy representative of maternal uterine contractions into a third electrics] signal
- the method includes processing the third electrical signal to provide a signal representative of a rate of maternal uterine contractions.
- the method is applied to monitor fetal heartbeats and includes attaching the first transducer to the abdominal region of the patient in a region where the back of the fetus is against the maternal abdominal wail.
- the method includes rendering the electrical signal representative of the fetal heartbeat on an. output device.
- the output device is an audio speaker
- 'live output device is a display device that renders an electrocardiogram.
- the output device is a display device that renders readout of heartbeat rate.
- the method includes rendering the second output signal representative of the maternal heartbeat on an output device.
- Hie acoustic transducers are wireless. The acoustic transducers are coupled to a processing device via cables and/or wires.
- One or more aspects of the invention may provide one or more of the following advantages.
- the monitor is capable of functioning without a skilled technician being present. Additionally; the monitor can be relatively low in cost compared to currently employed ultrasound based monitors by avoiding need for relatively expensive crystals commonly employed in the ultrasound transducers.
- the monitor uses low-cost, sensing, transmission, and circuitry components suitable for operation in hospitals, physician offices, or home.
- the monitor uses transducer sensor units that are disposable.
- the disposable nature of the transducer sensor units enables the monitor to ensure a very high standard of accuracy for these transduce? sensor units because the term of use for each transducer sensor unit will not exceed a specified time duration. Hence, normal concerns of quality degradation resulting from extended use are avoided, while maintaining a relatively high level of performance.
- the monitor avoids blackout periods, e.g., the potentially most dangerous window of time during labor since the monitor in the wired and especially the wireless form allows for constant monitoring.
- Accurate, wireless monitoring system aids ⁇ n decreasing labor lime by increasing the potential mobility of the patient, thus making the resources in a labor-and-ddivcry unit more available.
- the monitor uses a pitch period detector and a principal component analyzer to analyze signals from the sensors. This permits sophisticated and accurate fetal signal processing to be employed in the monitor at a relatively low cost.
- the monitor allows for maternal ambulation during labor, providing a number of potential benefits.
- HG 1 is a block diagram of a monitoring scheme.
- FIG 2 is a block diagram of fetal monitor device used to monitor fetal cardiac activity.
- FiCr. 3 is a flow chart depicting aspects of processing in the fetal monitoring device of FIG 2.
- FIG 4 is a block diagram of an alternative fetal monitor device
- FIG 5 is a block diagram depicting processing
- FIGS. 6A-6E-8A-SC are diagrams depicting construction details of sensors used with the monitor of FIG 3.
- FIGS. 9A-9B (collectively FIG 9) is a set of diagrams depicting an alternate pattern for a piezoelectric sensor element.
- FIG 1 .1 is a schematic of a high impedance amplifier used with the sensors of PiGS. 6-8,
- FIG 12 is a block diagram depicting details of pitch processing
- FlG, 13 is a flow chart depicting pitch processing
- FIGS. 14A and 14B are diagrams useful in understanding processing of fetal and maternal heartbeat signals.
- FiG 15 is a flow chart depicting principal component analysis.
- FIG. 3 an arrangement 10 for connection of a monitor device 12 ("monitor") to a patient, e.g., pregnant woman 14 to monitor fetal heartbeat signals is shown.
- the monitor 12 can be used for various types of monitoring, as discussed below, to this example, the monitor 1.2 is a fetal heartbeat monitor.
- the monitor 32 (discussed in detail below) has acoustic transducer (sensors) 16a- KSc that convert acoustic energy from the pregnant woman 14 into electrical energy.
- the transducers 16a- 16c are coupled to the monitor 12, via communication channels, ISa-ISc, which can be wires connecting to the monitor Yl or wireless channels (radio frequency, optical and/or infrared).
- ISa-ISc communication channels
- Bluetooth® wireless technology is used.
- one of the transducers e.g., transducer 16a monitors the pregnant woman's heartbeat
- another one of the transducers 16b monitors the pregnant woman's uterus to measure uterine contractions.
- the transducer to monitor the uterine contractions is not essential to capturing the fetal heartbeat but is included as part of an overall tool to monitor the health arid status of the patient and fetus.
- the third transducer l ⁇ c monitors the fetal heartbeat. The location of the pregnant woman's heart and uterus are readily predictable.
- the acoustic energy from the fetal heart is omn ⁇ -dir ⁇ ctional but localized about the back of the fetus.
- Such localization .Ls attributed to preferred acoustic propagation to sites where the fetal back is against the maternal abdominal wall
- the acoustic propagation through the maternal wall is omnidirectional but there is a point of maximum acoustic conduction, which is the point where the fetus' back is pressed against the uterine wall.
- other positions can he used to attach the transducer 16c to the pregnant woman.
- U triangulate the position of the fetal heart. This localization information can be used by doctors and technicians during labor and delivery.
- the monitor 12 includes a processor 30, e.g., a general purpose centra! processing unit (CPU) and/or a digital signal processor (DSP) to process signals fwm the patient, a memory 32, to execute programs, persistent, e.g., mm- volatile storage 34, and I/O interfaee(s) 36 all coupled via a bits 38.
- Executed by the monitor 12 is signal processing software 50 that processes ECG signals detected by transducers 14a and 14c from the pregnant woman's heart and the fetus's heart, respectively.
