System and method for probability based determination of estimated oxygen saturation
View Patent ↗Present embodiments include providing an initial estimate of a value representative of a blood flow characteristic at a current timestep, and determining a probability distribution of transition, wherein the probability distribution of transition includes potential values of the blood flow characteristic at the current timestep with associated probabilities of occurrence based solely on the initial estimate. Present embodiments further include obtaining an initial measurement of the blood flow characteristic, and determining a probability distribution of measured values, wherein the probability distribution of measured values includes potential values of the blood flow characteristic at the current timestep with associated probabilities of occurrence based on the initial measurement. Further, present embodiments include combining the probability of distribution of transition with the probability of distribution of measured values to determine a meaningful blood flow characteristic value, and posting the meaningful blood flow characteristic value.
1. A method, comprising:
using a monitor for:
providing an initial estimate of a value representative of a blood flow characteristic at a current timestep;
determining a probability distribution of transition, wherein the probability distribution of transition includes potential values of the blood flow characteristic at the current timestep with associated probabilities of occurrence based solely on the initial estimate;
obtaining an initial measurement of the blood flow characteristic from a sensor in communication with the monitor;
determining a probability distribution of measured values, wherein the probability distribution of measured values includes potential values of the blood flow characteristic at the current timestep with associated probabilities of occurrence based on the initial measurement;
combining the probability of distribution of transition with the probability of distribution of measured values to determine a meaningful blood flow characteristic value; and
posting the meaningful blood flow characteristic value.
2. The method of claim 1 , wherein determining the probability distribution of measured values includes accounting for estimated noise in the initial measurement.
3. The method of claim 2 , wherein when the estimated noise decreases, the likelihood of the initial measurement being reflective of the blood flow characteristic increases.
4. The method of claim 1 , wherein obtaining the initial measurement of the blood flow characteristic comprises emitting first and second wavelengths of light from emitters of the sensor, detecting the first and second wavelengths of light with a photo-detector portion of the sensor, transmitting photocurrent signals indicative of the first and second wavelengths of light detected by the photodetector to the monitor, and calculating the initial measurement based on the photocurrent signals with the monitor.
5. The method of claim 1 , wherein a mean of the potential values included in the probability distribution of transition is equal to the initial estimate.
6. The method of claim 1 , wherein providing the initial estimate comprises assigning a previous value representative of the blood flow characteristic at a preceding timestep as the value representative of the blood flow characteristic at the current timestep.
7. The method of claim 1 , wherein providing the initial estimate comprises assigning a current physical measurement of the value representative of the blood flow characteristic at the current timestep as the initial estimate of the value representative of the blood flow characteristic at the current timestep.
8. The method of claim 1 , wherein providing the initial estimate comprises assigning a stored estimate value based on patient type as the initial estimate of the value representative of the blood flow characteristic at the current timestep.
9. The method of claim 1 , wherein the blood flow characteristic comprises blood oxygen saturation.
10. A system, comprising:
a monitor configured to determine a probability distribution of transition based solely on an initial estimate of a value representative of a blood flow characteristic at a current timestep, wherein the probability distribution of transition includes potential values of the blood flow characteristic at the current timestep with associated probabilities of occurrence;
a sensor configured obtain an initial measurement of the blood flow characteristic and communicate the initial measurement to the monitor;
the monitor configured to determine a probability distribution of measured values based on the initial measurement, wherein the probability of distribution of measured values includes potential values of the blood flow characteristic at the current timestep with associated probabilities of occurrence; and
the monitor configured to combine the probability of distribution of transition with the probability of distribution of measured values to provide a meaningful blood flow characteristic value.
11. The system of claim 10 , wherein the sensor is configured to emit first and second wavelengths of light from emitters, detect the first and second wavelengths of light with a photo-detector portion of the sensor, and transmit photocurrent signals indicative of the first and second wavelengths of light detected by the photodetector to the monitor.
12. The system of claim 11 , wherein the monitor is configured to calculate a value of the initial measurement based on the photocurrent signals.
13. The system of claim 10 , wherein the initial estimate comprises a previous value representative of the blood flow characteristic at a preceding timestep.
14. The system of claim 10 , wherein the initial estimate comprises a current physical measurement of the value representative of the blood flow characteristic at the current timestep.
15. The system of claim 10 , wherein the initial estimate comprises a stored estimate value based on patient type.
16. A system, comprising:
a monitor configured to:
determine a probability distribution of transition based solely on an initial estimate of a value representative of a blood flow characteristic at a current timestep, wherein the probability distribution of transition includes potential values of the blood flow characteristic at the current timestep with associated probabilities of occurrence;
determine a probability distribution of measured values based on an initial measurement received from a sensor, wherein the probability of distribution of measured values includes potential values of the blood flow characteristic at the current timestep with associated probabilities of occurrence; and
combine the probability of distribution of transition with the probability of distribution of measured values to provide a meaningful blood flow characteristic value.
17. The system of claim 16 , comprising a sensor including emitters configured to emit first and second wavelengths of light, a detector configured to detect the first and second wavelengths of light, and a transmitter configured to transmit photocurrent signals indicative of the first and second wavelengths of light to the monitor.
18. The system of claim 16 , wherein the blood flow characteristic comprises blood oxygen saturation.
19. The system of claim 16 , wherein the initial estimate comprises a previous value representative of the blood flow characteristic at a preceding timestep.
20. The system of claim 16 , wherein the initial estimate comprises a current physical measurement of the value representative of the blood flow characteristic at the current timestep or a stored estimate value based on patient type.