Methods and systems for improving building performance

Information

  • Patent Grant
  • 11474489
  • Patent Number
    11,474,489
  • Date Filed
    Monday, March 29, 2021
    3 years ago
  • Date Issued
    Tuesday, October 18, 2022
    a year ago
Abstract
A kit includes hand-held sensors that are each configured to measure one or more of the healthy building parameters and a portable device that is configured to capture the measured current values of the one or more of the healthy building parameters that were measured using the hand-held sensors and to determine a healthy building score and one or more recommendations for improving the healthy building score of the building. The portable device is configured to output the healthy building score and the one or more recommendations for improving the healthy building score of the building via a user interface of the portable device.
Description
TECHNICAL FIELD

The present disclosure pertains to method and systems for improving performance of a building.


BACKGROUND

Building performance relates to how well a building meets certain building performance objectives of a building. These objectives can include, for example, building sustainability objectives, building productivity objectives and healthy building objectives. Building sustainability may related to how well the building meets certain building sustainability criteria such as energy efficiency, water usage efficiency, CO2 emissions, indoor environmental quality, and efficient operation and maintenance practices of the building. Building productivity may relate to how well the building creates a productive environment for the building occupants. Building productivity can be influenced by, for example, temperature, humidity, ventilation, CO levels, air flow, lighting, noise and/or other factors in the building. Healthy building objectives may relate to how well the building creates a healthy environment for the building occupants. Creating a healthy environment for the building occupants can be influenced by temperature, humidity, ventilation rates, filtering, UVC sanitization, cleaning schedules, contactless security checkpoints, occupant behavior such as monitoring and maintaining social distancing, mask compliance, identifying coughing, sneezing, and elevated skin temperature, etc. It is noted that building sustainability, building productivity and healthy building objectives can be competing against one another. For example, elevating the temperature and humidity in a building may increase occupant productivity, but may reduce energy efficiency. In another example, reducing outside air ventilation may increase energy efficiency, but may reduce occupant productivity and occupant health.


In many cases, the facility manager does not or is not able to track the overall performance of their building. In some cases, a particular building may not have the equipment necessary for monitoring and/or improving one or more building performance objectives, and/or the facilities manager may not have the expertise to identify and manage the often complex interrelated and competing nature of various building performance factors. A need remains for ways to determine a building's current performance as well as provide recommendations on how to improve the building's performance.


SUMMARY

The present disclosure pertains to method and systems for improving performance of a building. The present disclosure can be used to determine a building's current performance, including determining a current building sustainability performance, current building productivity performance, a healthy building performance and/or any other performance objective and/or criteria, as well as provide recommendations on how to improve the building's current performance. While healthy building performance is used as a detailed example below, it is contemplated that building sustainability performance, building productivity performance and/or other building performance objectives and/or criteria may be used in a similar manner. It is also contemplated that the recommendations on how to improve a building's current performance may take into account the often complex interrelated and competing nature of various building performance factors, sometimes with input from a facility manager as to the particular needs of the particular building. This may be accomplished by, for example, computing and presenting a building sustainability score, a building productivity score and a healthy building score. In some cases, the facility manager may indicate that building sustainability (e.g. energy usage) should be prioritized over building productivity and healthy building objectives, and thus may be willing to accept a lower building productivity score and a lower healthy building score to achieve a high building sustainability score. In other cases, the facility manager may indicate that healthy building objectives should be prioritized over building sustainability and building productivity during a pandemic, and thus may be willing to accept a lower building sustainability score and a lower building productivity score to achieve a high healthy building score. In some cases, this tradeoff may be time dependent. For example, the facility manager may priorities building sustainability (e.g. energy usage) during unoccupied time periods and building productivity and/or healthy building objectives during occupied time periods. These are just examples.


In one example, a kit may be used for ascertaining a current healthy building performance of a building and determining recommendations for improving the healthy building performance of the building. The healthy building performance may be based upon a plurality of healthy building criteria each defining a desired range for a corresponding healthy building parameter. The illustrative kit includes a plurality of hand-held sensors that are each configured to provide a current value of one or more of the healthy building parameters. The kit also includes a portable device that includes a user interface, a memory and a processor operably coupled to the user interface and to the memory. The processor is configured to generate one or more screens displayable on the user interface that solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building and to generate one or more screens displayable on the user interface instructing the user to employ one or more of the plurality of hand-held sensors to measure a current value of one or more of the healthy building parameters. The portable device is configured to capture and store in the memory the measured current values of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors. The portable device is configured to determine a healthy building score and one or more recommendations for improving the healthy building score of the building based at least in part on the entered information pertaining to currently installed healthy building equipment, the captured measured current values for each of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors, and the plurality of healthy building criteria. The portable device is configured to output the healthy building score and the one or more recommendations for improving the healthy building score of the building via the user interface.


In another example, a system may be used for ascertaining a current healthy building performance of a building and making recommendations for improving the healthy building performance of the building. The healthy building performance may be based upon a plurality of healthy building criteria each defining a desired range for a corresponding healthy building parameter, the building including a plurality of zones. The illustrative system includes a plurality of hand-held sensors that are each configured to provide a measure of a current value for one of the plurality of healthy building criteria. The system also includes a portable device that includes a user interface, a memory and a processor operably coupled to the user interface and to the memory. The processor is configured to generate one or more screens displayable on the user interface in order to solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building and to generate one or more screens displayable on the user interface instructing the user to employ one or more of the plurality of hand-held sensors to measure a current value of one or more of the healthy building parameters within each zone of the plurality of zones of the building. The processor is configured to capture and store in the memory the measured current values of the one or more of the healthy building parameters that were measured for each of the plurality of zones using the one or more of the plurality of hand-held sensors. The processor is configured to determine a healthy building score for each of the plurality of zones based at least in part on the entered information pertaining to currently installed healthy building equipment, the captured measured current values for each of the one or more of the healthy building parameters that were measured for the corresponding one of the plurality of zones and the plurality of healthy building criteria. The processor is configured to aggregate the healthy building score for each of the plurality of zones to determine an aggregate healthy building score for the building and to display via the user interface a dashboard that provides the aggregated healthy building score for the building.