- the monitor ⁇ 2 also processes signals from the transducer 14b that monitors for contractions In the pregnant woman's uterus.
- Processing 50 provides a relatively clean detection of the fetal heartbeat by eliminating major sources of noise in the fetal heartbeat signal, e.g., the relatively strong acoustic energy components contributed to the detected fetal heartbeat caused by the pregnant woman's heartbeat, hi some embodiments, acoustic energy components from uterine contractions could also be filtered from the detected fetal heartbeat acoustic energy, but in general that is an insignificant contributor to noise in detection of the fetal heartbeat
- the amplifier 14 amplifies the signals and the filter filters the signals to preserve frequencies hi the range of, e.g., 0.05 to 100 Hz or so.
- the fetal channel in the monitor 12 can be within, the broad range above, but most likely will in a range about 10 to 30 Hz and especially in a range of 18 to 25 Hz (the range of maxima! spectral power of the fetal heart signal).
- the maternal channel can be within the broad range above, but most likely will hi a range about 6 to 14 Hx and especially hi a range of S to 12 Hz (the region of maximal power of the maternal heart signal).
- the transducer !4b thai senses the maternal contractions need not have any filtering since it is a very long period, e.g., a large impulse.
- Each amplifier 14 feeds the signal to an AJD converter 44 that digitizes the signal, at a sampling frequency at least greater than twice the highest frequency component in the channel.
- a single A/D converter arid a multiplexer can be used to process data from the channels (See FIG. 4).
- the digitized signals from each of the channels are transferred to the bus interface device 46 that formats the digitized signals to place on the bus 3 S (F ⁇ G. 2.) to send to the memory 34 and/or processor 32 to be processed.
- an alternative arrangemeat for the monitor 12 interfaces the monitor 12 to the transducers 1 Oa-16c.
- a channel 36a-36e is provided for each transducer 16a-l 6c.
- Each channel 36a-36c includes a receiver 40 (if the monitor is a wireless version) or ail analog signal interface (not shown) to cables (not shown) from the transducer, if the monitor is a wire-connected version.
- the interlaces 36a to 36c include a low noise amplifier and a filter generally 42 to process analog signals from the transducers 16a and 16c and a low noise amplifier generally 42' to process analog signals from the transducer 16b.
- the amplifier 14 amplifies the signals and the filter filters the signals to preserve frequencies in the ranges discussed above.
- Each amplifier/filter 42 and ampHfrer 42' selectively feeds its output signal to a A/D converter/multiplexer 44 that digitizes the signal at a sampling frequency at least greater than twice the highest frequency component in the channel according to control provided from the processor.
- the single A/D converter and multiplexer 44 processes data in the selected channel and transfers the data to the digital signal processor 45 (DSP) for processing described below.
- DSP digital signal processor 45
- a processor 48 processes signals from a front panel to control the ADC/mux 44, whereas the DSP 45 processes output signals from the ADO'mux 44 to provide outputs to the front panel In some implementations this can be the same device.
- the front panel thus includes a display, a digital readout, switches (to select which channel to process), speakers, and so forth-
- the monitor 10 can also include other user interface devices, e.g., keyboard or keypad, and interfaces for connection to other equipment to upload data to a server and the like.
- Processing 50 provides a relatively clean detection of the fetal heartbeat by eliminating major sources of noise in the fetal heartbeat si goal, e.g., the relatively strong acoustic energy components contributed to the detected fetal heartbeat caused by the pregnant woman's heartbeat.
- acoustic energy components from uterine contractions could also be filtered from the detected fetal heartbeat acoustic energy.
- the signals from channels 36a, 36c are passed through digital band pass filters S! a, 51 b to filter the signals in the range discussed above, e.g., 18 to 25 Hz for the fetal channel and 8 to 12 Hz for the maternal channel The other ranges above could be used.
- the component of the pregnant woman's heartbeat that appears in the fetal channel is removed from the fetal signal in the difference block 51c. From the difference block, the signal is fod to s pitch track processor 52.
- the pitch track processor 52 uses pitch tracking and a principal component analysis to generate waveforms thai can be used to determine heart rates, e.g., in bean rate processor 55 and process the signal Io provide an ECQ from ECG processor 56. These signals can be displayed on display 58.
- the modulator 54 takes the output signal from the difference block 5Id and modulates it with a signal in the audible spectrum of human hearing. That is, the modulator adds a carrier to the signal from the difference block 51 ⁇ to provide an output signal that CM be heard by humans. This signal can be converted to an analog representation and tec! to an audio amplifier, to be rendered from a speaker 58b, etc. Details of processing are discussed below.
- FIGS. 6-8 details of construction for an acoustic transducer "button" 16c transducer to acquire sound waves in the audible spectrum from the fetal heart are shown, A similar arrangement can be used for the transducer 16a to acquire the maternal heart beat signal and transducer 16b. the tocodynamometcr (TOC-O) transducer to detect maternal contractions, as further described below.
- TOC-O tocodynamometcr
- Transducer i 6c is a relatively small, self-adhering, device that, in some implementations, is wireless.
