Systems, methods and articles for assessing and/or improving health and well-being
In some embodiments, apparatuses and methods are provided herein useful to assess monitor, improve, and/or modify health and well-being as it relates to people associated with a habitable or other built environments or spaces therein. In some embodiments, an intervention assessment system and methods include one or more sensors for measuring aspects related to the built environment, a personal user device, and a control circuit configured to receive one or more measurements form the sensor(s), identify a problem with the built environment, and identify potential interventions based on the indicators associated with the problem. By one approach, a plurality of potential interventions may be ranked based on, for example, the ability to reduce the prevalence of the problem or indicator in the built environment, feasibility, cost, and timeliness. In some approaches, the system and method also select and may implement one or more interventions.
1. A method for determining an intervention, comprising the steps of:
receiving, at a server computing device measurements from a plurality of sensors in an environmentally-controllable built environment that includes an occupied space;
receiving, at the server computing device, measurements from a wearable sensor associated with an occupant of the environmentally-controllable built environment;
comparing, via the server computing device, the measurements received with target operational parameters from an operational database associated with the environmentally-controllable built environment and personal target parameters from an occupant database associated with the wearable sensor associated with the occupant;
identifying a plurality of problems associated with the environmentally-controllable built environment;
ranking the plurality of problems;
wherein the ranking of the plurality of problems is based at least in part on avoidable burden, addressable burden, days of comfort lost, or employee satisfaction associated with the plurality of problems and is further based at least in part on a potential interventions' ability to change avoidable burden, addressable burden, days of comfort lost, or employee satisfaction associated with each of the plurality of problems;
selecting one of the plurality of problems based at least in part on the ranking of the plurality of problems;
determining a plurality of indicators associated with the one of the plurality of problems;
ranking the plurality of indicators;
selecting one of the plurality of indicators based at least in part on the ranking of the plurality of indicators;
determining a plurality of potential interventions for the environmentally-controllable built environment based on the one of the plurality of indicators, wherein each of the plurality of potential interventions can reduce prevalence of the one of the plurality of problems with the environmentally-controllable built environment;
ranking the plurality of potential interventions based, at least in part, on at least one of feasibility, implementability, time required for implementation, effectiveness, or an impact on at least one person;
selecting at least one of the plurality of potential interventions based at least in part on the ranking of the plurality of potential interventions; and
sending a signal to implement the at least one of the plurality of potential interventions to perform a control action in the environmentally-controllable built environment, the control action including at least one of adjusting at least one lighting level, ambient temperature level, or air quality level.
2. The method of claim 1 , further comprising implementing at least one of the plurality of potential interventions in the environmentally-controllable built environment, wherein the step of implementing at least one of the plurality of potential interventions in the environmentally-controllable built environment includes changing an environmental condition in at least a portion of the environmentally-controllable built environment.
3. The method of claim 1 further comprising:
determining that multiple occupants are in a single zone of the environmentally-controllable built environment;
upon detection of the multiple occupants in the single zone, determining whether the personal target parameters overlap; and
upon detection of conflicting personal target parameters of the multiple occupants in the single zone, analyze a ranking of the multiple occupants, the associated personal target building parameters, and an occupant status.
4. The method of claim 1 further comprising:
upon detection of either the received measurements being outside of the target operational parameters or the personal target parameters, determining a location of the occupant within the environmentally-controllable built environment; and
instructing a built environmental control system to adjust at least one of lighting levels, temperature levels, or air quality levels proximate the location of the occupant within the environmentally-controllable built environment to fall within the target operational parameter and the personal target parameters, wherein the target operational parameters are established in order to address at least one of the following for the occupied space: avoidable burden; addressable burden; days of comfort lost; or employee satisfaction.
5. The method of claim 1 , wherein the plurality of sensors in the environmentally-controllable built environment includes at least one light sensor to detect at least one of a light level or a color index of light.
6. The method of claim 5 , wherein the at least one of the plurality of potential interventions includes the addition of, change to, or removal of a lighting device within the environmentally-controllable built environment.