Another example is a non-transient, computer-readable storage medium having instructions stored thereon. When the instructions are executed by one or more processors of a portable device, the one or more processors are caused to generate one or more screens displayable on a user interface of the portable device in order to solicit a user to enter information pertaining to building equipment that is currently in use within a building and to generate one or more screens displayable on the user interface instructing the user to employ one or more of a plurality of hand-held sensors to measure a current value for one or more of a plurality of building parameters. The one or more processors are caused to capture and store in a memory of the portable device the measured current values for each of the one or more of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors. The one or more processors are caused to determine a building score and one or more recommendations for improving the building score of the building based at least in part on the entered information pertaining to currently installed building equipment, the captured measured current values for each of the one or more of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors, and one or more building performance criteria, at least some of which define a desired range for a corresponding one of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors. The one or more processors are caused to output the building score and the one or more recommendations for improving the building score of the building via the user interface.


The preceding summary is provided to facilitate an understanding of some of the features of the present disclosure and is not intended to be a full description. A full appreciation of the disclosure can be gained by taking the entire specification, claims, drawings, and abstract as a whole.





BRIEF DESCRIPTION OF THE DRAWINGS

The disclosure may be more completely understood in consideration of the following description of various illustrative embodiments of the disclosure in connection with the accompanying drawings, in which:



FIG. 1 is a schematic block diagram of an illustrative kit;



FIGS. 2 through 5 are flow diagrams showing illustrative methods that may be carried out using the illustrative kit of FIG. 1;



FIG. 6 is a schematic block diagram of an illustrative system;



FIG. 7 is a flow diagram showing an illustrative method that may be carried out using the illustrative system of FIG. 6;



FIG. 8 is a flow diagram showing an illustrative method;



FIG. 9 is a table showing how a score may be calculated for various healthy building objectives; and



FIG. 10 through 14 are screen shots displayable using a portable device forming a part of the kit of FIG. 1 and the system of FIG. 6.





While the disclosure is amenable to various modifications and alternative forms, specifics thereof have been shown by way of example in the drawings and will be described in detail. It should be understood, however, that the intention is not to limit aspects of the disclosure to the particular illustrative embodiments described. On the contrary, the intention is to cover all modifications, equivalents, and alternatives falling within the spirit and scope of the disclosure.


DESCRIPTION

The following description should be read with reference to the drawings wherein like reference numerals indicate like elements. The drawings, which are not necessarily to scale, are not intended to limit the scope of the disclosure. In some of the figures, elements not believed necessary to an understanding of relationships among illustrated components may have been omitted for clarity.


All numbers are herein assumed to be modified by the term “about”, unless the content clearly dictates otherwise. The recitation of numerical ranges by endpoints includes all numbers subsumed within that range (e.g., 1 to 5 includes 1, 1.5, 2, 2.75, 3, 3.80, 4, and 5).


As used in this specification and the appended claims, the singular forms “a”, “an”, and “the” include the plural referents unless the content clearly dictates otherwise. As used in this specification and the appended claims, the term “or” is generally employed in its sense including “and/or” unless the content clearly dictates otherwise.


It is noted that references in the specification to “an embodiment”, “some embodiments”, “other embodiments”, etc., indicate that the embodiment described may include a particular feature, structure, or characteristic, but every embodiment may not necessarily include the particular feature, structure, or characteristic. Moreover, such phrases are not necessarily referring to the same embodiment. Further, when a particular feature, structure, or characteristic is described in connection with an embodiment, it is contemplated that the feature, structure, or characteristic may be applied to other embodiments whether or not explicitly described unless clearly stated to the contrary.


Building performance relates to how well a building meets certain building performance objectives of a building. These objectives can include, for example, building sustainability objectives, building productivity objectives and healthy building objectives. Building sustainability may related to how well the building meets certain building sustainability criteria such as energy efficiency, water usage efficiency, CO2 emissions, indoor environmental quality, and efficient operation and maintenance practices of the building. Building productivity may relate to how well the building creates a productive environment for the building occupants. Building productivity can be influenced by, for example, temperature, humidity, ventilation, CO levels, air flow, lighting, noise and/or other factors in the building. Healthy building objectives may relate to how well the building creates a healthy environment for the building occupants. Creating a healthy environment for the building occupants can be influenced by temperature, humidity, ventilation rates, filtering, UVC sanitization, cleaning schedules, contactless security checkpoints, occupant behavior such as monitoring and maintaining social distancing, mask compliance, identifying coughing, sneezing, and elevated skin temperature, etc. It is noted that building sustainability, building productivity and healthy building objectives can be competing against one another. For example, elevating the temperature and humidity in a building may increase occupant productivity, but may reduce energy efficiency. In another example, reducing outside air ventilation may increase energy efficiency, but may reduce occupant productivity and occupant health.


The present disclosure can be used to determine a building's current performance, including determining a current building sustainability performance, current building productivity performance, a healthy building performance and/or any other performance objective and/or criteria, as well as provide recommendations on how to improve the building's current performance. The following description uses healthy building performance as a detailed example. However, it should be understood that building sustainability performance, building productivity performance and/or other building performance objectives and/or criteria may be used in a similar manner. It is also contemplated that the recommendations on how to improve a building's current performance may take into account the often complex interrelated and competing nature of various building performance factors, sometimes with input from a facility manager as to the particular needs of the particular building. This may be accomplished by, for example, computing and presenting a building sustainability score, a building productivity score and a healthy building score. In some cases, the facility manager may indicate that building sustainability (e.g. energy usage) should be prioritized over building productivity and healthy building objectives, and thus may be willing to accept a lower building productivity score and a lower healthy building score to achieve a high building sustainability score. In other cases, the facility manager may indicate that healthy building objectives should be prioritized over building sustainability and building productivity during a pandemic, and thus may be willing to accept a lower building sustainability score and a lower building productivity score to achieve a high healthy building score. In some cases, this tradeoff may be time dependent. For example, the facility manager may priorities building sustainability (e.g. energy usage) during unoccupied time periods and building productivity and/or healthy building objectives during occupied time periods. These are just examples.


