Cadence detection based on inertial harmonics

• US 9,993,204 B2
• Filed: 01/06/2014
• Issued: 06/12/2018
• Est. Priority Date: 01/09/2013
• Status: Active Grant

• Current Assignee: Yukka Magic LLC
• Original Assignee: Valencell, Inc.
• Inventors: Romesburg, Eric Douglas
• Primary Examiner(s): Kremer, Matthew
• Application Number:
  US14/655,992
• Publication Number:
  US 20150366509A1
• Time in Patent Office: 1,618 Days
• Field of Search: None
• CPC Class Codes: A61B 2562/0214 Capacitive electrodes
• CPC Class Codes: A61B 2562/0219 Inertial sensors, e.g. accelerometers, gyroscopes, tilt switches
• CPC Class Codes: A61B 2562/0233 Special features of optical sensors or probes classified in A61B5/00
• CPC Class Codes: A61B 2562/028 Microscale sensors, e.g. electromechanical sensors [MEMS]
• CPC Class Codes: A61B 5/11 Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb for measuring pulse A61B5/02 ;A61B5/1038 takes precedence; motion detection to correct for motion artifacts in physiological signals A61B5/721
• CPC Class Codes: A61B 5/112 Gait analysis
• CPC Class Codes: A61B 5/6817 Ear canal
• CPC Class Codes: A61B 5/721 using a separate sensor to detect motion or using motion information derived from signals other than the physiological signal to be measured
• CPC Class Codes: A61B 5/7235 Details of waveform analysis A61B5/349 takes precedence
• CPC Class Codes: A61B 5/7246 using correlation, e.g. template matching or determination of similarity
• CPC Class Codes: A61B 5/7278 Artificial waveform generation or derivation, e.g. synthesising signals from measured signals A61B5/327 takes precedence
• CPC Class Codes: G01C 22/006 Pedometers

Abstract

The method and apparatus disclosed herein determine a user cadence from the output of an inertial sensor mounted to or proximate the user'"'"'s body. In general, the disclosed cadence measurement system determines the user cadence based on frequency measurements acquired from an inertial signal output by the inertial sensor. More particularly, a cadence measurement system determines a user cadence from an inertial signal generated by an inertial sensor, where the inertial signal comprises one or more frequency components. The cadence measurement system determines a peak frequency of the inertial signal, where the peak frequency corresponds to the frequency component of the inertial signal having the largest amplitude. After applying the peak frequency to one or more frequency threshold comparisons, the cadence measurement system determines the user cadence based on the peak frequency and the frequency threshold comparison(s).

Claims

1. A method of determining a user cadence from an inertial signal generated by an inertial sensor disposed in a device secured to at least some portion of an ear of a user, the inertial signal comprising one or more frequency components, the method comprising:

determining, using a peak frequency circuit disposed in the device and operatively connected to the inertial sensor, a spectral signal based on a frequency transform of the inertial signal generated by the inertial sensor responsive to limb movement of the user;

determining, using the peak frequency circuit, a peak frequency of the spectral signal, said peak frequency corresponding to a frequency component of the inertial signal having a largest amplitude;

determining, using a cadence processor disposed in the device and operatively connected to a frequency comparison circuit, at least one frequency threshold for one or more frequency thresholds based on a previous user cadence of the user;

comparing, using the frequency comparison circuit disposed in the device and operatively connected to the peak frequency circuit, the peak frequency to at least one of the one or more frequency thresholds;

determining, using the cadence processor, the user cadence based on the peak frequency and the one or more frequency threshold comparisons, said user cadence representing a movement of one or more limbs of the user; and

outputting the determined user cadence to an output circuit disposed in the device and operatively connected to the cadence processor.

2. The method of claim 1 wherein determining the user cadence comprises calculating the user cadence based on the peak frequency and the previous user cadence when the peak frequency exceeds a frequency threshold from the at least one of the one or more frequency thresholds.

3. The method of claim 1 wherein determining the user cadence comprises setting the user cadence equal to the peak frequency divided by a harmonic factor when the peak frequency is less than a frequency threshold from the at least one of the one or more frequency thresholds.

