Baseline correction and extraction of heartbeat profiles
A device may determine end-of-phase information for a plurality of wavelength channels of photoplethysmography (PPG) data. The device may calculate a set of baseline correction points for each wavelength channel of the plurality of wavelength channels. The set of baseline correction points may be calculated based on end-of-phase information for a wavelength channel of the plurality of wavelength channels and PPG data associated with the wavelength channel. The device may perform a baseline correction for each wavelength channel of the plurality of wavelength channels. A baseline correction may be performed for the wavelength channel based on the set of baseline correction points associated with the wavelength channel and the PPG data associated with the wavelength channel. The device may generate a baseline corrected heartbeat profile using a principal component analysis of a result of baseline correcting each wavelength channel of the plurality of wavelength channels.
1. A method, comprising:
determining, by a device, end-of-phase information for a plurality of wavelength channels of photoplethysmography (PPG) data;
calculating, by the device, a set of baseline correction points for each wavelength channel of the plurality of wavelength channels,
wherein a set of baseline correction points is calculated based on end-of-phase information for a wavelength channel of the plurality of wavelength channels and PPG data associated with the wavelength channel;
performing, by the device, a baseline correction for each wavelength channel of the plurality of wavelength channels,
wherein a baseline correction is performed for the wavelength channel based on the set of baseline correction points associated with the wavelength channel and the PPG associated with the wavelength channel; and
generating, by the device, a baseline corrected heartbeat profile using a principal component analysis of a result of baseline correcting each wavelength channel of the plurality of wavelength channels.
2. The method of claim 1 , further comprising:
calculating a set of baseline correction points for the baseline corrected heartbeat profile; and
performing, using the set of baseline correction points for the baseline corrected heartbeat profile, a baseline correction for the baseline corrected heartbeat profile.
3. The method of claim 1 , wherein the end-of-phase information includes end-of-negative-phase information, and the set of baseline correction points for each wavelength channel is a set of trough points for each wavelength channel.
4. The method of claim 1 , wherein the end-of-phase information includes end-of-positive-phase information, and the set of baseline correction points for each wavelength channel is a set of peak points for each wavelength channel.
5. The method of claim 1 , wherein the end-of-phase information includes end-of-positive-phase information for the plurality of wavelength channels and end-of-negative-phase information for the plurality of wavelength channels, and the set of baseline correction points for each wavelength channel is a set of centerline points for each wavelength channel,
wherein a set of centerline points for a wavelength channel of the plurality of wavelength channels is calculated based on a set of trough points associated with the wavelength channel and a set of peak points associated with the wavelength channel.
6. The method of claim 5 , wherein a set of centerline points for a wavelength channel of the plurality of wavelength channels includes:
a set of interpolated data points corresponding to exact crossing points of a centerline baseline and a PPG data curve, or
a set of PPG data points nearest to crossing points of a centerline baseline and a PPG data curve.
7. The method of claim 5 , wherein the set of centerline points for the wavelength channel is calculated based on:
removing all negative-to-positive crossings between a peak point, of the set of peak points, and a subsequent trough point of the set of trough points; and
removing all but a last negative-to-positive crossing between a trough point, of the set of trough points, and a subsequent peak point of the set of peak points.
8. The method of claim 1 , further comprising:
identifying a heartbeat cycle as a heartbeat cycle outlier based on baseline correcting each wavelength channel of the plurality of wavelength channels; and
removing the heartbeat cycle outlier prior to generating the baseline corrected heartbeat profile using the principal component analysis.
9. The method of claim 8 , wherein the heartbeat cycle is identified as a heartbeat cycle outlier based on determining that a period of the heartbeat cycle differs from a popular heartbeat cycle period by an amount that satisfies a threshold.
10. The method of claim 1 , further comprising:
normalizing the result of baseline correcting each wavelength channel of the plurality of wavelength channels prior to generating the baseline corrected heartbeat profile using the principal component analysis.