- Transducer 16c is attached to the epidermis of the maternal abdomen, via a layer of an adhesive, e.g., an adhesive tape 6I 5 in particular a double-sided adhesive, which in addition to providing for attachment of the transducer 16c to the epidermis also provides acoustic impedance matching between the epidermis and a piezoelectric membrane that detects acoustic energy in the transducer.
- the transducer 16c captures acoustic energy that emanates from the maternal abdomen, through the uterus.
- the acoustic transducer "button" 16c includes a base member 60.
- the base member 60 as depicted in FIG. 6A, includes a frame arrangement 62 that supports bosses 64 to carry a circuit board (not shown ⁇ that supports signal preconditioning circuits, as discussed in FIG. 9.
- FiCL 6 A depicts an aperture 66 in a bottom portion 60a of the base 60.
- a polymer membrane 68 covers a substantial portion of the aperture ⁇ a.
- the polymer membrane 68 is sandwiched between a pair of electrodes over the opposing major surfaces of the polymer membrane 68,
- a pair of wires (not shown), for example, are attached to the electrodes of the polymer 68,
- Bosses are provided in the base 60 to elevate a circuit board above the plane of the bottom of the base 60 to provide clearance for wires, that couple to the electrodes OB the polymer membrane 68.
- the polymer membrane 68 is disposed through a cavity 65 in the bottom of the base 60, such that the polymer membrane 68 rests within but is not interfered with by sides of the base 60 that form cavity 65, The cavity can be eliminated.
- a foam type material can occupy the cavity, e.g., the cavity can be filled with another material, e.g., an acoustic foam material
- the polymer membrane 68 has a major surface that is contacted by the double-sided adhesive tape 61 on what will be the outside of the base 60, as shown in FlG, 6C, and a second maj ⁇ r surface that is within the transducer.
- the adhesive layer 61 is provided on the bottom of the base and over the outside surface of the polymer membrane 68. In genera!, the adhesive layer contacts the polymer membrane 68 on the outside, major surface, thus securing the polymer membrane 68 into the transducer.
- the adhesive 69 is provided as a double-sided adhesive medical-grade tape of a 4.5 mil double coated polyester tape, coated on both sides with a hypoallergenie,
- This tape is ethylene oxide, gamma and autoclave process tolerant.
- One suitable product is Tape No. 987? from 3M Corporation Minneapolis MN.
- Other adhesive tapes and adhesives could be used.
- an acoustic match is provided by a gei that is applied on the maternal abdomen.
- the operator covers a region of the abdomen with the gel (a slippery, non-sticky clear gel) and moves the ultrasonic sensor around the area to scan the area.
- the conventional ultrasonic sensor can be affixed with a belt that is worn around the woman.
- the adhesive tape 61 secures the polymer membrane to the transducer !6a, holding one major surface of the polymer, e.g., the outer surface of the polymer, while permitting the other major surface of the polymer 68 to be free to vibrate in the cavity 65 of the transducer.
- the adhesive tape 61 panicles acoustic coupling between the polymer 68 and the maternal abdomen, hi some embodiments, .material cars be interposed between the tape and the polymer membrane for additional acoustic impedance matching.
- the tape 69 provides acoustic impedance matching, while securing the polymer 68 to the transducer 16c mid also securing the transducer 16c to the abdomen of the patient.
- a snap member 71 is disposed on an inner portion of the sidevvaU of the base member 60, to fasten a dome cap member 74 (FIGS. /A-7D) to the base member 60.
- a dome cap member 74 FIGS. /A-7D
- five additional snap members are disposed about the base, adjacent to the bosses, as denoted by "S,”
- FIG. 6E shows a side view of the base member 60 from a side opposing the slot 69.
- FIGS. 7A-7D collectively FIG. 7, the dome cap member 80 is illustrated.
- the dome cap 80 has a generally convex outer surface, as depicted in FIG. 7A.
- the dome cap member supports a set of binding posts 82 that align with the base member 80 (FIG, 6 ⁇ to secure the circuit board (not shown) inside the dome cap 80 and urge the circuit board against the bosses 64 on the base member 60, as depicted in FIG. 7C.
- the dome cap SO has a generally convex outer surface to increase the mechanical integrity of the transducer housing.
- FIGS, ?C and ID depict details of the snap receptacle member 84 to secure the dome 80 to Um base (SO, Other fastening arrangements are possible including gluing, screw fastening, welding and so forth.
- the base 60 and the dome 80 are comprised of a generally translucent material.
- One type of material for the dome 80 and base 60 is ⁇ BS, especially medically approved ABS, ABS is aplastic, especially any of a class of plastics based on acryionitrile-bistadienc- styrcrse copolymers. ABS has sufficient strength to support the weight of a pregnant women should she roll over onto the transducer, is medically approved, and is translucent. Other types of materials, especially plastics having sufficient strength and preferably translucence or transparency could be used.
- an optical type of indicator such as a light emitting diode (LED) can be coupled to the circuitry inside the device.
- a translucent (or transparent) plastic an optical type of indicator, such as a light emitting diode (LED) can be coupled to the circuitry inside the device.
- LED light emitting diode
- One or a series of LE D" s CM be used to indicate status and health of the transducer, as discussed below.
- the LELTs could also be outside of ⁇ r mounted into the base or dome the device.
