Accelerometer-based systems and methods for quantifying steps
Systems and methods detect steps from one or more sensed accelerometer signals. Systems comprise an accelerometer and a non-transitory computer readable medium, each of which communicates with a processor. The accelerometer is coupled to an individual and generates outputs received by the processor. The non-transitory computer readable medium stores instructions controlling the processor to perform steps of a method. The processor determines a minimum and a maximum reading for respective time periods. Counted peak heights are maxima that exceed a rest threshold. The rest threshold may be a function of the rest maximum. The processor determines a peak threshold for each time period having a counted peak height. A counted amplitude comprises the difference between the maximum reading and minimum readings of a time period in which the counted peak height exceeds the peak threshold. The processor increments a step counter when a counted amplitude exceeds an amplitude threshold.
1. A system for counting steps, the system comprising:
an accelerometer coupled to an individual, the accelerometer generating accelerometer outputs;
a processor in communication with the accelerometer; and
a non-transitory computer readable medium in communication with the processor, the non-transitory computer-readable medium storing instructions controlling the processor to:
determine readings using the accelerometer outputs;
identify counted amplitudes, each of the counted amplitudes comprising a difference between a maximum reading and a minimum reading during a time period in which the maximum reading exceeds a rest threshold, the rest threshold determined by:
receiving readings from the accelerometer during a period of rest,
identifying a rest maximum, the rest maximum comprising a greatest reading generated by the accelerometer during the period of rest, and
determining the rest threshold using the rest maximum;
determine an amplitude threshold for each time period having a counted amplitude, the amplitude threshold comprising a first weighted average of two or more counted amplitudes;
identify counted peak heights, each of the counted peak heights comprising the maximum reading during a time period in which the amplitude is greater than the amplitude threshold;
determine a peak threshold for each time period having a counted peak height, the peak threshold comprising a first weighted average of two or more counted peak heights; and
increment a counter if the counted peak height exceeds the peak threshold associated with the time period in which the counted peak height occurred, a number stored by the counter representing the number of steps taken by the individual.
2. The system of claim 1 , wherein the accelerometer measures linear acceleration along three axes and the accelerometer outputs from the three axes are combined.
3. A method of counting steps from accelerometer outputs of an accelerometer, the accelerometer coupled to an individual and in communication with a processor, the processor in communication with a non-transitory computer readable medium, the non-transitory computer readable medium storing instructions controlling the processor to execute the steps of the method, the method comprising:
determining readings using the accelerometer outputs of the accelerometer;
identifying counted amplitudes, each of the counted amplitudes comprising a difference between a maximum reading and a minimum reading during a time period in which the maximum reading exceeds a rest threshold, the rest threshold determined by:
receiving readings from the accelerometer during a period of rest,
identifying a rest maximum, the rest maximum comprising a greatest reading generated by the accelerometer during the period of rest, and
determining the rest threshold using the rest maximum;
determining an amplitude threshold for each time period having a counted amplitude, the amplitude threshold comprising a first weighted average of two or more counted amplitudes;
identifying counted peak heights, each of the counted peak heights comprising the maximum reading during a time period in which the amplitude is greater than the amplitude threshold;
determining a peak threshold for each time period having a counted peak height, the peak threshold comprising a first weighted average of two or more counted peak heights; and
incrementing a counter if the counted peak height exceeds the peak threshold associated with the time period in which the counted peak height occurred, a number stored by the counter representing the number of steps taken by the individual.
4. The method of claim 3 , wherein the accelerometer measures linear acceleration along three axes and the accelerometer outputs from the three axes are combined.
5. A computer program product for counting steps from accelerometer outputs of an accelerometer, the accelerometer coupled to an individual and in communication with a processor, the processor in communication with computer program product, the computer program product comprising at least one non-transitory computer-readable storage medium having computer-readable program code portions stored therein, the computer-readable program code portions, when executed, configured to:
determine readings using the accelerometer outputs;
identify counted amplitudes, each of the counted amplitudes comprising a difference between a maximum reading and a minimum reading during a time period in which the maximum reading exceeds a rest threshold, the rest threshold determined by:
receiving readings from the accelerometer during a period of rest,
identifying a rest maximum, the rest maximum comprising a greatest reading generated by the accelerometer during the period of rest, and
determining the rest threshold using the rest maximum;
determine an amplitude threshold for each time period having a counted amplitude, the amplitude threshold comprising a first weighted average of two or more counted amplitudes;
identify counted peak heights, each of the counted peak heights comprising the maximum reading during a time period in which the amplitude is greater than the amplitude threshold;
determine a peak threshold for each time period having a counted peak height, the peak threshold comprising a first weighted average of two or more counted peak heights; and
increment a counter if the counted peak height exceeds the peak threshold associated with the time period in which the counted peak height occurred, a number stored by the counter representing the number of steps taken by the individual.
6. The computer program product of claim 5 , wherein the accelerometer measures linear acceleration along three axes and the accelerometer outputs from the three axes are combined.