Estimation of a physiological parameter using a neural network
First Claim
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1. A method for determining the oxygen saturation of blood of a patient comprising:
- estimating a physiologic parameter from an electronic signal;
calculating one or more signal quality metrics of the electronic signal;
inputting information into a neural network, wherein said input information includes one or more estimates of the physiologic parameter and at least one signal quality metric; and
calculating with the neural network at least one output datum, wherein the output datum is representative of the oxygen saturation of the blood of the patient.
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Abstract
A neural network is used to combine one or more estimates of a physiologic parameter with one or more associated signal quality metrics, creating a more accurate estimate of said physiologic parameter, as well as a second estimate of the accuracy of said physiologic parameter estimate.
355 Citations
17 Claims
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1. A method for determining the oxygen saturation of blood of a patient comprising:
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estimating a physiologic parameter from an electronic signal; calculating one or more signal quality metrics of the electronic signal; inputting information into a neural network, wherein said input information includes one or more estimates of the physiologic parameter and at least one signal quality metric; and calculating with the neural network at least one output datum, wherein the output datum is representative of the oxygen saturation of the blood of the patient. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10)
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11. A pulse oximeter comprising:
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a microprocessor configured for calculating an estimated value of oxygen saturation of a patient'"'"'s blood based at least in part upon an electronic signal received from a sensor; a neural network module configured for receiving the estimated value as an input and calculating a revised value of oxygen saturation of a patient'"'"'s blood using a neural network; and a display configured for displaying the revised value of the oxygen saturation of the patient'"'"'s blood. - View Dependent Claims (12, 13, 14, 15, 16, 17)
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Specification