4. The method of claim 3 wherein the harmonic factor comprises one of ½

, 1, 3/2, and 2.

5. The method of claim 1 further comprising:

determining, using a power circuit disposed in the device and operatively connected to the inertial sensor, a power of the inertial signal, said power of the inertial signal encompassing a plurality of the one or more frequency components of the inertial signal; and

comparing, using a power comparison circuit disposed in the device and operatively connected to the power circuit and the frequency comparison circuit, the power to a power threshold;

wherein determining the user cadence further comprises determining the user cadence based on the comparison between the power and the power threshold.

6. The method of claim 1 further comprising determining, using the cadence processor, whether the peak frequency is ramping up from a first frequency value, wherein determining the user cadence further comprises determining the user cadence based on whether the peak frequency is ramping up from the first frequency value.

7. The method of claim 1 further comprising:

determining, using a power circuit disposed in the device, a power of the inertial signal, said power of said inertial signal encompassing a plurality of the one or more frequency components of the inertial signal;

comparing, using a power comparison circuit disposed in the device and operatively connected to the power circuit and the frequency comparison circuit, the power to a power threshold; and

wherein determining the user cadence comprises determining the user cadence based on the peak frequency and the previous user cadence when the power is less than the power threshold and the peak frequency exceeds a frequency threshold from the at least one of the one or more frequency thresholds.

8. The method of claim 1 further comprising:

determining, using a power circuit disposed in the device, a power of the inertial signal, said power of said inertial signal encompassing a plurality of the one or more frequency components of the inertial signal; and

comparing, using a power comparison circuit disposed in the device and operatively connected to the power circuit and the frequency comparison circuit, the power to a power threshold; and

determining, using the cadence processor, whether sprinting is possible based on user input;

if sprinting is possible, determining the user cadence based on the one or more frequency threshold comparisons under sprinting conditions when the power exceeds the power threshold or the peak frequency is less than a frequency threshold from the at least one of the one or more frequency thresholds; and

if sprinting is not possible, determining the user cadence based on the one or more frequency threshold comparisons under non-sprinting conditions when the power exceeds the power threshold or the peak frequency is less than the frequency threshold from the at least one of the one or more frequency thresholds.

9. The method of claim 1 further comprising determining, using a threshold processor disposed in the device and operatively coupled to the frequency comparison circuit, at least one frequency threshold from the one or more frequency thresholds based on a power of the inertial signal, said power of said inertial signal encompassing a plurality of the one or more frequency components of the inertial signal.

10. The method of claim 1 further comprising determining, using a threshold processor disposed in the device and operatively coupled to the frequency comparison circuit, at least one frequency threshold from the one or more frequency thresholds based on an empirical value.

11. The method of claim 1 further comprising determining, using a user input circuit disposed in the device and operatively connected to the peak frequency circuit, a user activity parameter based on user input, wherein determining the user cadence comprises determining the user cadence based on the user activity parameter and the one or more frequency threshold comparisons.

12. The method of claim 1 wherein the inertial sensor comprises at least one of an accelerometer, a Micro-Electro-Mechanical System (MEMS) device, an optical sensor, a gyroscope, an opto-mechanical sensor, a blocked channel sensor, a capacitive sensor, and a piezoelectric sensor.

13. The method of claim 1 further comprising attenuating, using a noise circuit disposed in the device and operatively connected to the cadence processor, motion artifacts from a physiological signal proximate in frequency to the determined user cadence.