Facilities often include building automation systems (e.g., heating, ventilation, and air conditioning (HVAC) systems, surveillance systems, security systems, energy management systems, etc.). Various organizations worldwide (e.g., government organizations, educational organizations, etc.) have provided guidelines on how to operate building automation system to reduce risk of disease transmissions within facilities. Similarly, various organizations worldwide have provided guidelines on how occupants of a facility and monitoring occupancy can reduced risk of disease transmission. Other guidelines relating to facilities and transmission of infectious disease are contemplated and may be adapted and used, depending on the facility. In some cases, a facility may meet one or more healthy building guidelines, but may be lacking with respect to other healthy building guidelines. Facility managers may, for example, wish to find out how to improve their facility's performance with respect to the healthy building guidelines. In some cases, facility managers may, for example, wish to find out how to improve their facility's performance with respect to the building sustainability performance and/or building productivity performance. In some cases, a kit may be used to help the facility manager learn their building's current building performance as well as learning ways that they can improve their building's building performance. This may include adding additional equipment, for example, or changing how they are utilizing building equipment they already have.



FIG. 1 is a schematic block diagram of an illustrative kit 10. The kit 10 is configured for ascertaining a current healthy building performance of a building and determining recommendations for improving the healthy building performance of the building, the healthy building performance based upon a plurality of healthy building criteria each defining a desired range for a corresponding healthy building parameter. The illustrative kit 10 includes a number of hand-held sensors 12, individually labeled as 12a, 12b, 12c. Each hand-held sensor 12 may be configured to detect a single healthy building parameter. In some cases, one of the hand-held sensors 12 may be configured to detect two, three or more distinct healthy building parameters. Healthy building parameters include but are not limited to indoor air temperature, outdoor air temperature, indoor relative humidity, outdoor relative humidity, particulate matter concentrations, carbon dioxide concentration (can be used as a rough indicator of relative occupancy, since humans exhale carbon dioxide), and volatile organic compound concentration. Each of the hand-held sensors 12 may, for example, represent one or more of a humidity sensor, a temperature sensor, a particulate matter sensor, a carbon dioxide sensor or a volatile organic compound sensor. These are just examples, and other types of sensors are also contemplated. In some cases, the hand-held sensors 12 are distinct from any sensors a particular building may already have.


For example, a Heating, Ventilating and Air Conditioning (HVAC) system within a building may employ a number of temperature sensors and/or humidity sensors that are disposed about the building and that are configured to provide periodic or even continuous signals reporting measured temperatures and/or measured relative humidity values throughout the building. The hand-held sensors 12 may be distinct from these sensors, and may be configured to be able to be used by a person walking around in a building and using the hand-held sensors 12 to take readings of any of a variety of different healthy building parameters throughout the building. The hand-held sensors 12 may be considered as providing a check against the accuracy of any sensors already present and operational within a building and thus may be useful in detecting installed sensors that are not working correctly, or are in need of calibration. The hand-held sensors 12 can be used to measure a variety of healthy building parameters at various points around a building, even in cases where the building itself does not already have sensors that can measure the corresponding healthy building parameters in question.


In the example shown, the hand-held sensors 12 are configured to work in combination with a portable device 14. In some instances, the portable device 14 may be a tablet or a smart phone. In some cases, the portable device 14 may be a purpose-built device. The portable device 14 includes a user interface 16, a memory 18 and a processor 20 that is operably coupled to the user interface 16 and to the memory 18. The processor 20 may be configured to display any of a variety of different screens on the user interface 16. These screens may provide instructions to a user to enter a variety of different information, for example. The user may be instructed to enter healthy building parameter values detected by one or more of the hand-held sensors 12. In some cases, the user may be instructed to facilitate wireless communication between the hand-held sensors 12 and the portable device 14 so that the portable device 14 can capture the healthy building parameter values obtained by the hand-held sensors 12 directly from the hand-held sensors 12. The user may be instructed to answer a variety of questions pertaining to the equipment currently in operation within the building, for example. The screens may be used to output a current healthy building score in combination with one or more recommendations on how to improve the healthy building score for that building.


The processor 20 may be configured to carry out a variety of different steps. FIGS. 2 through 5 are flow diagrams providing a representation of what the processor 20 is configured to do in order to assist a user of the kit 10 in determining a current healthy building score for a particular building as well as one or more recommendations on how to improve the healthy building score for the particular building.



FIG. 2 is a flow diagram showing an illustrative set of steps 22 that provide an example of some of the functionality the processor 20 is configured to accomplish. In some instances, the processor 20 is configured to generate one or more screens displayable on the user interface 16 that solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building, as indicated at block 24. The processor 20 may be configured to generate one or more screens displayable on the user interface 16 instructing the user to employ one or more of the plurality of hand-held sensors 12 to measure a current value of one or more of the healthy building parameters, as indicated at block 26. The processor 20 may be configured to capture and store in the memory the measured current values of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors 12, as indicated at block 28.


In some cases, and as indicated at block 30, the processor 20 may be configured to determine a healthy building score and one or more recommendations for improving the healthy building score of the building. This may be based at least in part on the entered information pertaining to currently installed healthy building equipment, as indicated at block 30a, the captured measured current values for each of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors 12, as indicated at block 30b, and the plurality of healthy building criteria, as indicated at block 30c. The information pertaining to healthy building equipment that is currently in use within the building may include whether the building currently has one or more of a humidity sensor, a humidifier and/or a dehumidifier. The information pertaining to healthy building equipment that is currently in use within the building may include whether the building currently has one or more of an Indoor Air Quality (IAQ) sensor, fresh air ventilation capability, and air filtration capability. The processor 20 may be configured to output the healthy building score and the one or more recommendations for improving the healthy building score of the building via the user interface, as indicated at block 32.


In some cases, the processor 20 may be configured to perform the capturing step (block 28) and the determining step (block 30) for each zone of a plurality of zones within a building. The processor 20 may be configured to determine a healthy building score that represents a compilation of a healthy building score for each zone of the plurality of zones. In some cases, the processor 20 may be configured to determine the one or more recommendations for improving the healthy building score by aggregating recommendations for improving the healthy building score for each zone of the plurality of zones.