- the assembled transducer 16c is illustrated with the base member 60 secured in place to the dome cap 8(L with the polymer membrane 68 exposed on the bottom with the adjacent cavity 66.
- the base member 60' has a aperture 66' that is in a generally "Y" shape, e.g., with three rectangular aperture regions converging together, in which are disposed three (3) polymer membranes 68a ⁇ 68c.
- the membranes 68a-6Sc improve sensitivity and can be electrically coupled in series to increase the overall voltage produced from the patient or hi parallel to increase the amount of charge and hence reduce the input impedance for the high impedance amplifier.
- the polymer membrane 68 or 68a-68e can be comprised of any suitable polymer material that exhibits piezoelectric properties.
- Certain polymer and copolymer materials such as poiyvinyidene fluoride (PVDF) have long repeating chains of ' 4 CHj ⁇ CH 2 " molecules thai when "orientated” provide a crystalline structure and a net polarization.
- PVDF poiyvinyidene fluoride
- Such a sheet of orientated material disposed between a pair of electrodes for example, can detect mechanical energy by producing a net charge or produce mechanical energy by application of charge.
- Films can be obtained from Measurement Specialties Inc. Valley Forge PA as pail No. SDT! -028k. which is equivalent to DT1-O28k whose properties are in the table below, but without a protective urethane coating.
- This is a 028 micron thick polymer sheet with Silver ink electrodes although NiCu-alloys could be used.
- Leads can be placed on separately or can be provided by the manufacturer. Leads can be attached by compressive clamping, crimps, eyelets, conductive epoxy or low temperature solders and so forth.
- A-E are in millimeters (mm)
- F is capacitance (nf) ⁇ ano farads
- a and C are the width and length of the film
- B and D arc the width and length of the electrode
- E is the thickness of the PVDF polymer.
- Other thickness, .sizes and types of piezoelectric PYDF polymer could be used,
- the transducer l ⁇ a for measurement of audible spectrum sound waves from the maternal heart can be constructed in a similar manner.
- This button will be attached to the epidermis, e.g. the precordium, and will sense acoustic waves and send the signal to the interface 36 for processing.
- the preeordiwm is the externa! surface of the body overlying the heart and stomach, typically, in the case of a pregnant woman, under the left breast ofthe patient,
- a tocodynamometcr (TOCO) transducer 16b for measurement of maternal uterine contractions is also constructed in a similar manner.
- the tocodyuamomeier (TOCX)) transducer 16b like the other transducers is a self-powered device, at bast m wireless applications.
- the toeodynarnor ⁇ eter (TOCX)) transducer 16b is a small self-adhering device that detects contractions ofthe .muscles ofthe pregnant woman's uterus by sensing tightening of the maternal epidermis in the vicinity ofthe uterus.
- Transducer 16b is similar in construction to the transducers 16a and 16c, and is coupled to the rnorsiior, via one ofthe input channels.
- the signal rr ⁇ ra the transducer 16b is processed to provide a measure of the rate of contractions of the uterus.
- the TOCO transducer 16b is a conventional strain gauge, which docs not require the acoustic equipment of the heart beat monitor.
- transducers 16a and 16c comprise a transducer system for capturing acoustic energy that can include the fetal heart signal and with the analysis described in FIGS. 4 and 5 can produce an audible and acoustic signal of the fetal heart from which the fetal condition can be ascertained.
- the transducer 16a and 16b provide a transducer system that provides signals that when processed provide an indication of the labor status of the pregnant woman, e.g., hem rate and rate of uterine contractions.
- the sci of transducers 16a ⁇ 16e provides minimal discomfort to the pre&nanl woman, complete transparency with regard to the currently employed delivery room ietal monitoring techniques, and minimal and virtually no interference with emergency surgical procedures such as emergency cesarean section, especially with the wireless embodiments.
- the wireless communication employed is low-power radio-frequency (RF) signals in compliance with FCC regulations posing no risk (according to contemporary medicals views) to the pregnant woman, the infant, or any technicians and clinicians.
- RF radio-frequency
- One preferred wireless technology employed is low power, Bluetooth'® (Bluetooth® SiG, tec.) wireless technology approved for medical applications.
- circuitry 100 cm the circuit board housed m the transducer 16c ss shown.
- the circuitry 100 includes a high impedance amplifier 102 that interfaces to wires from the electrodes on the polymer membrane 68, as well as a batten' 104 and a transmitter device 106 (or a analogy driver circuit (not shown) i f the transducer 16c is coupled to the monitor 12 via wires.
- antenna element 10S here a d ⁇ ole antenna internal to the transducer
- An on-chip antenna device may also be used, Other techniques could be used such as infrared or optical hi a wired implementation, power to the devices could be delivered via wires that attached to the transducer, whereas in the wireless implementation power is provided by a small battery, as shown in FIG. 10.
- each transducer includes a unique device identifier code ! 05,
- each transducer l ⁇ a-16c when powered up would first be registered with the monitor 12, e.g., a procedure that stores in the monitor 12 the unique identifier of the transducer that the monitor is Wireless coupled to.
- the transducer Each time the transducer sends data to the raomtor, the transducer includes the transducer identifier, so that the monitor would be certain thai it is processing data from tfie correct transducer, registered for feat monitor, and not irons transducers registered with a different monitor and on a different patient.
