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US20100076333A9 - Methods and apparatus for monitoring consciousness - Google Patents

Methods and apparatus for monitoring consciousness
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US20100076333A9
US20100076333A9US10/731,816US73181603AUS2010076333A9US 20100076333 A9US20100076333 A9US 20100076333A9US 73181603 AUS73181603 AUS 73181603AUS 2010076333 A9US2010076333 A9US 2010076333A9
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US7774052B2 (en
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David Burton
Eugene Zilberg
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Abstract

The systems of the present invention provide improved accuracy in monitoring, analysing, detecting, predicting and/or providing alerts and alarms associated with depth of anaesthesia, depth of consciousness, hypnotic state, sedation depth, fatigue or vigilance of a subject, with as few as 3 surface electrodes. The systems incorporate real-time phase, amplitude and frequency analysis of a subject's electro-encephalogram. The systems weight outputs of various types of analyses to produce an integrated analysis or display for precise indication or alert to users of the systems including anaesthetists, nurses and other medical personnel, transport drivers and machine workers. The systems weight the outputs of one or more analysis algorithms including combinations of simultaneous, real-time R&K analysis, AEP spectral analysis-SEF-MF, Bi-coherence analysis, initial wave analysis, auditory response, arousal analysis, body movement analysis, 95% spectral edge analysis and anaesthetic phase and spectral energy variance measurement in association with a subject's state of consciousness.

Description

Claims (55)