FIG. 3 is a flow diagram showing an illustrative set of steps 34 that provide an example of some of the functionality the processor 20 is configured to accomplish. In some instances, the processor 20 is configured to generate one or more screens displayable on the user interface 16 that solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building, as indicated at block 36. The processor 20 may be configured to generate one or more screens displayable on the user interface 16 instructing the user to employ one or more of the plurality of hand-held sensors 12 to measure a current value of one or more of the healthy building parameters, as indicated at block 38. The processor 20 may be configured to establish a wireless communication between the portable device 14 and each of the one or more hand-held sensors 12, as indicated at block 40. The measured current values may be communicated via the wireless communication from each of the one or more hand-held sensors 12 to the portable device 14, as indicated at block 42.


In some cases, and as indicated at block 44, the processor 20 may be configured to determine a healthy building score and one or more recommendations for improving the healthy building score of the building. This may be based at least in part on the entered information pertaining to currently installed healthy building equipment, the captured measured current values for each of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors, and the plurality of healthy building criteria. The information pertaining to healthy building equipment that is currently in use within the building may include whether the building currently has one or more of a humidity sensor, a humidifier and/or a dehumidifier. The information pertaining to healthy building equipment that is currently in use within the building may include whether the building currently has one or more of an Indoor Air Quality (IAQ) sensor, fresh air ventilation capability, and air filtration capability. The processor 20 may be configured to output the healthy building score and the one or more recommendations for improving the healthy building score of the building via the user interface 16, as indicated at block 46.



FIG. 4 is a flow diagram showing an illustrative set of steps 48 that provide an example of some of the functionality the processor 20 is configured to accomplish. In some instances, the processor 20 is configured to generate one or more screens displayable on the user interface 16 that solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building, as indicated at block 50. The processor 20 may be configured to generate one or more screens displayable on the user interface 16 instructing the user to employ one or more of the plurality of hand-held sensors 12 to measure a current value of one or more of the healthy building parameters, as indicated at block 52. The processor 20 may be configured to generate and display one or more screens on the user interface 16 instructing the user to enter the measured current values from each of the one or more hand-held sensors 12, as indicated at block 54. The inputted values may be accepted, as indicated at block 56. The processor 20 may be configured to store the inputted values to the memory 18, as indicated at block 58.


In some cases, and as indicated at block 60, the processor 20 may be configured to determine a healthy building score and one or more recommendations for improving the healthy building score of the building. This may be based at least in part on the entered information pertaining to currently installed healthy building equipment, the captured measured current values for each of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors, and the plurality of healthy building criteria. The information pertaining to healthy building equipment that is currently in use within the building may include whether the building currently has one or more of a humidity sensor, a humidifier and/or a dehumidifier. The information pertaining to healthy building equipment that is currently in use within the building may include whether the building currently has one or more of an Indoor Air Quality (IAQ) sensor, fresh air ventilation capability, and air filtration capability. The processor 20 may be configured to output the healthy building score and the one or more recommendations for improving the healthy building score of the building via the user interface 16, as indicated at block 62.



FIG. 5 is a flow diagram showing an illustrative set of steps 64 that provide an example of some of the functionality the processor 20 is configured to accomplish. In some instances, the processor 20 is configured to generate one or more screens displayable on the user interface 16 that solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building, as indicated at block 66. The processor 20 may be configured to generate one or more screens displayable on the user interface 16 instructing the user to employ one or more of the plurality of hand-held sensors 12 to measure a current value of one or more of the healthy building parameters, as indicated at block 68.


The processor 20 may be configured to display one or more screens on the user interface 16 soliciting the user to enter information pertaining to an estimate of a current outside air ventilation rate for the building, as indicated at block 70. The processor 20 may be configured to display one or more screens on the user interface 16 soliciting the user to enter information regarding occupancy levels, as indicated at block 72. The processor 20 may be configured to display one or more screens on the user interface 16 soliciting the user to enter information regarding compliance with a mask standard, as indicated at block 74. The processor 20 may be configured to display one or more screens on the user interface 16 soliciting the user to enter information regarding compliance with a body temperature standard, as indicated at block 76. It will be appreciated that in some cases, there may not be a suitable hand-held sensor 12 that is configured to ascertain an air ventilation rate and/or ascertain occupancy levels and/or ascertain compliance with mask standards and/or ascertain compliance with body temperature standards, for example.


In some cases, and as indicated at block 78, the processor 20 may be configured to determine a healthy building score and one or more recommendations for improving the healthy building score of the building. This may be based at least in part on the entered information pertaining to currently installed healthy building equipment, the captured measured current values for each of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors, and the plurality of healthy building criteria. The information pertaining to healthy building equipment that is currently in use within the building may include whether the building currently has one or more of a humidity sensor, a humidifier and/or a dehumidifier. The information pertaining to healthy building equipment that is currently in use within the building may include whether the building currently has one or more of an Indoor Air Quality (IAQ) sensor, fresh air ventilation capability, and air filtration capability. The processor 20 may be configured to output the healthy building score and the one or more recommendations for improving the healthy building score of the building via the user interface 16, as indicated at block 80.



FIG. 6 is a schematic block diagram of an illustrative system 82. It will be appreciated that the components of the system 82, as will be described, are quite similar to the components of the kit 10 described with respect to FIGS. 1 through 5. Particular features described with respect to the kit 10 may be considered as applying equally to the system 82. Particular features described with respect to the system 82 may be considered as applying equally to the kit 10. The system 82 is configured for ascertaining a current healthy building performance of a building and determining recommendations for improving the healthy building performance of the building, the healthy building performance based upon a plurality of healthy building criteria each defining a desired range for a corresponding healthy building parameter.


The system 82 includes a number of hand-held sensors 84, individually labeled as 84a, 84b, 84c. The hand-held sensors 84 may be considered as being equivalent to the hand-held sensors 12. Each hand-held sensor 84 may be configured to detect a single healthy building parameter. In some cases, one of the hand-held sensors 84 may be configured to detect two, three or more distinct healthy building parameters. Healthy building parameters include but are not limited to indoor air temperature, outdoor air temperature, indoor relative humidity, outdoor relative humidity, particulate matter concentrations, carbon dioxide concentration (can be used as a rough indicator of relative occupancy, since humans exhale carbon dioxide), and volatile organic compound concentration. Each of the hand-held sensors 84 may, for example, represent one or more of a humidity sensor, a temperature sensor, a particulate matter sensor, a carbon dioxide sensor or a volatile organic compound sensor. These are just examples, and other types of sensors are also contemplated. The hand-held sensors 84 are distinct from any sensors a particular building may already have.