- the circuitry also includes LEDS, here three being shown that light up to indicate various statuses of the transducer.
- LEDS here three being shown that light up to indicate various statuses of the transducer.
- the three LEDS one red, one yellow ami one green, can be used to indicate the statuses ot respectively, “failure”, e.g., of a battery, as shown or by failing to receive any output signal from the transmitter; "ready but not registered” by sensing a signal from the transmitter, which would be in that case a transceiver, which would receive a signal back Iror ⁇ the .monitor indicating that it is registered with the monitor; and “working” by sensing the output the transmitter.
- the 1.,EDs can sense outputs from the amplifier.
- the high impedance amplifier 102 is used to interface with the polymer sheet 68. Since the polymer sheet 68 is eapacitive in nature, a high input impedance amplifier is used to amplify the voltage potential generated across the polymer sheet prior to transmission (either wireiessly or with wires) to the monitor, The high impedance amplifier 102 has components to set the operating point of the high impedance amplifier 102.
- the high impedance amplifier 102 includes an operational amplifier 104 having differential inputs one of which receives a portion of the output signal fed back to the inverting input --1NA of the amplifier 104. The signal from the sheet 68 is fed to the non-inverting input -HlNA.
- pitch processing block 52 details of the pitch processing block 52 are shown. From the difference block, 5Id (FlCl 5 ⁇ the signal is fed to pitch track analyzer 12Cx a switch 122, a principal component analysis (PCA) generator 124 and a spacing coefficient, generator 126.
- PCA principal component analysis
- PCA Principal component analysis
- the pitch track analyzer 120 determines the pitch periods of the input waveform.
- the signal switch 122 routes the signal to the S 5 CA generator 124 during ars initial calibration period, FCA generator 124 calculates the principal components for the initial pitch period received.
- PCA Generator 124 sends the first, e.g., 6 principal components for storage 130 au ⁇ /or further processing.
- switch 122 routes the signal from the difference block to coefficient generator 126, which generates coefficients lor each subsequent pitch period. Instead of sending the principal components, only the coefficients are sent, thus reducing the number of bits.
- Switch 16 includes a mechanism that determines if the coefficients being used are valid. Coefficients deviating from the original coefficients by more than a predetermined value are rejected and new principal components and hence new coefficients are determined.
- the pitch track analyzer 120 determines the pitch periods of the input waveform.
- the pitch track analyzer 120 determines trends m the slight changes that .modify a waveform across its pitch; periods including quasi -periodic waveforms like heartbeat signals. !n order to analyze the changes that occur from one pitch period to the next a waveform is divided into its pitch periods using pitch tracking process 53 (FICI 13).
- a pitch tracking process 121 receives 121 a an input waveform 75 (FIG. 14A) from difference block 51c to determine the pitch periods.
- a fetal heartbeat still has a pattern that repeats for the duration of the input waveform 75.
- each iteration of the pattern, or "pitch period" e.g., PP;
- PP PP
- PPo and PP adjacent pitch periods
- pitch tracking analyzer 120 designates 121b a standard vector (time) length, V L » After pitch tracking process 12! executes, the pitch tracking analyzer 120 chooses the vector length to be the average pitch period length plus a constant, e.g., 40 sampling points. This allows for an average buffer of 20 sampling points on either side of a vector. The result is that ail vectors are a uniform length and can be considered members of the same vector space.
- Fitch tracking process 121 also designates 121 c a buffer (time) length, B; . ., which serves as an offset and allows the vectors of those pitch periods thai are shorter than the vector length to run over and include sampling points from the next pitch period, As a result, each vector returned has a buffer region of extra information al the end.
- This larger sample window allows for more accurate principal component calculations (discussed below), hi the interest of storage reduction, the buffer length may be kept to between H) and 20 sampling points (vector elements) beyond the length of the longest pitch period in the waveform,
- a vector length thai includes 120 sample points ami an offset that includes 20 sampling units can provide optimum results.
- PUch tracking process 121 relies on the knowledge of the prior period duration, and does not determine the duration of the first period in a sample directly. Therefore, pitch [racking process V21 determines I2U1 an initial period length value by finding a real "eepstmm" of the first few pitch periods of the heartbeat signal to determine the frequency of the signal.
- a cepstrum is an anagram of the word "spectrum * and is a mathematical function that is the inverse Fourier transform of the logarithm of the power spectrum of a signal.
- the c ⁇ pstrum method is a standard method for estimating the iirackrnemal frequency (and therefore period length) of a signal with fluctuating pitch.
- a pitch period can begin at any point along a waveform, provided it ends at a corresponding point.
- Pitch tracking process 121 considers the starting point of each pitch period to be the primary peak or highest peak of the pitch period.
- Pitch tracking process 121 determines 121 e the first primary peak 77.
- Pitch tracking process 111 determines a single peak by taking the input waveform, sampling the input waveform, taking the slope between each sample point and taking the point sampling point closest to mo.
- Pitch tracking process 121 searches several peaks within an expectation range and Lakes the peak with the largest magnitude as the subsequent primary peak 77.
- Pitch tracking process 121 adds 121 f the prior pitch period to ihe primary peak.
