Method and system for processing data from ambulatory physiological monitoring
View Patent ↗This invention provides methods and systems for the analysis of data returned from monitoring multiple physiological parameters of a subject, especially from ambulatory multiple parameter monitoring. The methods and systems remove motion artifacts from signals and separate multiple components of single signals due to two or more physiological systems or processes. Each output signal is are preferably free from motion artifacts and reflects primarily functioning of only a single physiological system or process.
1. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more of adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate.
2. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate,
wherein said one or more of said reference sensor signals comprise signals sensitive to subject motion activity.
3. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate,
wherein said one or more reference sensor signals are sensitive to said undesired physiological systems or processes.
4. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate,
wherein said one or more reference sensor signals comprise components correlating with said undesired components in said primary sensor signals.
5. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more processed reference sensor signals are sampled at a sampling rate, wherein said primary sensor signals and said one or more processed reference sensor signals are sampled at the same sampling rate; and
re-sampling one or more primary sensor signals at a sampling rate, wherein the one or more primary sensor signals are sampled at the same sampling rate.
6. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate; and
reducing an error signal, said error signal being a difference between said processed primary sensor signals and said processed reference sensor signals.
7. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate,
wherein said adaptively enhancing desired physiological components comprises joint processing with at least one of said one or more reference signals, wherein said at least one reference signal is sensitive to subject motion activity.
8. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate,
wherein said step of adaptively enhancing components sensitive to said desired physiological systems or processes comprises joint processing with a reference signal sensitive to said undesired other physiological systems or processes.
9. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate,
wherein said primary sensor signals comprise electrocardiograph (ECG) signals and said one or more reference signals comprise respiratory signals,
wherein said adaptively enhancing enhances respiratory components in a heart rate (HR) signal derived from said ECG signals, said enhanced signal comprising a high frequency heart rate variability (HF HRV) signal; and
generating a low frequency heart rate variability (LF HRV) signal comprising components in said HR signal other than said enhanced respiratory components.
10. A method for processing primary sensor signals monitored from a subject and arising from a plurality of sensors sensitive to a plurality of physiological systems or processes of the monitored subject, said method comprising:
adaptively enhancing desired physiological components relative to undesired artifact components in one or more of said primary sensor signals monitored from said subject during periods comprising unconstrained activity using an analysis computer to yield one or more adaptively enhanced sensor signals;
adaptively enhancing components sensitive to desired physiological systems or processes relative to components sensitive to other undesired physiological systems or processes in at least one of said one or more adaptively enhanced sensor signals using said analysis computer; and
processing said primary sensor signals jointly with one or more reference sensor signals, wherein said primary sensor signals and said one or more reference sensor signals are sampled at the same sampling rate,
wherein said primary sensor signals comprise electrocardiograph (ECG) signals and said one or more reference signals comprise respiratory signals,
wherein said step of adaptively enhancing enhances respiratory components in a heart rate (HR) signal derived from said ECG signals, said enhanced signal comprising a high frequency heart rate variability (HF HRV) signal;
generating a low frequency heart rate variability (LF HRV) signal comprising components in said HR signal other than said enhanced respiratory components; and
estimating one or more corrected QT intervals dependent on QT intervals measured in said ECG signals and on said LF HRV signal.