For example, a Heating, Ventilating and Air Conditioning (HVAC) system within a building may employ a number of temperature sensors and/or humidity sensors that are disposed about the building and that are configured to provide periodic or even continuous signals reporting measured temperatures and/or measured relative humidity values throughout the building. The hand-held sensors 84 are distinct from these sensors, and are configured to be able to be used by a person walking around in a building and using the hand-held sensors 84 to take readings of any of a variety of different healthy building parameters throughout the building. The hand-held sensors 84 may be considered as providing a check against the accuracy of any sensors already present and operational within a building and thus may be useful in detecting installed sensors that are not working correctly, or are in need of calibration. The hand-held sensors 84 can be used to measure a variety of healthy building parameters at various points around a building, even in cases where the building itself does not already have sensors that can measure the healthy building parameters in question.


The hand-held sensors 84 are configured to work in combination with a portable device 86. The portable device 86 may be considered as being similar to the portable device 14. In some instances, the portable device 86 may be a tablet or a smart phone. In some cases, the portable device 86 may be a purpose-built device. The portable device 86 includes a user interface 88 with a dashboard 90, a memory 92 and a processor 94 that is operably coupled to the user interface 88 and to the memory 92. The processor 94 may be configured to display any of a variety of different screens on the user interface 88. These screens may provide instructions to a user to enter a variety of different information, for example. The user may be instructed to enter healthy building parameter values detected by one or more of the hand-held sensors 84. The user may be instructed to facilitate wireless communication between the hand-held sensors 84 and the portable device 86 so that the portable device 86 can capture the healthy building parameter values obtained by the hand-held sensors 84 directly from the hand-held sensors 84. The user may be instructed to answer a variety of questions pertaining to the equipment currently in operation within the building, for example. The screens may be used to output a current healthy building score in combination with one or more recommendations on how to improve the healthy building score for that building.


The processor 94 may be configured to carry out a variety of different steps. FIG. 7 is a flow diagram providing a representation of what the processor 94 is configured to do in order to assist a user of the system 82 in determining a current healthy building score for a particular building as well as one or more recommendations on how to improve the healthy building score for the particular building. The processor 94 may be configured to generate one or more screens displayable on the user interface 88 in order to solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building, as indicated at block 96. The processor 94 may be configured to generate one or more screens displayable on the user interface 88 instructing the user to employ one or more of the plurality of hand-held sensors 84 to measure a current value of one or more of the healthy building parameters within each zone of the plurality of zones of the building, as indicated at block 98.


The processor 94 may be configured to capture and store in the memory 92 the measured current values of the one or more of the healthy building parameters that were measured for each of the plurality of zones using the one or more of the plurality of hand-held sensors 84, as indicated at block 100. The processor 94 may be configured to determine a healthy building score for each of the plurality of zones, as indicated at block 102. The healthy building score for each of the plurality of zones may be based at least in part on the entered information pertaining to currently installed healthy building equipment, as indicated at block 102a, the captured measured current values for each of the one or more of the healthy building parameters that were measured for the corresponding one of the plurality of zones, as indicated at block 102b, and the plurality of healthy building criteria, as indicated at block 102c.


The processor 94 may be configured to aggregate the healthy building score for each of the plurality of zones to determine an aggregate healthy building score for the building, as indicated at block 104. The processor 94 may be configured to display via the user interface 88 a dashboard (such as the dashboard 90) that provides the aggregated healthy building score for the building. In some cases, the processor 94 may be configured to also display each of the individual healthy building scores for each of the zones. This may aid a user in determining, for example, if the overall healthy building score is skewed by a particular zone that is either substantially underperforming relative to the other zones or is substantially overperforming relative to the other zones.



FIG. 8 is a flow diagram showing an illustrative method 108 that may be carried out using either the kit 10 or the system 82. One or more screens may be generated that are displayable on a user interface of the portable device in order to solicit a user to enter information pertaining to building equipment that is currently in use within a building, as indicated at block 110. One or more screens may be generated that are displayable on the user interface instructing the user to employ one or more of a plurality of hand-held sensors to measure a current value for one or more of a plurality of building parameters, as indicated at block 112. The measured current values for each of the one or more of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors may be captured and stored in memory, as indicated at block 114. A building score and one or more recommendations for improving the building score of the building may be determined, as indicated at block 116.


The building score and the one or more recommendations may be based at least in part on the entered information pertaining to currently installed building equipment, as indicated at block 116a, the captured measured current values for each of the one or more of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors, as indicated at block 116b and one or more building performance criteria, at least some of which define a desired range for a corresponding one of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors, as indicated at block 116c. The building score and the one or more recommendations for improving the building score of the building may be outputted via the user interface.


In some cases, the building score and one or more recommendations may include a healthy building score and one or more one or more recommendations for improving the healthy building score of the building. The building score and one or more recommendations may include a building productivity score and one or more one or more recommendations for improving the building productivity score of the building. In some cases, the building score and one or more recommendations may include a building sustainability score and one or more one or more recommendations for improving the building sustainability score of the building.



FIG. 9 is a screen shot showing a simple example, in spreadsheet form, of determining a healthy building score that is based on both observations entered using a portable device 14, 86 as well as current values for particular healthy building parameters that were captured by the hand-held sensors 12, 84. FIG. 9 shows a screen 120 that includes a Pillar column 122 that lists out each the pillars being considered, such as Air Quality, Ventilation, Safety and Security, and Space Treatment. A Measure column 124 lists the particular healthy building parameters being considered for each of the pillars. The Measure column 124 includes, for each of the plurality of healthy building parameters, both a category describing whether the facility being evaluated is currently monitoring and/or managing that particular healthy building parameter, but also includes a category describing a current value for each healthy building parameter. At least some of the current values are determined using the hand-held sensors 12, 84, for example.