- Pitch tracking process 12] determines 12 Ig a second primary peak 81 locating a maximum peak from a series of peaks 79 centered a time period, P, (equal to the prior pitch period, PPQ) from the first primary peak 77.
- the second primary peak is determined by analyzing three peaks before or three peaks after the prior pitch period ir ⁇ m fee primary peak and designating the largest peak, of those peaks as the second peak 82.
- Process 121 vectorizes the pitch period.
- Pilch tracking processor 120 makes .!2Ij the see ⁇ iid primary peak the first primary peak of the next pitch period and recursively executes, e.g., back to 1.2 If, returning a set of vectors. That is, pitch tracking process 120 designates 12 Ij the second primary peak as the first primary peal' of the subsequent pitch period and reiterates (12 If)-(12. Ij).
- Each set of vectors corresponds to a vectorized pitch period of the waveform
- a pitch pe ⁇ od is vectorized by sampling the waveform over that period, and assigning the .
- Each of these vectors is considered a point in the space ⁇ & ' ⁇
- FKl 14B shows an illustrative sampled waveform of a pitch period.
- the pitch period includes 82 sampling points (denoted by the dots lying cm the waveform) and thus when the pitch period is vectorized, the pitch period can be represented as a single point in mi 82 (or higher) "dimensional space.
- pitch tracking processor 120 identifies the beginning point and ending point of each pitch period. Pitch tracking processor 120 also accounts for the variation of time between pitch periods. This temporal variance occurs over relatively long periods of time and thus there are no radical changes in pitch period length from one pitch period to the next. This allows pitch tracking process 62 to operate recursi VeIy 5 using the length of the prior period a.s an input to determine the duration of the next.
- Fitch tracking processor IZQ can be stated as the following recursive function
- the function J ⁇ p.p ' operates on pairs of consecutive peaks p m ⁇ p ' in a waveform, recurring to its previous value (the duration of the previous pitch period) until it finds the peak whose location in the waveform corresponds best to that of the first peak in the waveform.
- This peak becomes the first peak in the next pitch period, hi the notation used here, the letter p subscripted, respectively, by "prev,” “Ww,” “ «etf” and "#,” denote lhe previous, the current peak being examined, the next peak being examined, and the first peak in the pilch period respectively.
- the value “5 " denotes the time duration of the prior pitch period
- d(p,p ') denotes the duration between the peaks/; and p '.
- Principal component analysis is a method of calculating an orthogonal, basis for a given set. of data points that defines a space in which any variations in the data arc completely uncorreiatcd.
- PCA can be used as a compression technique to store pitch periods from the pitch tracking processor for detailed analysis.
- the symbol "$ "" is defined by a set of 0 coordinate axes, each describing a dimension or a potential for variation m the data. Thus, n coordinates are required to describe the position of any point.
- Each coordinate is a scaling coefficient along the corresponding axis, indicating the amount of variation along that axis that the point, possesses.
- PCA An advantage of PCA is that a trend appearing to spars multiple dimensions in 31 ' ' ' can be decomposed into its "principal components," i.e.. the set of eigen-axes that most naturally describe the underlying data.
- PCA it is possible to effectively reduce the number of dimensions.
- the total amount of inibrraation required to describe a data set is reduced by using a single axis to express several correlated variations.
- FIG. ⁇ A shows a graph of data points in 3-dimensions.
- the data ii ⁇ F(G, 6B are grouped together forming trends.
- FIG 6B shows the principal components of the data in FIG. ⁇ A.
- FIG. 6C shows the data redrawn in the space determined by the orthogonal principal components.
- the dimensionality of the data was not reduced because of the low-dimensionality of the original data.
- removing the trends in the data reduces the data's dimensionality by a factor of between 20 and 30 in routine speech applications.
- the purpose of using PCA in this method of compressing speech is to describe the trends in the pitch-periods and to reduce the amount of data required to describe speech waveforms.
- principal components process 124 determines (S.52 ⁇ the number of pitch periods generated from pitch tracking process 121. Principal components process 124 generates (154) a correlation matrix.
- XY * can therefore be interpreted as an array of correlation values between the entries m the sets of vectors arranged in X and Y.
- XX r is an "autocorrelation matrix," in which each entry
- the eigenvectors of this matrix therefore define a set of axes in " corresponding Io the correlations between the vectors in X.
- the eigen-basis is the .most natural basis in which to represent the data, because its orthogonality implies that coordinates along different axes are uneorrelated, and therefore represent variation of different characteristics in tlie underlying data,
- Principal components process 124 determines (156) the principal components from the eigenvalue associated with each eigenvector. Each eigenvalue measures the relative importance of the different characteristics in the underlying data. Process 124 sorts (158) the eigenvectors in order of decreasing eigenvalue, in order to select the several most important eige ⁇ -axes or '"principal components" of the data.
- Principal components process 124 determines ⁇ 160) the coefficients for each pitch period.
- the coordinates of each pitch period in the new space are defined by the principal components. These coordinates correspond to a projection of each pilch period onto the principal components.
- any pitch period can be described by scaling each principal component axis by the corresponding coefficient for the given pitch period, followed by performing a summation of these sealed vectors.
- the projections of each vectorized pitch period onto the principal components are obtained by vector inner products:
- the vectors x and x' denote a vectorized pitch period in its initial and PCA representations, respectively.
