Fall detection
A fall detection device may be uniquely associated with a wearer. The fall detection device may predict whether a fall event is imminent based on kinematic information of the wearer's body. The device may also confirm whether the wearer actually experienced a fall event based on additional kinematic information.
1. A device, comprising:
at least one kinematic sensor that measures kinematic information associated with a wearer of the device, the kinematic information including threshold kinematic information and fall event kinematic information; and
a controller that analyzes the threshold kinematic information to determine whether a threshold indicative of a postural disturbance is satisfied, and classifies the postural disturbance as a fall event or a recovery event based on the fall event kinematic information,
wherein the controller further determines a fall direction based on the threshold kinematic information,
wherein the fall event kinematic information includes at least one of an acceleration in the fall direction measured at a first predetermined time after onset of the postural disturbance and a vertical displacement measured at a second predetermined time after onset of the postural disturbance, and a vertical displacement measured at a third predetermined time after onset of the postural disturbance.
2. The device of claim 1 wherein the at least one kinematic sensor includes one or more of an accelerometer, a magnetometer, a pressure sensor, an altimeter, a velocity sensor, an angular velocity sensor or a gyroscope.
3. The device of claim 1 wherein the threshold kinematic information includes at least one of a displacement, a velocity, an acceleration, or a jerk.
4. The device of claim 3 wherein the threshold kinematic information includes at least one of a linear kinematic term or a rotational kinematic term.
5. The device of claim 1 wherein the fall event kinematic information includes at least one of a displacement, a velocity, an acceleration, or a jerk.
6. The device of claim 5 wherein the fall event kinematic information includes at least one of a linear kinematic term or a rotational kinematic term.
7. The device of claim 1 wherein the fall event kinematic information includes an acceleration in the fall direction.
8. The device of claim 1 wherein the kinematic information further includes confirmatory kinematic information.
9. The device of claim 8 wherein the controller further confirms whether the wearer has actually experienced a fall event based on the confirmatory kinematic information.
10. The device of claim 8 wherein the confirmatory kinematic information includes at least one of a maximum vertical deceleration and a vertical displacement measured at the time of the maximum vertical deceleration.
11. The device of claim 8 wherein the confirmatory kinematic information includes at least one of an anteroposterior (AP) acceleration, a medial-lateral (M/L) acceleration, and a vertical (z) acceleration.
12. The device of claim 8 wherein the controller further generates a fall event signal if the fall event is confirmed.
13. The device of claim 1 wherein the threshold kinematic information includes at least one of an anteroposterior (AP) acceleration, a medial-lateral (M/L) acceleration, and a vertical (z) acceleration.
14. The device of claim 1 wherein the controller detects a fall event by generating a Wald-Anderson classification statistic based on the fall event kinematic information.
15. The device of claim 14 wherein the controller detects a fall event if the Wald-Anderson classification statistic is less than 0, and determines that a fall event is not imminent if the Wald-Anderson classification statistic is greater than 0.
16. The device of claim 1 wherein the controller detects a fall event based on a discriminant function of the fall event kinematic information.
17. The device of claim 16 wherein the discriminant function is a linear discriminant function or a quadratic discriminant function.
18. The device of claim 16 wherein the discriminant function is a Wald-Anderson classification function.
19. The device of claim 1 wherein the first predetermined time comprises approximately 300 ms after onset of the postural disturbance, the second predetermined time comprises approximately 300 ms after onset of the postural disturbance, and the third predetermined time comprises 350 ms after onset of the postural disturbance.
20. A device, comprising:
at least one kinematic sensor that measures threshold kinematic information associated with movement of a wearer of the device, the threshold kinematic information including at least one of a linear acceleration or a rotational acceleration;
a controller that identifies a time of postural disturbance at which the threshold kinematic information satisfies a threshold indicative of a postural disturbance that may lead to the user experiencing a fall event; and
at least one kinematic sensor that measures fall event kinematic information associated with movement of the wearer subsequent to satisfaction of the threshold, the fall event kinematic information including a linear acceleration measured at a first predetermined time after the time of postural disturbance, a vertical displacement measured at a second predetermined time after the time of postural disturbance, and a vertical displacement measured at a third predetermined time after the time of postural disturbance;
wherein the controller further predicts whether the user will experience a fall event based on the fall event kinematic information, and determines a fall direction based on the threshold kinematic information.
21. The device of claim 20 wherein the at least one kinematic sensor that measures threshold kinematic information and the at least one kinematic sensor that measures fall event kinematic information include the same kinematic sensor.