7. The method of claim 5 , wherein the at least one of the plurality of potential interventions includes changing an electrical lighting setting of a light source, changing electrochromatic glass of a window, or changing a window shade of a window proximate the occupant.
8. The method of claim 5 , wherein at least one of the plurality of problems relates to incomplete or poor lighting as determined by the at least one light sensor.
9. The method of claim 1 , wherein the plurality of sensors in the environmentally-controllable built environment includes at least one of an air quality sensor, a temperature sensor, or a humidity sensor to detect at least one air quality parameter.
10. The method of claim 9 , wherein the at least one of the plurality of potential interventions includes the addition of, change to, or removal of an air remediation device or an air purification device within the environmentally-controllable built environment.
11. The method of claim 9 , wherein the at least one of the plurality of potential interventions includes changing a temperature setting or an air flow setting of a heating, ventilation, and air conditioning system.
12. The method of claim 9 , wherein at least one of the plurality of problems relates to the presence of particulate matter or poor air quality as determined by the air quality sensor or high temperature as determined by the temperature sensor.
13. A smart building system comprising:
a plurality of sensors in a built environment that includes an occupied space;
at least one wearable sensor associated with an occupant of the built environment;
an operational database associated with the built environment;
an occupant database associated with the at least one wearable sensor associated with the occupant; and
a server computing device, the server computing device in communication with the plurality of sensors, the at least one wearable sensor, the operational database, and the occupant database, the server computing device configured to:
receive measurements from the plurality of sensors in the built environment;
receive measurements from the at least one wearable sensor;
compare the measurements received with target operational parameters from the operational database and personal target parameters from the occupant database;
identify a plurality of problems associated with the built environment;
rank the plurality of problems;
wherein the ranking of the plurality of problems is based at least in part on avoidable burden, addressable burden, days of comfort lost, or employee satisfaction associated with the plurality of problems and is further based at least in part on a potential interventions' ability to change avoidable burden, addressable burden, days of comfort lost, or employee satisfaction associated with each of the plurality of problems;
select one of the plurality of problems based at least in part on the ranking of the plurality of problems;
determine a plurality of indicators associated with the one of the plurality of problems;
rank the plurality of indicators;
select one of the plurality of indicators based at least in part on the ranking of the plurality of indicators;
determine a plurality of potential interventions for the built environment based on the one of the plurality of indicators, wherein each of the plurality of potential interventions can reduce prevalence of the at least one problem with the built environment;
rank the plurality of potential interventions based, at least in part, on at least one of feasibility, implementability, time required for implementation, effectiveness, or an impact on at least one person;
select at least one of the plurality of potential interventions based at least in part on the ranking of the plurality of potential interventions; and
send a signal to implement the at least one of the plurality of potential interventions to perform a control action in the built environment, the control action including at least one of adjusting at least one lighting level, ambient temperature level, or air quality level.
14. The smart building system of claim 13 , wherein the server computing device is further configured to implement at least one of the plurality of potential interventions in the built environment, wherein implementing at least one of the plurality of potential interventions in the built environment includes changing an environmental condition in at least a portion of the built environment.
15. The smart building system of claim 13 , wherein the server computing device is further configured to:
determine that multiple occupants are in a single zone of the built environment;
upon detection of the multiple occupants in the single zone, determine whether the personal target parameters overlap; and
upon detection of conflicting personal target parameters of the multiple occupants in the single zone, analyze a ranking of the occupants, the associated personal target building parameters, and an occupant status.
16. The smart building system of claim 13 , wherein the server computing device is further configured to:
upon detection of either the received measurements being outside of the target operational parameters or the personal target parameters, determine a location of the occupant within the built environment; and
instruct a built environmental control system to adjust at least one of lighting levels, temperature levels, or air quality levels proximate the location of the occupant within the built environment to fall within the target operational parameter and the personal target parameters, wherein the target operational parameters are established in order to address at least one of the following for the occupied space: avoidable burden; addressable burden; days of comfort lost; or employee satisfaction.