- the vectors e t - are the ith principal components, and the inner product e ⁇ x is the scaling factor associated with the ith principal component. Therefore, if any pitch period can be described simply by the scaling and summing the principal components of the given set of pitch periods, then the principal components and the coordinates of each period in the new space are ail that is .needed to rcconst.ru.et any pitch period and thus the principal components and coefficients axe the compressed form of the original heartbeat signal, In order to reconstruct any pitch period of/? sampling points, n principal components arc necessary.
- the principal components are the eigenvectors of the matrix SS', where the /til row of the matrix S is the vectorized Hh pitch period in a waveform
- the first 5 percent of the principal components can be used to reconstruct the data and provide greater than 9? percent accuracy.
- This is a general property of quasi-periodic data.
- the present method can be used to find patterns that underlie quasi-periodic data, while providing a concise technique to represent such data.
- the dimensionality of the pitch periods is greatly reduced. Because of the patterns that underlie the quasi-periodicity, the number of orthogonal vectors required to closely approximate any waveform is much smaller than is apparently necessary to record the waveform verbatim.
- the invention ears be implemented in digital electronic circuitry, or in computer hardware, firmware, software, or in combinations thereof
- Apparatus of the invention can be implemented in a computer program product tangibly embodied m a machine-readable storage device for execution by a programmable processor; and method aciions cm be performed by a programmable processor executing a program of instructions to peribrra functions of the invention by operating on input data and generating output.
- the invention can be implemented advantageously in one or more computer programs that are executable on a programmable system including at least one programmable processor coupled to receive data and instructions from, and to transmit data and instructions to, a data storage system, at least one input device, and at least on ⁇ ? output device.
- Each computer program can be implemented in a high-level procedural or object oriented programming language, or in assembly or machine language if desired; and in any case, the language can be a compiled or interpreted language.
- Suitable processors include, by way of example, both general and special purpose microprocessors. Generally, a processor will receive instructions and data from a read-only memory and/or a random access memory.
- a computer will include one or more mass storage devices for storing data files: such devices include magnetic disks, such as internal hard disks and removable disks; magneto-optkai disks; and optical disks.
- Storage devices suitable for tangibly embodying computer program instructions and data include all forms of non- volatile memory, including by way of example semiconductor memory devices, such as EPROM, EEPRON-I, and flash memory devices; magnetic disks such as internal hard disks and removable disks; magneto-optical disks; and CD ROM disks. Any of the foregoing can be supplemented by. or incorporated in. ASICs ⁇ application-specific integrated circuits).
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Priority Applications (4)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
EP07761662A EP2019618A4 (en) | 2006-05-02 | 2007-05-01 | Passive phonography heart monitor |
CA002650959A CA2650959A1 (en) | 2006-05-02 | 2007-05-01 | Passive phonography heart monitor |
AU2007248156A AU2007248156B2 (en) | 2006-05-02 | 2007-05-01 | Passive phonography heart monitor |
IL195047A IL195047A0 (en) | 2006-05-02 | 2008-11-02 | Passive phonography heart monitor |
Applications Claiming Priority (8)
Application Number | Priority Date | Filing Date | Title |
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US11/417,038 | 2006-05-02 | ||
US11/416,885 US7593765B2 (en) | 2006-05-02 | 2006-05-02 | Fetal heart monitoring |
US11/417,315 US20070276251A1 (en) | 2006-05-02 | 2006-05-02 | Transducers with acoustic impedance matching for passive cardio monitoring |
US11/416,539 US7539534B2 (en) | 2006-05-02 | 2006-05-02 | Configuration for phonography cardio heart monitoring |
US11/416,539 | 2006-05-02 | ||
US11/417,315 | 2006-05-02 | ||
US11/417,038 US7818050B2 (en) | 2006-05-02 | 2006-05-02 | Passive phonography heart monitor |
US11/416,885 | 2006-05-02 |
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WO2007130958A2 true WO2007130958A2 (en) | 2007-11-15 |
WO2007130958A3 WO2007130958A3 (en) | 2008-09-04 |
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PCT/US2007/067906 WO2007130958A2 (en) | 2006-05-02 | 2007-05-01 | Passive phonography heart monitor |
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EP (1) | EP2019618A4 (en) |
AU (1) | AU2007248156B2 (en) |
CA (1) | CA2650959A1 (en) |
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WO (1) | WO2007130958A2 (en) |
