Method and apparatus for treatment of sleep disorder breathing employing artificial neural network
First Claim
1. A method of treating sleep disorder breathing, the method comprising the steps of:
- placing an interface over a patient'"'"'s airway, the interface coupled to a source of pressurized gas;
measuring a respiration-related variable in the interface;
inputting frequency data from the respiration-related variables into an artificial neural network trained to recognize patterns characterizing sleep disorder breathing;
responsive to recognition by the artificial neural network of sleep disorder breathing, supplying pressurized gas to the patient'"'"'s airway through the interface.
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Abstract
A method and apparatus for treating sleep disorder breathing is disclosed having improved ability to accurately detect pharyngeal wall vibration or other apneic events. An interface or mask is placed over a patient'"'"'s airway. The interface is coupled to a source of pressurized gas. A respiration-related variable, namely the total pressure in the interface, is measured or sampled. The respiration-related variable is input into an artificial neural network trained to recognize patterns characterizing sleep disorder breathing. Responsive to recognition by the artificial neural network of sleep disorder breathing, pressurized gas is supplied to the patient'"'"'s airways through the interface.
113 Citations
17 Claims
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1. A method of treating sleep disorder breathing, the method comprising the steps of:
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placing an interface over a patient'"'"'s airway, the interface coupled to a source of pressurized gas; measuring a respiration-related variable in the interface; inputting frequency data from the respiration-related variables into an artificial neural network trained to recognize patterns characterizing sleep disorder breathing; responsive to recognition by the artificial neural network of sleep disorder breathing, supplying pressurized gas to the patient'"'"'s airway through the interface. - View Dependent Claims (2, 3, 4, 5)
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6. A method of treating sleep disorder breathing, the method comprising the steps of:
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placing an interface over a patient'"'"'s airway, the interface coupled to a source of pressurized gas; measuring respiration-related variables in the interface; obtaining a frequency spectrum from the measured respiration-related variables, the frequency spectrum including at least one frequency component; inputting the frequency component of the frequency spectrum into an artificial neural network trained to recognize patterns characteristic of sleep disorder breathing; responsive to output from the artificial neural network indicative of sleep disorder breathing, supplying pressurized gas to the patient'"'"'s airway through the interface. - View Dependent Claims (7, 8, 9, 10)
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11. A method of treating sleep disorder breathing, the method comprising the steps of:
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placing an interface over a patient'"'"'s airway, the interface coupled to a source of pressurized gas; periodically sampling pressure in the interface; periodically inputting frequency data from the sample of pressure in the interface into an artificial neural network trained to recognize patterns characterizing sleep disorder breathing, the artificial neural network producing an output for each sample of pressure input; comparing the number of outputs indicating sleep disorder breathing to a selected threshold value, sleep disorder breathing being indicated if the number of outputs exceeds the threshold value; and responsive indicated sleep disorder breathing, supplying pressurized gas to the patient'"'"'s airway through the interface. - View Dependent Claims (12, 13)
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14. An apparatus for treatment of sleep disorder breathing comprising:
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an interface for placement over a patient'"'"'s airway, the interface coupled to a source of pressurized gas; means for measuring respiration-related variables in the interface; means for inputting frequency data from the respiration-related variables into an artificial neural network trained to recognize patterns characterizing sleep disorder breathing; means for supplying pressurized gas to the patient'"'"'s airway through the interface responsive to recognition by the artificial neural network of sleep disorder breathing. - View Dependent Claims (15, 16, 17)
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Specification