Method for collection of blood pressure measurement

1. A method of measuring blood pressure of a person, comprising:

obtaining a first cardiac waveform from an accelerometer, a second waveform from a photodetector, and a third waveform from a microphone near simultaneously, at a hand-held mobile device comprising the accelerometer, the microphone, and the photodetector, wherein:

the first cardiac waveform is obtained near the heart of the person using at least one axis of acceleration from the accelerometer, where the at least one axis of acceleration is selected based on the position of the hand-held mobile device relative to the coronal plane of the person; and

the second waveform is obtained at a finger of the person held near the heart of the person;

deriving, at one or more processors communicatively coupled to the device, a first data feature based on the first cardiac waveform, a second data feature based on the second waveform, and a third data feature based on the third waveform;

deriving, at the one or more processors, two time delays based on the first data feature, the second data feature, and the third data feature, wherein:

each of the two time delays is derived based on two of: the first data feature, the second data feature, and the third data feature;

deriving, at the one or more processors, a blood pressure measurement of the person based on the two time delays, the blood pressure measurement comprising a systolic blood pressure value and a diastolic blood pressure value; and

providing a user the blood pressure measurement of the person.

2. The method of claim 1 , wherein the first data feature comprises one of the following: a peak of the first cardiac waveform, a foot of the first cardiac waveform, a point of maximum slope of the first cardiac waveform, a point of minimum slope of the first cardiac waveform, a time to peak of the first cardiac waveform, a width of a peak, a peak of the first or second derivative of the first cardiac waveform, a foot of the first or second derivative of the first cardiac waveform, a point of maximum slope of the first or second derivative of the first cardiac waveform, and a point of minimum slope of the first or second derivative of the first cardiac waveform.

3. The method of claim 1 , wherein the first cardiac waveform is obtained near the heart of the person using only one axis of acceleration from the accelerometer.

4. The method of claim 1 , further comprising the step of synchronizing the first cardiac waveform and the second waveform with a time stamp.

5. The method of claim 1 , wherein one of the two time delays is derived from a cross-correlation between the first data feature and the second data feature.

6. The method of claim 1 , further comprising a step of adjusting the blood pressure measurement based on at least one of the following: an age, a gender, a height, a weight, an ethnicity, a BMI, an arm span, a health history, a health condition, a waist circumference, and an arterial distance between two physiological points of the person's body using the one or more processors.

7. A blood pressure monitoring system for measuring blood pressure of a person, comprising:

a hand-held mobile device comprising a housing, an accelerometer, a photodetector, a microphone, and one or more processors communicatively coupled to the device and configured to execute a software stored on a non-transient computer-readable memory, wherein the software is configured to:

activate the accelerometer and obtain a first cardiac waveform from the accelerometer near the heart of the person using at least one axis of acceleration from the accelerometer, where the at least one axis of acceleration is selected based on the position of the hand-held mobile device relative to the coronal plane of the person;

activate the photodetector and obtain a second waveform at a finger of the person held near the heart of the person;

activate the microphone and obtain a third waveform from the microphone;

synchronize the first cardiac waveform, the second waveform, and the third waveform by obtaining the first cardiac waveform, the second waveform, and the third waveform near simultaneously, wherein the first cardiac waveform comprises a first data feature, the second waveform comprises a second data feature, and the third waveform comprises a third data feature;

derive, at the one or more processors, a first time reference based on the first data feature;

derive, at the one or more processors, a second time reference based on the second data feature;

derive, at the one or more processors, a third time reference based on the third data feature;

derive, at the one or more processors, two time delays based on the first, second, and third time references, wherein:

each of the two time delays is derived based on two of: the first time reference, the second time reference, and the third time reference;

derive, at the one or more processors, a blood pressure measurement of the person based on the two time delays, the blood pressure measurement comprising a systolic blood pressure value and a diastolic blood pressure value; and

provide a user the blood pressure measurement of the person.