Cited By (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2009073123A1 (en) * | 2007-11-28 | 2009-06-11 | Regents Of The University Of Minnesota | A miniaturized, dermal-adhesive-based device for position-independent, non-invasive fetal monitoring |
WO2010032206A1 (en) * | 2008-09-18 | 2010-03-25 | Freeplay Energy India Limited | Medical diagnostics system |
WO2011137930A1 (en) * | 2010-05-04 | 2011-11-10 | Siemens Aktiengesellschaft | A portable device for fetal heart rate monitoring and a system thereof |
EP2496143A4 (en) * | 2009-11-04 | 2014-08-20 | Glaxo Group Ltd | Heart rate monitor |
WO2015117049A3 (en) * | 2014-01-31 | 2015-09-24 | Cline Benjamin Kahn | Devices and methods for monitoring pregnancy |
WO2016144200A1 (en) * | 2015-03-10 | 2016-09-15 | Techprotekt J.Szymanowska Spolka Komandytowa | 1maternal and foetal recorder to collect and analyse data as well as the method for collection and analysis of data with the use of maternal and foetal recorder |
US9764120B2 (en) | 2015-01-10 | 2017-09-19 | Nine Medical, Inc. | Methods and devices to prevent premature birth |
WO2018046674A1 (en) * | 2016-09-08 | 2018-03-15 | Koninklijke Philips N.V. | A fetal size monitoring system and method |
US12303425B2 (en) | 2018-12-28 | 2025-05-20 | Nine Medical, Inc. | Methods and devices to prevent premature birth, stillbirth, miscarriage, infection, or pregnancy |
Families Citing this family (1)
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CN106137255A (en) * | 2016-07-21 | 2016-11-23 | 深圳大学 | A Bluetooth-based full-digital Doppler fetal heart rate wireless probe and detection method |
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US3348535A (en) * | 1964-12-04 | 1967-10-24 | Gregg David Paul | Parturitive phone |
US4781200A (en) * | 1985-10-04 | 1988-11-01 | Baker Donald A | Ambulatory non-invasive automatic fetal monitoring system |
US5140992A (en) * | 1990-07-16 | 1992-08-25 | The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration | Passive fetal monitoring sensor |
AUPM964094A0 (en) * | 1994-11-24 | 1994-12-15 | Sullivan, C.E. | Biophysical foetal monitor |
US5827198A (en) * | 1996-11-21 | 1998-10-27 | Flowscan, Inc. | Low-cost, disposable, polymer-based, differential output flexure sensor and method of fabricating same |
US5807271A (en) * | 1997-04-14 | 1998-09-15 | Tayebi; Sean | Fetal heartbeat and uterine contraction |
US6115624A (en) * | 1997-07-30 | 2000-09-05 | Genesis Technologies, Inc. | Multiparameter fetal monitoring device |
US6751498B1 (en) * | 1999-03-15 | 2004-06-15 | The Johns Hopkins University | Apparatus and method for non-invasive, passive fetal heart monitoring |
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- 2007-05-01 AU AU2007248156A patent/AU2007248156B2/en not_active Ceased
- 2007-05-01 CA CA002650959A patent/CA2650959A1/en not_active Abandoned
- 2007-05-01 WO PCT/US2007/067906 patent/WO2007130958A2/en active Application Filing
- 2007-05-01 EP EP07761662A patent/EP2019618A4/en not_active Withdrawn
-
2008
- 2008-11-02 IL IL195047A patent/IL195047A0/en unknown
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Cited By (13)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2009073123A1 (en) * | 2007-11-28 | 2009-06-11 | Regents Of The University Of Minnesota | A miniaturized, dermal-adhesive-based device for position-independent, non-invasive fetal monitoring |
WO2010032206A1 (en) * | 2008-09-18 | 2010-03-25 | Freeplay Energy India Limited | Medical diagnostics system |
EP2496143A4 (en) * | 2009-11-04 | 2014-08-20 | Glaxo Group Ltd | Heart rate monitor |
WO2011137930A1 (en) * | 2010-05-04 | 2011-11-10 | Siemens Aktiengesellschaft | A portable device for fetal heart rate monitoring and a system thereof |
WO2015117049A3 (en) * | 2014-01-31 | 2015-09-24 | Cline Benjamin Kahn | Devices and methods for monitoring pregnancy |
US9764120B2 (en) | 2015-01-10 | 2017-09-19 | Nine Medical, Inc. | Methods and devices to prevent premature birth |
US10773062B2 (en) | 2015-01-10 | 2020-09-15 | Nine Medical, Inc. | Methods and devices to prevent premature birth |
US11819648B2 (en) | 2015-01-10 | 2023-11-21 | Nine Medical, Inc. | Methods and devices to prevent premature birth |
US12233228B2 (en) | 2015-01-10 | 2025-02-25 | Nine Medical, Inc. | Methods and devices to prevent premature birth |
WO2016144200A1 (en) * | 2015-03-10 | 2016-09-15 | Techprotekt J.Szymanowska Spolka Komandytowa | 1maternal and foetal recorder to collect and analyse data as well as the method for collection and analysis of data with the use of maternal and foetal recorder |
WO2018046674A1 (en) * | 2016-09-08 | 2018-03-15 | Koninklijke Philips N.V. | A fetal size monitoring system and method |
US11172872B2 (en) | 2016-09-08 | 2021-11-16 | Koninklijke Philips N.V. | Fetal size monitoring system and method |
US12303425B2 (en) | 2018-12-28 | 2025-05-20 | Nine Medical, Inc. | Methods and devices to prevent premature birth, stillbirth, miscarriage, infection, or pregnancy |
Also Published As
Publication number | Publication date |
---|---|
AU2007248156A1 (en) | 2007-11-15 |
EP2019618A2 (en) | 2009-02-04 |
CA2650959A1 (en) | 2007-11-15 |
WO2007130958A3 (en) | 2008-09-04 |
IL195047A0 (en) | 2009-08-03 |
EP2019618A4 (en) | 2012-06-27 |
AU2007248156B2 (en) | 2011-05-26 |
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