1. A method of monitoring consciousness of a sentient subject and automatically detecting whether the subject is in a transition from a conscious state to a less conscious state or vice versa, by reducing effects of frequency based changes in neurological data from the subject, said method comprising: (i) obtaining an EEG signal from the subject; (ii) performing a frequency based analysis of the EEG signal to obtain a frequency-based signal; (iii) performing a phase based analysis of the EEG signal to obtain a phase-based signal ; (iv) detecting by comparing the frequency based signal and the phase based signal whether the subject is in transition from said conscious state to said less conscious state or vice versa; and (v) providing a warning signal when said subject is in said transition to said conscious state.
6. A method of processing a non-stationary signal including segments having increasing and decreasing amplitude representing physiological characteristics of a sentient subject, said segments including portions in which said signal changes from increasing to decreasing amplitude or vice versa, said method comprising: (i) detecting each segment by determining time instants when a time derivative of said signal is substantially equal to zero; (ii) performing syntactic analysis for each segment including assigning height, width and error parameters; (iii) identifying noise segments present in said signal by comparing said width parameter to a preset threshold and said error parameter to said height parameter; (iv) removing said noise segments by replacing each identified noise segment with a substantially straight line; (v) sorting the remaining segments into a plurality of wavebands based on their width parameters; and (vi) classifying said signal as belonging to one of predefined sleep states based on relative frequency of occurrence of said segments in said wavebands.
9. An apparatus for processing a non-stationary signal including segments having increasing and decreasing amplitude representing physiological characteristics of a sentient subject, said segments including portions in which said signal changes from increasing to decreasing amplitude or vice versa, said apparatus comprising: (i) means for detecting each segment by determining time instants when a time derivative of said signal is substantially equal to zero; (ii) means for dividing said signal into said segments including data over three consecutive time instants when said time derivative is equal to zero; (iii) means for assigning to each segment, height, width and error parameters; (iv) means for identifying noise segments in said signal including means for comparing for each segment said width parameter to a preset threshold and said error parameter to said height parameter; (v) means for removing said noise segments including means for substituting a straight line connecting first and third time instants when the time derivative of said signal is substantially equal to zero and means for reassigning segments and their parameters after the substitution; (vi) means for sorting the remaining segments into a plurality of wave bands based on the value of their width parameter, each wave band being defined by upper and lower frequencies corresponding to lower and upper values for the width parameter respectively; and (vii) means for classifying a time interval of the signal data as belonging to one of predefined sleep states based on relative frequency of occurrence of said segments in said wave bands.
17. The apparatus according toclaim 9 including means for detecting and processing artefact patterns in said signal, including one or more of: means for detecting flat intervals in said signal; means for detecting intervals in said signal having a relatively sharp slope, being intervals in which variation in said signal exceeds a first threshold over a time interval equal to or shorter than a second threshold; means for detecting intervals in said signal having a relatively narrow peak, being intervals in which the width parameter is equal to or less than a third threshold and the height parameter is equal to or greater than a fourth threshold; and means for detecting other non-physiological pattern in said signal, being combinations of segments having a width and height of one, the segments in the combination being less than the respective total duration and signal variation of the combination by at least preset ratios.
18. The apparatus according toclaim 9 including means for detecting and processing wave patterns characterized by minimum amplitude and minimum and maximum durations, including: means for detecting a core interval of the wave pattern as a sequence of one or more segments which starts at a first time instant of a first segment when a time derivative of said signal is substantially equal to zero and ends at a second time instant of the last segment when a time derivative of said signal is substantially equal to zero, or starts at the second time instant of the first segment when the time derivative of said signal is substantially equal to zero and ends at a third time instant of the last segment when the time derivative of said signal is substantially equal to zero, with the total signal variation of at least the minimum amplitude, duration of at least a preset share of the minimum duration, less than the maximum duration and the maximum deviation from a monotonous change of at least a preset share of the total variation.
23. The apparatus according toclaim 9 including means for detecting periodic patterns with specified minimum and maximum frequencies, minimum amplitude and minimum number of waves including: means for selecting combinations of a specified number of segments; means or an assigning component for assigning for each combination, an average, minimum and maximum amplitude and an average, minimum and maximum period; means for testing if the average amplitude exceeds a specified minimum amplitude for a periodic pattern; means for testing if the maximum amplitude exceeds the minimum amplitude by not more than a specified ratio; means for testing if the frequency corresponding to the average period is equal to or greater than the minimum frequency of the periodic pattern and is equal to or less than the maximum frequency of the periodic pattern; means for testing if the maximum period for a combination of segments exceeds the minimum period by not more than a specified ratio; means for joining combinations of segments, which comply with the above criteria; and means for classifying a time interval of the signal data as belonging to one of predefined states on the basis of a comparison of the value of a weighted combination of durations of a plurality of wave bands, artefact patterns and wave patterns with a threshold which is set to a different value depending on the total relative duration of periodic patterns within the time interval.
24. The apparatus according toclaim 10 including means for classifying a time interval of the signal data as belonging to one of predefined states on the basis of a comparison of the value of a weighted combination of durations of a plurality of wave bands, artefact patterns and wave patterns with a decision boundary which is set to a different value depending on the total relative duration of periodic patterns within the time interval, if the difference between the value and the decision boundary is equal to or greater than a specified margin, or otherwise, on the basis of a comparison of this value with the respective value for the preceding or following time interval providing that that interval is already classified and the difference between the respective values is equal or less than the specified margin, or otherwise, if after subsequent passes through the data, an interval is still not resolved, on the basis of comparison of this value with a threshold which is set to a different value depending on the total relative duration of periodic patterns within the time interval.