A Points column 126 lists out the possible points that can be awarded for each of the categories. A Readings column 128 provides current values for each of the healthy building parameters. A Score column 130 provides an actual score for each of the healthy building parameters. The actual score may be calculated by multiplying the current value as listed in the Readings column 128 or a numerical representation thereof by the possible score as listed in the Points column 126. The numerical representation may be the number “1” if the value provided in the Reading column 128 is a “yes” and may be the number 0” if the value provided in the Reading column 128 is a “no”. The numerical representation may be the number “1” if the current value is within a desired range for that particular healthy building parameter, and may be the number “0” if the current value is not within the desired range for that particular healthy building parameter. In some cases, the numerical representation may be the number “1” if the current value is within a desired range for that particular healthy building parameter, and may be the number “0.5”, or another number less than 1 and greater than 0, if the current value is outside the desired range but is within an acceptable range for that particular healthy building parameter.


A Pillar Score column 132 provides a total score for each of the pillars. A Pillar Rating column 134 provides another representation of the total score for each of the pillars. For example, the total pillar score for the Air Quality pillar is 40/40, as seen in the Pillar Score column 132, or a total of 5 stars, as seen in the Pillar Rating column 134. It will be appreciated that each of the columns 126, 128, 130, 132, 134 may be repeated within a spreadsheet for zone of a plurality of zones, if the building has more than one zone. For simplicity, FIG. 9 only shows results for a single zone.


The Pillar column 122 references an Air Quality section 136, a Ventilation section 138, a Safety & Security section 140 and a Space Treatment section 142. Looking at the Air Quality section 136, for example, it can be seen that this particular facility, at the time tested, got 9/9 points for monitoring relative humidity. This can mean that the facility has, at a minimum, a working relative humidity sensor. This may also mean that the facility includes the equipment necessary to actively change or control the relative humidity. Using one of the hand-held sensors 12, 84, the facility has a current relative humidity value of 50%. This is within the desired range of 40% to 60% relative humidity, so the facility is awarded 5/5 points for the current relative humidity value. While this may not indicate that the relative humidity within the facility is always within the desired range, the relative humidity within the facility, or within the portion of the facility in which the relative humidity was measured, is currently within the desired range.


Looking at the Ventilation section 138, it can be seen that the facility being evaluated has only scored 10 points out a possible 24 points, and has a 2 star rating. Looking at the specifics within the Measure column 124, it can be seen that the facility has been awarded 5/5 points for monitoring carbon dioxide levels and has been awarded 5/5 points for having a current carbon dioxide level, as measured using one of the hand-held sensors 12, 84, that is within the desired range. However, the facility has been awarded 0/7 points because the facility is not monitoring and/or managing a ventilation rate. Moreover, the facility has been awarded 0/7 points because the determined ventilation rate of 1 air change per hour is below the desired minimum of 2 air changes per hour.


Looking at the Safety & Security section 140, the facility being tested has scored fairly well, only losing points for not monitoring crowding incidents in which people do not pay attention to social distancing guidelines. Looking at the Space Treatment section 142, the facility being tested has scored 5/5 points for having installed an Electronic Air Cleaner (EAC) as well as a UV light such as but not limited to a UVC light. The facility gets no points for Surface UVC or for Needle Point Ionization. Altogether, the facility has an overall score of 94 points out of a possible 125 points, and has received a 4 star rating. One recommendation that could improve the healthy building score for this facility, as can be seen, would be to recommend adding the appropriate equipment to monitor and manage appropriate ventilation rates that would yield at least 2 air changes per hour.


An additional recommendation would be to install equipment that would utilize UVC to sterilize surfaces. UV light may produce light that falls within a spectrum of about 100 nanometers (nm) to about 400 nm. This UV light spectrum includes UV-A, which ranges from 315 nm to 400 nm. This UV light spectrum also includes UV-B, which ranges from 280 nm to 315 nm. UV-C, which ranges from 200 nm to 280 nm, is particularly effective for disinfecting. There is also Far-UVC, which ranges from 207 nm to 222 nm and thus is a subset of the UV-C light spectrum. Far-UVC is also particularly effective for disinfecting, and is believed to be safe for human skin and eyes. The UV light spectrum also includes VUV Far-UV, which ranges from 100 nm to 200 nm.


Another recommendation would be to install Needle Point Ionization. Needlepoint bipolar ionization is a commercially available technology that produces a stream of ions that can capture gaseous and particulate contaminants in the air, including volatile organic compounds (VOCs) and odors. Negative and positive ions are produced when electricity is applied to a tube with two electrodes, and which in turn react with water vapor and oxygen in the air to create free radicals. The free radicals can kill microorganisms and break down odors, improving indoor air quality, for example.


While a healthy building score is used in this example, a similar approach may be used to compute a building sustainability score and/or a building productivity score. This may be useful to present the often complex interrelated and competing nature of various building performance factors of a building. For example, a facility manager may indicate that building sustainability (e.g. energy usage) should be prioritized over building productivity and healthy building objectives, and thus may be willing to accept a lower building productivity score and a lower healthy building score to achieve a high building sustainability score. In other cases, the facility manager may indicate that healthy building objectives should be prioritized over building sustainability and building productivity during a pandemic, and thus may be willing to accept a lower building sustainability score and a lower building productivity score to achieve a high healthy building score. In some cases, this tradeoff may be time dependent. For example, the facility manager may priorities building sustainability (e.g. energy usage) during unoccupied time periods and building productivity and/or healthy building objectives during occupied time periods. These are just examples.



FIGS. 10 through 14 provide screen shots that may be generated when using the portable device 14, 86 to evaluate a building to ascertain its healthy building performance. FIG. 10 provides a screen 150 that may be displayed by the portable device 14, 86 when a user is evaluating air quality. The screen 150 includes a box 152 that allows a user to enter a name of a particular zone. The screen 150 includes a number of check boxes 154 that allow a user to indicate which sensors are already in use within the named zone. The check boxes 154 include a temperature check box 154a, a humidity check box 154b, a CO2 check box 154c, an Air Changes check box 154d, a TVOC check box 154e and a PM2.5 check box 154f. As indicated, the user has checked the temperature check box 154a, indicating that the named zone includes at least one temperature sensor. A box 156 allows the user to enter a current temperature value as obtained by using an appropriate one of the plurality of hand-held sensors 12, 84. In some cases, additional boxes may be displayed in order to allow entry of other healthy building parameters measured by one of the hand-held sensors 12, 84, even if the named zone does not currently include an installed sensor of that type. An ADD ZONE button 158 allows a user to enter information for an additional zone. A NEXT button 160 allows a user to move to a subsequent screen. While not shown, in some cases the screen 150 may include a CANCEL or BACK button that allows the user to move back to a previously displayed screen.