11. A device, comprising:
one or more memories; and
one or more processors communicatively coupled to the one or more memories, configured to:
determine end-of-phase information for a plurality of wavelength channels of photoplethysmography (PPG) data;
calculate a set of baseline correction points for each wavelength channel of the plurality of wavelength channels,
wherein a set of baseline correction points is calculated based on end-of-phase information for a wavelength channel of the plurality of wavelength channels and PPG data associated with the wavelength channel;
perform a baseline correction for each wavelength channel of the plurality of wavelength channels,
wherein a baseline correction is performed for the wavelength channel based on the set of baseline correction points associated with the wavelength channel and the PPG data associated with the wavelength channel; and
generate a baseline corrected heartbeat profile using a principal component analysis of a result of baseline correcting each wavelength channel of the plurality of wavelength channels.
12. The device of claim 11 , wherein the one or more processors are further configured to:
calculate a set of baseline correction points for the baseline corrected heartbeat profile; and
perform, using the set of baseline correction points for the baseline corrected heartbeat profile, a baseline correction for the baseline corrected heartbeat profile.
13. The device of claim 11 , wherein the end-of-phase information includes end-of-negative-phase information, and the set of baseline correction points for each wavelength channel is a set of trough points for each wavelength channel.
14. The device of claim 11 , wherein the end-of-phase information includes end-of-positive-phase information, and the set of baseline correction points for each wavelength channel is a set of peak points for each wavelength channel.
15. The device of claim 11 , wherein the end-of-phase information includes end-of-positive-phase information for the plurality of wavelength channels and end-of-negative-phase information for the plurality of wavelength channels, and the set of baseline correction points for each wavelength channel is a set of centerline points for each wavelength channel,
wherein a set of centerline points for a wavelength channel of the plurality of wavelength channels is calculated based on a set of trough points associated with the wavelength channel and a set of peak points associated with the wavelength channel.
16. The device of claim 15 , wherein a set of centerline points for a wavelength channel of the plurality of wavelength channels includes:
a set of interpolated data points corresponding to exact crossing points of a centerline baseline and a PPG data curve, or
a set of PPG data points nearest to crossing points of the centerline baseline and the PPG data curve.
17. The device of claim 15 , wherein the one or more processors are further configured to, prior to determining the set of centerline points for the wavelength channel:
remove all negative-to-positive crossings between a peak point, of the set of peak points, and a subsequent trough point of the set of trough points; and
remove all but a last negative-to-positive crossing between a trough point, of the set of trough points, and a subsequent peak point of the set of peak points.
18. The device of claim 11 , wherein the one or more processors are further configured to:
identify a heartbeat cycle as a heartbeat cycle outlier after baseline correcting each wavelength channel of the plurality of wavelength channels; and
remove the heartbeat cycle outlier prior to generating the baseline corrected heartbeat profile using the principal component analysis.
19. The device of claim 11 , wherein the one or more processors are further configured to:
normalize the result of baseline correcting each wavelength channel of the plurality of wavelength channels prior to generating the baseline corrected heartbeat profile using the principal component analysis.
20. A non-transitory computer-readable medium storing instructions, the instructions comprising:
one or more instructions that, when executed by one or more processors, cause the one or more processors to:
determine end-of-phase information for a plurality of wavelength channels of photoplethysmography (PPG) data;
calculate a set of baseline correction points for each wavelength channel of the plurality of wavelength channels,
wherein a set of baseline correction points is calculated based on end-of-phase information for a wavelength channel of the plurality of wavelength channels and PPG data associated with the wavelength channel;
perform a baseline correction for each wavelength channel of the plurality of wavelength channels,
wherein a baseline correction is performed for the wavelength channel based on the set of baseline correction points associated with the wavelength channel and the PPG data associated with the wavelength channel; and
generate a baseline corrected heartbeat profile using a principal component analysis of a result of baseline correcting each wavelength channel of the plurality of wavelength channels.