8. The system of claim 7 , wherein the first data feature comprises one of the following: a peak of the first cardiac waveform, a foot of the first cardiac waveform, and a point of maximum slope of the first cardiac waveform, a point of minimum slope of the first cardiac waveform, a time to peak of the first cardiac waveform, a width of a peak, a peak of the first or second derivative of the first cardiac waveform, a foot of the first or second derivative of the first cardiac waveform, a point of maximum slope of the first or second derivative of the first cardiac waveform, and a point of minimum slope of the first or second derivative of the first cardiac waveform.

9. The system of claim 7 , wherein the first cardiac waveform is obtained near the heart of the person using only one axis of acceleration from the accelerometer.

10. The system of claim 7 , wherein the software is further configured to synchronize the first cardiac waveform and the second waveform with a time stamp.

11. The system of claim 7 , wherein one of the two time delays is derived from a cross-correlation between the first data feature and the second data feature.

12. The system of claim 7 , wherein the software is further configured to adjust the blood pressure measurement based on at least one of the following: an age, a gender, a height, a weight, an ethnicity, a BMI, an arm span, a health history, a health condition, a waist circumference, and an arterial distance between two physiological points of the person's body.

13. A method of measuring a cardiovascular time delay of a person, comprising:

obtaining a first cardiac waveform from an accelerometer, a second waveform from a photodetector, and a third waveform from a microphone near simultaneously, at a hand-held mobile device comprising the accelerometer, the microphone, and the photodetector;

wherein the first cardiac waveform is obtained near the heart of the person using at least one axis of acceleration from the accelerometer, where the at least one axis of acceleration is selected based on the position of the hand-held mobile device relative to the coronal plane of the person;

wherein the second waveform is obtained at a finger of the person held near the heart of the person;

wherein the third waveform, a cardiac waveform, is obtained near the heart of the person;

deriving, at one or more processors communicatively coupled to the device, a first data feature based on the first cardiac waveform, a second data feature based on the second waveform, and a third data feature based on the third waveform;

deriving, at the one or more processors, a cardiovascular time delay and a second time delay based on the first data feature, the second data feature, and the third data feature, wherein the cardiovascular time delay and the second time delay are each derived based on two of: the first data feature, the second data feature, and the third data feature;

adjusting the cardiovascular time delay based on the second time delay; and

providing a user at least one of the following: the adjusted cardiovascular time delay and a metric derived from the adjusted cardiovascular time delay of the person.

14. The method of claim 13 , wherein the first data feature comprises one of the following: a peak of the first cardiac waveform, a foot of the first cardiac waveform, and a point of maximum slope of the first cardiac waveform, a point of minimum slope of the first cardiac waveform, a time to peak of the first cardiac waveform, a width of a peak, a peak of the first or second derivative of the first cardiac waveform, a foot of the first or second derivative of the first cardiac waveform, a point of maximum slope of the first or second derivative of the first cardiac waveform, and a point of minimum slope of the first or second derivative of the first cardiac waveform.

15. The method of claim 13 , wherein the first cardiac waveform is obtained near the heart of the person using only one axis of acceleration from the accelerometer.

16. The method of claim 13 , further comprising the step of synchronizing the first, second and third waveforms with a time stamp.

17. The method of claim 13 , wherein the third waveform is obtained by placing the microphone on the chest of the person.

18. The method of claim 13 , wherein the cardiovascular time delay is derived from a cross-correlation between the first data feature and the second data feature.

19. The method of claim 13 , wherein the metric derived from the cardiovascular time delay includes at least one of the following: a blood pressure, a pulse transit time, a pulse wave velocity, a pulse arrival time, a life expectancy, a cardiovascular health, a cardiovascular fitness level, an arterial compliance, an arterial distensibility, an arterial elasticity, an arterial stiffness, a cardiovascular risk, risk of morbidity, and a risk of mortality.