Method, apparatus and system for neural network hearing aid
The disclosure generally relates to a method, system and apparatus to improve a user's understanding of speech in real-time conversations by processing the audio through a neural network contained in a hearing device. The hearing device may be a headphone or hearing aid. In one embodiment, the disclosure relates to an apparatus to enhance incoming audio signal. The apparatus includes a controller to receive an incoming signal and provide a controller output signal; a neural network engine (NNE) circuitry in communication with the controller, the NNE circuitry activatable by the controller, the NNE circuitry configured to generate an NNE output signal from the controller output signal; and a digital signal processing (DSP) circuitry to receive one or more of controller output signal or the NNE circuitry output signal to thereby generate a processed signal; wherein the controller determines a processing path of the controller output signal through one of the DSP or the NNE circuitries as a function of one or more of predefined parameters, incoming signal characteristics and NNE circuitry feedback.
1. An ear-worn device comprising:
a physical user control configured to receive input from a user of the ear-worn device;
neural network engine (NNE) circuitry comprising:
a source separation module configured to receive an input audio signal and output one or more intermediate signals representing one or more portions of the input audio signal corresponding to one or more respective sound sources;
a relative gain module configured to receive the one or more intermediate signals and apply a respective gain or gains to the one or more intermediate signals; and
a recombiner module configured to receive the one or more intermediate signals from the relative gain module after application of the respective gain or gains by the relative gain module, the recombiner module further configured to combine the one or more intermediate signals into a combined signal;
wherein the respective gain or gains are set based on the input from the user received by the physical user control on the ear-worn device.
2. The ear-worn device of claim 1 , wherein the input from the user received by the physical user control on the ear-worn device is configured to control a signal-to-noise ratio (SNR) of the combined signal.
3. The ear-worn device of claim 1 , wherein the input from the user received by the physical user control on the ear-worn device is configured to control a background noise level of the combined signal.
4. The ear-worn device of claim 1 , wherein the one or more intermediate signals comprise a speech component and a noise component of the input audio signal, and wherein the relative gain module is configured to increase a relative gain of the speech component compared to the noise component.
5. The ear-worn device of claim 1 , wherein the NNE circuitry is configured to provide the combined signal in about 32 milliseconds or less of receipt of the input audio signal by the ear-worn device.
6. The ear-worn device of claim 1 , wherein the NNE circuitry is configured to perform at least 1 billion operations per second.
7. The ear-worn device of claim 1 , wherein the NNE circuitry is configured to achieve at least 2 billion operations per milliwatt.
8. The ear-worn device of claim 1 , wherein the NNE circuitry is configured to process a digitized version of the input audio signal with an associated power consumption of about 2 milliwatts or less.
9. The ear-worn device of claim 1 , wherein the neural network engine (NNE) circuitry is implemented on a single chip in the ear-worn device.
10. The ear-worn device of claim 1 , wherein the ear-worn device comprises a hearing aid.
11. A system comprising:
an ear-worn device comprising:
neural network engine (NNE) circuitry comprising:
a source separation module configured to receive an input audio signal and output one or more intermediate signals representing one or more portions of the input audio signal corresponding to one or more respective sound sources;
a relative gain module configured to receive the one or more intermediate signals and apply a respective gain or gains to the one or more intermediate signals; and
a recombiner module configured to receive the one or more intermediate signals from the relative gain module after application of the respective gain or gains by the relative gain module, the recombiner module further configured to combine the one or more intermediate signals into a combined signal; and
a mobile device in communication with the ear-worn device, the mobile device configured to display a graphical user interface comprising a user-adjustable control, the user-adjustable control configured to receive input from a user of the ear-worn device;
wherein the respective gain or gains are set based on the input from the user received by the user-adjustable control.
12. The system of claim 11 , wherein the input from the user received by the user-adjustable control on the ear-worn device is configured to control a signal-to-noise ratio (SNR) of the combined signal.
13. The system of claim 11 , wherein the input from the user received by the user-adjustable control on the ear-worn device is configured to control a background noise level of the combined signal.
14. The system of claim 11 , wherein the one or more intermediate signals comprise a speech component and a noise component of the input audio signal, and wherein the relative gain module is configured to increase a relative gain of the speech component compared to the noise component.
15. The system of claim 11 , wherein the NNE circuitry is configured to provide the combined signal in about 32 milliseconds or less of receipt of the input audio signal by the ear-worn device.
16. The system of claim 11 , wherein the NNE circuitry is configured to perform at least 1 billion operations per second.
17. The system of claim 11 , wherein the NNE circuitry is configured to achieve at least 2 billion operations per milliwatt.
18. The system of claim 11 , wherein the NNE circuitry is configured to process a digitized version of the input audio signal with an associated power consumption of about 2 milliwatts or less.
19. The system of claim 11 , wherein the neural network engine (NNE) circuitry is implemented on a single chip in the ear-worn device.
20. The system of claim 11 , wherein the ear-worn device comprises a hearing aid.