35. Apparatus for processing a non-stationary signal including segments having increasing and decreasing amplitude representing physiological characteristics of a sentient subject, said segments including portions in which said signal changes from increasing to decreasing amplitude or vice versa, said apparatus including:
(i) a detector which detects each segment by determining time instants when a time derivative of said signal is substantially equal to zero;
(ii) a divider which dividing said signal into said segments including data over three consecutive time instants when said time derivative is equal to zero;
(iii) an assigning component which assigns to each segment, height, width and error parameters;
(iv) an identifier which identifies noise segments in said signal including a comparing component which compares which each segment said width parameter to a preset threshold and said error parameter to said height parameter;
(v) a removing component which removes said noise segments including a substituting component which substitutes a straight line connecting first and third time instants when the time derivative of said signal is substantially equal to zero and a reassigning component which reassigning segments and their parameters after the substitution;
(vi) a sorter which sorts the remaining segments into a plurality of wave bands based on the value of their width parameter, each wave band being defined by upper and lower frequencies corresponding to lower and upper values which the width parameter respectively; and
(vii) a classifier which classifies a time interval of the signal data as belonging to one of predefined sleep states based on relative frequency of occurrence of said segments in said wave bands.
39. The apparatus according toclaim 35 including a first detecting and processing component which detects and processes artefact patterns in said signal, including one or more of:
a second detector which detects flat intervals in said signal;
a third detector which detects intervals in said signal having a relatively sharp slope, being intervals in which variation in said signal exceeds a first threshold over a time interval equal to or shorter than a second threshold;
a fourth detector which detects intervals in said signal having a relatively narrow peak, being intervals in which the width parameter is equal to or less than a third threshold and the height parameter is equal to or greater than a fourth threshold; and
a fifth detector which detects other non-physiological pattern in said signal, being combinations of segments having a width and height of one, the segments in the combination being less than the respective total duration and signal variation of the combination by at least preset ratios.
40. The apparatus according toclaim 39 including a sixth detector and processing component which detects and processes wave patterns characterized by minimum amplitude and minimum and maximum durations, including:
a seventh detector which detects a core interval of the wave pattern as a sequence of one or more segments which starts at a first time instant of a first segment when a time derivative of said signal is substantially equal to zero and ends at a second time instant of the last segment when a time derivative of said signal is substantially equal to zero, or starts at the second time instant of the first segment when the time derivative of said signal is substantially equal to zero and ends at a third time instant of the last segment when the time derivative of said signal is substantially equal to zero, with the total signal variation of at least the minimum amplitude, duration of at least a preset share of the minimum duration, less than the maximum duration and the maximum deviation from a monotonous change of at least a preset share of the total variation.
44. The apparatus according toclaim 42 including a tenth detector which detects periodic patterns with specified minimum and maximum frequencies, minimum amplitude and minimum number of waves including:
a selecting component which selects combinations of a specified number of segments;
an assigning component which assigning for each combination, an average, minimum and maximum amplitude and an average, minimum and maximum period;
a first testing component which tests if the average amplitude exceeds a specified minimum amplitude for a periodic pattern;
a second testing component which tests if the maximum amplitude exceeds the minimum amplitude by not more than a specified ratio;
a third testing component which tests if the frequency corresponding to the average period is equal to or greater than the minimum frequency of the periodic pattern and is equal to or less than the maximum frequency of the periodic pattern;
a fourth testing component which tests if the maximum period for a combination of segments exceeds the minimum period by not more than a specified ratio;
a joining component which joins combinations of segments, which comply with the above criteria; and
a first classifying component which classifies a time interval of the signal data as belonging to one of predefined states on the basis of a comparison of the value of a weighted combination of durations of a plurality of wave bands, artefact patterns and wave patterns with a threshold which is set to a different value depending on the total relative duration of periodic patterns within the time interval.
45. The apparatus according toclaim 44 including a second classifying component which classifies a time interval of the signal data as belonging to one of predefined states on the basis of a comparison of the value of a weighted combination of durations of a plurality of wave bands, artefact patterns and wave patterns with a decision boundary which is set to a different value depending on the total relative duration of periodic patterns within the time interval, if the difference between the value and the decision boundary is equal to or greater than a specified margin, or otherwise, on the basis of a comparison of this value with the respective value for the preceding or following time interval providing that that interval is already classified and the difference between the respective values is equal or less than the specified margin, or otherwise, if after subsequent passes through the data, an interval is still not resolved, on the basis of comparison of this value with a threshold which is set to a different value depending on the total relative duration of periodic patterns within the time interval.
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EP1989998B1 (en)2014-03-12
WO2002100267A9 (en)2004-02-19
EP1395176B1 (en)2008-10-15
US20040193068A1 (en)2004-09-30
US20110118619A1 (en)2011-05-19
JP2005506115A (en)2005-03-03
JP2010110631A (en)2010-05-20
RU2330607C2 (en)2008-08-10
EP1395176A1 (en)2004-03-10
KR20080096855A (en)2008-11-03
IL158826A0 (en)2004-05-12
JP5404366B2 (en)2014-01-29
JP4537703B2 (en)2010-09-08
CN100506147C (en)2009-07-01
CA2448806C (en)2011-10-18
EP1989998A3 (en)2012-05-23
KR20040047754A (en)2004-06-05
CN101401724A (en)2009-04-08
CA2448806A1 (en)2002-12-19
IL204642A (en)2011-02-28
US7774052B2 (en)2010-08-10
ATE410953T1 (en)2008-10-15
IL158826A (en)2010-11-30
RU2004100537A (en)2005-03-10
US20110125046A1 (en)2011-05-26
CN1538823A (en)2004-10-20
DE60229383D1 (en)2008-11-27
WO2002100267A1 (en)2002-12-19
EP1989998A2 (en)2008-11-12
EP1395176A4 (en)2005-06-15

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