DEVICES AND METHODS TO FACILITATE AFFECTIVE FEEDBACK USING WEARABLE COMPUTING DEVICES
Various embodiments relate generally to electrical and electronic hardware, computer software, wired and wireless network communications, and computing devices, including mobile and wearable computing devices, and more specifically, to devices and techniques for assessing affective states of a user based on data derived from, for example, a wearable computing device. In one embodiment, an apparatus including a wearable housing configured to couple to a portion of a limb at its distal end, a subset of physiological sensors and a processor configured to execute instructions configured to calculate a portion of an intensity associated with an affective state for each of the physiological, form an intensity value based on the portions of the intensity and determine a polarity value of the intensity value. The apparatus is further configured to determine the affective state, for example, as a function of the intensity value and the polarity value of the intensity value.
1 . A method comprising:
receiving sensor signals including data representing physiological characteristics associated with a wearable device, the wearable device being configured to receive the sensor signals from a distal portion of a limb at which the wearable device is disposed;
calculating a portion of an intensity associated with an affective state for each of the physiological characteristics in a subset of the physiological characteristics;
forming an intensity value based on the portions of the intensity;
determining a polarity value of the intensity value;
determining the affective state at a processor, the affective state being a function of the intensity value and the polarity value of the intensity value; and
transmitting data representing the affective state associated with the wearable device based on sensors configured to be disposed at the distal portion of the limb.
2 . The method of claim 1 , wherein forming the intensity value comprises:
aggregating the portions of the intensity to form the intensity value as an aggregated sensor-derived value.
3 . The method of claim 1 , wherein determining the polarity value comprises:
determining either a positive value or a negative value for the intensity value.
4 . The method of claim 3 , wherein determining either the positive value or the negative value for the intensity value comprises:
determining the positive value or the negative value based on the value of a heart-related physiological characteristic.
5 . The method of claim 4 , wherein determining the positive value or the negative value based on the value of the heart-related physiological characteristic comprises:
determining a value indicating a heart rate variability (“HRV”).
6 . The method of claim 3 , wherein determining either the positive value or the negative value for the intensity value comprises:
determining a value of a stress score that indicative of either the positive value or the negative value for the intensity value; and
identifying the polarity of the intensity based on the value of the stress score.
7 . The method of claim, wherein determining the value of the stress score comprises:
identifying data representing activity-related score data for which the user is or has been engaged; and
calculating the polarity as a function of the activity-related score data.
8 . The method of claim 1 , wherein receiving the sensor signals comprises: receiving environmental sensor data.
9 . The method of claim 1 , wherein receiving the sensor signal comprises: receiving a bio-impedance signal from the distal end of the limb at which the wearable device is disposed.
10 . The method of claim 1 , wherein receiving the sensor signal comprises: receiving the data representing the physiological characteristics including one or more of a heart rate, a respiration rate, and a Mayer wave rate.
11 . An apparatus comprising:
a wearable housing configured to couple to a portion of a limb at its distal end;
a subset of physiological sensors configured to provide data representing physiological characteristics; and
a processor configured to execute instructions to implement an affective state prediction unit configured to:
calculate a portion of an intensity associated with an affective state for each of the physiological characteristics in a subset of the physiological characteristics;
form an intensity value based on the portions of the intensity;
determine a polarity value of the intensity value;
determine the affective state as a function of the intensity value and the polarity value of the intensity value; and
transmit data representing the affective state associated with the subset of physiological sensors configured to be disposed at the distal portion of the limb.
12 . The apparatus of claim 11 , wherein the affective state is associated with an approximated emotional physiological state of a wearer around which the wearable housing is disposed.
13 . The apparatus of claim 11 , wherein the processor further is configured to execute instructions to:
determine a value of a physiological characteristic; and
determine the polarity of the intensity as either positive or negative based on the value of the physiological characteristic.
14 . The apparatus of claim 13 , wherein the processor further is configured to execute instructions to:
determine the affective state based on a value for one of a negative high-intensity physiological state, a negative low-intensity physiological state, a positive high-intensity physiological state, and a positive low-intensity physiological state.
15 . The apparatus of claim 11 , wherein the processor further is configured to execute instructions to:
analyze activity-related data to determine whether the intensity is of a level within a range of negative affectivity or within a range of positive affectivity.
16 . The apparatus of claim 11 , wherein the processor further is configured to execute instructions to:
establish communication with an environment controller configured to modify an environmental factor of an environment in which a wearer of the wearable device is located; and
transmit the data representing the affective state to the environment controller to adjust the environment factor.
17 . The apparatus of claim 16 , wherein the processor further is configured to execute instructions to:
cause the environmental controller to modify operation of one or more of an auditory source, a visual source, and a heating ventilation and air conditioning (“HVAC”) source to modify a sound, a light, and a temperature, respectively, as the environmental factor.
18 . The apparatus of claim 11 , wherein the processor further is configured to execute instructions to:
establish communication with a social networking service platform configured to generate a presentation of the data representing the affective state on a web site; and
transmit the data representing the affective state to the social networking service platform to publish the affective state associated with a wearer of the wearable device.
19 . The apparatus of claim 11 , wherein the processor further is configured to execute instructions to:
establish communication with a computing device associated with a person co-located with a wearer of the wearable device; and
transmit the data representing the affective state to the computing device associated with the person to provide feedback to the person as to a social interaction between the person and the wearer.
20 . The apparatus of claim 19 , wherein the processor further is configured to execute instructions to:
present a recommendation to the person via a display on the computing device to modify the social interaction to urge the data representing the affective state to an increased positive intensity value.