FIG. 11 provides a screen 170 that may be displayed by the portable device 14, 86 when a user is evaluating safety and security compliance. It will be appreciated that while air quality measurements may take place anywhere within the facility, safety and security compliance may be tied to a particular location, such as an entrance or other access point. The screen 170 includes a box 172 that indicates a particular access point, in this case, the “East Entrance”. A photo icon 174 allows a user to take a picture of the particular location, should they desire to do so. The screen 170 includes a section 176 that allows a user to specify which of the safety and security compliance categories the facility monitors automatically. The section 176 includes a Mask and PPE check box 176a, an Elevated Body Temperature check box 176b, an Occupancy Level check box 176c and a Social Distancing check box 176d.


As illustrated, the user has checked the Mask and PPE check box 176a. Accordingly, the screen 170 includes a counter 178 that the user can increment or decrement in order to indicate how many devices are being used to monitor Mask and PPE compliance, a counter 180 that the user can increment or decrement in order to indicate how many incidents have been detected in a day (or other suitable time frame), and a box 182 in which the user can indicate what technology is being used to monitor Mask and PPE compliance. The screen 170 includes an Add Access Point button 184 that allows a user to enter information for an additional access point. A NEXT button 186 allows a user to move to a subsequent screen. While not shown, in some cases the screen 170 may include a CANCEL or BACK button that allows the user to move back to a previously displayed screen.



FIG. 12 provides a screen 190 that may be displayed by the portable device 14, 86 when a user is providing information as to how compliance is being monitored. The screen 190 includes a monitoring section 192 that solicits information as to how monitoring is achieved, and includes an Integrated Overview Dashboard check box 192a, a Locally check box 192b and a Not Monitored check box 192c. In this example, the user has selected the Locally check box 192b. The screen 190 also includes an action section 194 that solicits information as to what action is taken when a compliance issue is detected via monitoring. The action section 194 includes a Fully Automated check box 194a, a Semi Automated check box 194b and a Manual Intervention check box 194c. As shown, the user has selected the Manual Intervention check box 194c. The screen 190 also includes a SUBMIT button 196 that may be used to submit the entered information.



FIG. 13 provides a screen 200 that may be displayed by the portable device 14, 86, informing the user of the Healthy Building Audit Score for their facility. It will be appreciated that the screen 200 does not reflect the numbers shown in the example illustrated in FIG. 9. In this example, the screen 200 displays an overall score 202 that reads “68” and a star rating 204 that reads “2 stars”, indicating that the particular building could certainly improve its performance. The screen 200 includes a section 206 that compares the current performance to the scores needed to achieve a WELL building Standard Silver certification, for example, as well as a comparison to similar buildings. The screen 200 also includes a recommendations section 208 that shows the user particular recommendations to achieve a desired star rating, as selected by the user by moving a slider 210. The use can move the slider 210 to see recommendations that would allow their facility to achieve, instead of its current 2 star rating, a three star rating, a four star rating or even a five star rating.



FIG. 14 provides a screen 212 that includes an Air Quality section 214, a Safety & Security section 216 and a Monitoring Services section 218. The Air Quality section 214 includes a list of recommended new equipment as well as an indication of where each new piece of equipment should be installed for optimal results. Similarly, the Safety & Security section 216 includes a list of recommended new equipment as well as an indication of where each new piece of equipment should be installed for optimal results. The Monitoring Services section 218 provides a list of available monitoring services that could be chosen by the facility in order to improve its performance.


Those skilled in the art will recognize that the present disclosure may be manifested in a variety of forms other than the specific embodiments described and contemplated herein. Accordingly, departure in form and detail may be made without departing from the scope and spirit of the present disclosure as described in the appended claims.