14. A cadence measurement system disposed in a device configured to secure to at least some portion of an ear of a user and configured to determine a user cadence, the cadence measurement system comprising:

an inertial sensor disposed in the device and configured to output an inertial signal responsive to limb movement of the user, said inertial signal comprising one or more frequency components;

a cadence circuit disposed in the device and operatively connected to the inertial sensor, said cadence circuit comprising;

a peak frequency circuit operatively connected to the inertial sensor and configured to determine;

a spectral signal based on a frequency transform of the inertial signal; and

a peak frequency of the spectral signal, said peak frequency corresponding to a frequency component of the inertial signal having a largest amplitude;

a cadence processor operatively coupled to the peak frequency circuit and configured to determine at least one frequency threshold for one or more frequency thresholds based on a previous user cadence of the user;

a frequency comparison circuit operatively coupled to the peak frequency circuit and the cadence processor, the frequency comparison circuit configured to compare the peak frequency to at least one of the one or more frequency thresholds; and

wherein the cadence processor is further configured to determine the user cadence based on the peak frequency and the one or more frequency threshold comparisons, said user cadence representing a movement of one or more limbs of the user; and

an output circuit disposed in the device and operatively connected to the cadence circuit, the output circuit configured to output the determined user cadence.

15. The cadence measurement system of claim 14 wherein the cadence circuit further comprises a memory operative to store the previous user cadence, wherein the cadence processor determines the user cadence by calculating the user cadence based on the peak frequency and the previous user cadence when the peak frequency exceeds a frequency threshold from the one or more frequency thresholds.

16. A method of determining a user cadence from an inertial signal generated by an inertial sensor disposed in a device secured to at least some portion of an ear of a user, the inertial signal comprising one or more frequency components, the method comprising:

determining, using a peak frequency circuit disposed in the device and operatively connected to the inertial sensor, a spectral signal based on a frequency transform of the inertial signal generated by the inertial sensor responsive to limb movement of the user;

determining, using the peak frequency circuit, a peak frequency of the spectral signal, said peak frequency corresponding to a frequency component of the inertial signal having a largest amplitude;

comparing, using a frequency comparison circuit disposed in the device and operatively connected to the peak frequency circuit, the peak frequency to one or more frequency thresholds;

determining, using a power circuit disposed in the device and operatively connected to the inertial sensor, a power of the inertial signal, said power of said inertial signal encompassing a plurality of the one or more frequency components of the inertial signal;

comparing, using a power comparison circuit disposed in the device and operatively connected to the power circuit and the frequency comparison circuit, the power to a power threshold;

determining, using a cadence processor disposed in the device and operatively connected to the frequency comparison circuit, the user cadence based on the peak frequency, the one or more frequency threshold comparisons, and the comparison between the power and the power threshold, said user cadence representing a movement of one or more limbs of the user; and

outputting the determined user cadence to an output circuit disposed in the device and operatively connected to the cadence processor.

17. The method of claim 16 further comprising determining, using a user input circuit disposed in the device and operatively connected to the peak frequency circuit, a user activity parameter based on user input, wherein determining the user cadence comprises determining the user cadence based on the user activity parameter, the peak frequency, the one or more frequency threshold comparisons, and the comparison between the power and the power threshold.

18. A cadence measurement system disposed in a device configured to secure at least some portion of an ear of a user and configured to determine a user cadence, the cadence measurement system comprising:

an inertial sensor disposed in the device and configured to output an inertial signal responsive to limb movement of the user, said inertial signal comprising one or more frequency components;

a cadence circuit disposed in the device and operatively connected to the inertial sensor, said cadence circuit comprising;

a peak frequency circuit operatively connected to the inertial sensor and configured to determine;

a spectral signal based on a frequency transform of the inertial signal; and

a peak frequency of the spectral signal, said peak frequency corresponding to a frequency component of the inertial signal having a largest amplitude;

a frequency comparison circuit operatively connected to the peak frequency circuit and configured to compare the peak frequency to one or more frequency thresholds;

a power circuit operatively connected to the inertial sensor and configured to determine a power of the inertial signal, said power of said inertial signal encompassing a plurality of the one or more frequency components of the inertial signal;

a power comparison circuit operatively connected to the power circuit and the frequency comparison circuit, the power comparison circuit configured to compare the power to a power threshold;

a cadence processor operatively connected to the frequency comparison circuit and configured to determine the user cadence based on the peak frequency, the one or more frequency threshold comparisons, and the comparison between the power and the power threshold, said user cadence representing a movement of one or more limbs of the user; and

an output circuit disposed in the device and operatively connected to the cadence circuit, the output circuit configured to output the determined user cadence.