System and method for patient-ventilator synchronization/onset detection utilizing time-frequency analysis of EMG signals
A computer-implemented method for detecting onset of a spontaneous breath by a patient coupled to a ventilation system includes receiving, at a processor, an electromyography (EMG) signal from an EMG sensor disposed on the patient. The method also includes pre-conditioning, via the processor, the EMG signal to separate the EMG signal into a plurality of components having EMG information utilizing a set of bandpass filters. The method further includes individually analyzing, via the processor, each component of the plurality of components to detect an onset of the spontaneous breath by the patient. The method still further includes determining, via the processor, the onset of the spontaneous breath by the patient is occurring when at least two components of the plurality of components indicate the onset of the spontaneous breath by the patient.
1. A computer-implemented method for detecting onset of a spontaneous breath by a patient coupled to a ventilation system, comprising:
receiving, at a processor, an electromyography (EMG) signal from an EMG sensor disposed on the patient;
pre-conditioning, via the processor, the EMG signal to separate the EMG signal into a plurality of components having EMG information utilizing a set of bandpass filters;
individually analyzing, via the processor, each component of the plurality of components to detect an onset of the spontaneous breath by the patient;
determining, via the processor, the onset of the spontaneous breath by the patient is occurring when at least two components of the plurality of components indicate the onset of the spontaneous breath by the patient; and
providing, via the processor, a signal to trigger providing breathing support, via the ventilation system, to the patient when it is determined that the onset of the spontaneous breath is occurring to synchronize the breathing support with the onset of the spontaneous breath.
2. The method of claim 1 , comprising, prior to pre-conditioning the EMG signal, identifying, via the processor, components having EMG information in the plurality of components.
3. The method of claim 2 , wherein identifying the components having EMG information comprises correlating EMG activity in each component of the plurality of components with a breathing signature obtained from the patient.
4. The method of claim 2 , comprising selecting, via the processor, the set of bandpass filters to utilize in pre-conditioning from a filter bank based on the identified components.
5. The method of claim 2 , comprising computing, via the processor, a respective threshold for each component of the plurality of components to utilize in detecting the onset of the spontaneous breath.
6. The method of claim 5 , wherein individually analyzing each component of the plurality of components to detect the onset of the spontaneous breath by the patient comprises detecting an envelope for each component of the plurality of components and comparing the envelope for each component to its respective threshold.
7. The method of claim 1 , wherein pre-conditioning the EMG signal comprises identifying occurrences of ECG activity in the EMG signal for utilization in ignoring false triggers due to residual ECG activity in the analysis of each component of the plurality of components in detecting an onset of the spontaneous breath by the patient.
8. A ventilation system, comprising:
a memory encoding processor-executable routines;
a processor configured to access the memory and to execute the processor-executable routines, wherein the routines, when executed by the processor, cause the processor to:
receive an electromyography (EMG) signal from an EMG sensor disposed on the patient;
pre-condition the EMG signal to separate the EMG signal into a plurality of components having EMG information utilizing a set of bandpass filters;
individually analyze each component of the plurality of components to detect an onset of the spontaneous breath by the patient;
determine the onset of the spontaneous breath by the patient is occurring when at least two components of the plurality of components indicate the onset of the spontaneous breath by the patient; and
provide a signal to trigger providing breathing support, via the ventilation system, to the patient when it is determined that the onset of the spontaneous breath is occurring to synchronize the breathing support with the onset of the spontaneous breath.
9. The ventilation system of claim 8 , wherein pre-conditioning the EMG signal comprises identifying occurrences of ECG activity in the EMG signal for utilization in ignoring false triggers due to residual ECG activity in the analysis of each component of the plurality of components in detecting an onset of the spontaneous breath by the patient.
10. The ventilation system of claim 8 , wherein the routines, when executed by the processor, cause the processor to, prior to pre-conditioning the EMG signal, identify components having EMG information in the plurality of components.
11. The ventilation system of claim 10 , wherein identifying the components having EMG information comprises correlating EMG activity in each component of the plurality of components with a breathing signature obtained from the patient.
12. The ventilation system of claim 10 , wherein the routines, when executed by the processor, cause the processor to select the set of bandpass filters to utilize in pre-conditioning from a filter bank based on the identified components.
13. The ventilation system of claim 10 , wherein the routines, when executed by the processor, cause the processor to compute a respective threshold for each component of the plurality of components to utilize in detecting the onset of the spontaneous breath.
14. The ventilation system of claim 13 , wherein individually analyzing each component of the plurality of components to detect the onset of the spontaneous breath by the patient comprises detecting an envelope for each component of the plurality of components and comparing the envelope for each component to its respective threshold.
15. A non-transitory computer-readable medium, the computer-readable medium comprising processor-executable code that when executed by a processor, causes the processor to:
receive an electromyography (EMG) signal from an EMG sensor disposed on the patient;
pre-condition the EMG signal to separate the EMG signal into a plurality of components having EMG information utilizing a set of bandpass filters;
individually analyze each component of the plurality of components to detect an onset of the spontaneous breath by the patient;
determine the onset of the spontaneous breath by the patient is occurring when at least two components of the plurality of components indicate the onset of the spontaneous breath by the patient; and
provide a signal to trigger providing breathing support, via the ventilation system, to the patient when it is determined that the onset of the spontaneous breath is occurring to synchronize the breathing support with the onset of the spontaneous breath.
16. The non-transitory computer-readable medium of claim 15 , wherein the processor-executable code, when executed by the processor, cause the processor to, prior to pre-conditioning the EMG signal, identify components having EMG information in the plurality of components by correlating EMG activity in each component of the plurality of components with a breathing signature obtained from the patient.
17. The non-transitory computer-readable medium of claim 16 , wherein individually analyzing each component of the plurality of components to detect the onset of the spontaneous breath by the patient comprises detecting an envelope for each component of the plurality of components and comparing the envelope for each component to a respective threshold specific to each component.