Claims
  • 1. A kit for ascertaining a current healthy building performance of a building and determining recommendations for improving the healthy building performance of the building, the healthy building performance based upon a plurality of healthy building criteria each defining a desired range for a corresponding healthy building parameter, the kit comprising: a plurality of hand-held sensors that are each configured to provide a current value of one or more of the healthy building parameters;a portable device that includes a user interface, a memory and a processor operably coupled to the user interface and to the memory, the processor configured to: generate one or more screens displayable on the user interface that solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building;generate one or more screens displayable on the user interface instructing the user to employ one or more of the plurality of hand-held sensors to measure a current value of one or more of the healthy building parameters;capture and store in the memory the measured current values of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors, wherein capturing at least one of the measured current values of the one or more of the healthy building parameters includes: establishing a wireless communication between the portable device and at least one of the plurality of hand-held sensors;communicating the measured current value from each of the at least one of the plurality of hand-held sensors to the portable device via the established wireless communication;determine a healthy building score and one or more recommendations for improving the healthy building score of the building based at least in part on: the entered information pertaining to currently installed healthy building equipment;the captured measured current values for each of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors;the plurality of healthy building criteria; andoutput the healthy building score and the one or more recommendations for improving the healthy building score of the building via the user interface.
  • 2. The kit of claim 1, wherein the processor is configured to perform the capturing step and the determining step for each zone of a plurality of zones within the building.
  • 3. The kit of claim 2, wherein the processor is configured to determine a healthy building score that represents a compilation of a healthy building score for each zone of the plurality of zones.
  • 4. The kit of claim 2, wherein the processor is configured to determine the one or more recommendations for improving the healthy building score by aggregating recommendations for improving the healthy building score for each zone of the plurality of zones.
  • 5. The kit of claim 1, wherein capturing the measured current values of the one or more of the healthy building parameters that were measured using the one or more of the plurality of hand-held sensors comprises: generating and displaying one or more screens on the user interface instructing the user to enter the measured current values from at least one of the one or more of the plurality of hand-held sensors;accepting the inputted values; andstoring the inputted values to the memory.
  • 6. The kit of claim 1, wherein one of the plurality of hand-held sensors comprises a humidity sensor and/or a temperature sensor.
  • 7. The kit of claim 1, wherein one of the plurality of hand-held sensors comprises a particulate matter sensor.
  • 8. The kit of claim 1, wherein one of the plurality of hand-held sensors comprises a carbon dioxide sensor.
  • 9. The kit of claim 1, wherein one of the plurality of hand-held sensors comprises a volatile organic sensor configured to measure a concentration of volatile organic compounds.
  • 10. The kit of claim 1, wherein the processor is configured to display one or more screens on the user interface soliciting the user to enter information pertaining to an estimate of a current outside air ventilation rate for the building.
  • 11. The kit of claim 1, wherein the processor is configured to display one or more screens on the user interface soliciting the user to enter information regarding occupancy levels.
  • 12. The kit of claim 1, wherein the processor is configured to display one or more screens on the user interface soliciting the user to enter information regarding compliance with a mask standard.
  • 13. The kit of claim 1, wherein the processor is configured to display one or more screens on the user interface soliciting the user to enter information regarding compliance with a body temperature standard.
  • 14. The kit of claim 1, wherein the information pertaining to healthy building equipment that is currently in use within the building includes whether the building currently has one or more of a humidity sensor, a humidifier and/or a dehumidifier.
  • 15. The kit of claim 1, wherein the information pertaining to healthy building equipment that is currently in use within the building includes whether the building currently has one or more of an Indoor Air Quality (IAQ) sensor, fresh air ventilation capability, and air filtration capability.
  • 16. A system for ascertaining a current healthy building performance of a building and making recommendations for improving the healthy building performance of the building, the healthy building performance based upon a plurality of healthy building criteria each defining a desired range for a corresponding healthy building parameter, the building including a plurality of zones, the system comprising: a plurality of hand-held sensors that are each configured to provide a measure of a current value for one of the plurality of healthy building criteria;a portable device that includes a user interface, a memory and a processor operably coupled to the user interface and to the memory, the processor configured to: generate one or more screens displayable on the user interface in order to solicit a user to enter information pertaining to healthy building equipment that is currently in use within the building;generate one or more screens displayable on the user interface instructing the user to employ one or more of the plurality of hand-held sensors to measure a current value of one or more of the healthy building parameters within each zone of the plurality of zones of the building;capture and store in the memory the measured current values of the one or more of the healthy building parameters that were measured for each of the plurality of zones using the one or more of the plurality of hand-held sensors, wherein capturing at least one of the measured current values of the one or more of the healthy building parameters includes: establishing a wireless communication between the portable device and at least one of the plurality of hand-held sensors;communicating the measured current value from each of the at least one of the plurality of hand-held sensors to the portable device via the established wireless communication;determine a healthy building score for each of the plurality of zones based at least in part on: the entered information pertaining to currently installed healthy building equipment;the captured measured current values for each of the one or more of the healthy building parameters that were measured for the corresponding one of the plurality of zones;the plurality of healthy building criteria; andaggregating the healthy building score for each of the plurality of zones to determine an aggregate healthy building score for the building; anddisplaying via the user interface a dashboard that provides the aggregated healthy building score for the building.
  • 17. The system of claim 16, wherein the dashboard is configured to display each of the healthy building score for each of the plurality of zones.
  • 18. A non-transient, computer-readable storage medium having stored thereon instructions that when executed by one or more processors of a portable device, causes the one or more processors to: generate one or more screens displayable on a user interface of the portable device in order to solicit a user to enter information pertaining to building equipment that is currently in use within a building;generate one or more screens displayable on the user interface instructing the user to employ one or more of a plurality of hand-held sensors to measure a current value for one or more of a plurality of building parameters;capture and store in a memory of the portable device the measured current values for each of the one or more of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors, wherein capturing at least one of the measured current values of the one or more of the healthy building parameters includes: establishing a wireless communication between the portable device and at least one of the plurality of hand-held sensors;communicating the measured current value from each of the at least one of the plurality of hand-held sensors to the portable device via the established wireless communication;determine a building score and one or more recommendations for improving the building score of the building based at least in part on: the entered information pertaining to currently installed building equipment;the captured measured current values for each of the one or more of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors;one or more building performance criteria, at least some of which define a desired range for a corresponding one of the plurality of building parameters that were measured using the one or more of the plurality of hand-held sensors; andoutput the building score and the one or more recommendations for improving the building score of the building via the user interface.
  • 19. The non-transient, computer-readable storage medium of claim 18, wherein the building score and one or more recommendations include one or more of: a healthy building score and one or more one or more recommendations for improving the healthy building score of the building;a building productivity score and one or more one or more recommendations for improving the building productivity score of the building; anda building sustainability score and one or more one or more recommendations for improving the building sustainability score of the building.
US Referenced Citations (387)
Number Name Date Kind
191512 Bennett et al. Jun 1877 A
4009647 Howorth Mar 1977 A
4375637 Desjardins Mar 1983 A
4918615 Suzuki et al. Apr 1990 A
4939922 Smalley et al. Jul 1990 A
5566084 Cmar Oct 1996 A
5727579 Chardack Mar 1998 A
5745126 Jain et al. Apr 1998 A
5751916 Kon et al. May 1998 A
5777598 Gowda et al. Jul 1998 A
5973662 Singers et al. Oct 1999 A
6065842 Fink May 2000 A
6139177 Venkatraman et al. Oct 2000 A
6144993 Fukunaga et al. Nov 2000 A
6157943 Meyer Dec 2000 A
6229429 Horan May 2001 B1
6238337 Kambhatla et al. May 2001 B1
6334211 Kojima et al. Dec 2001 B1
6353853 Gravlin Mar 2002 B1
6369695 Horon Apr 2002 B1
6375038 Daansen et al. Apr 2002 B1
6429868 Dehner, Jr. et al. Aug 2002 B1
6473084 Phillips et al. Oct 2002 B1
6487457 Hull et al. Nov 2002 B1
6580950 Johnson et al. Jun 2003 B1
6598056 Hull et al. Jul 2003 B1
6619555 Rosen Sep 2003 B2
6704012 Lefave Mar 2004 B1
6720874 Fufido et al. Apr 2004 B2
6741915 Poth May 2004 B2
6796896 Laiti Sep 2004 B2
6801199 Wallman Oct 2004 B1
6816878 Zimmers et al. Nov 2004 B1
6876951 Skidmore et al. Apr 2005 B2
6882278 Winings et al. Apr 2005 B2
6904385 Budike, Jr. Jun 2005 B1
6907387 Reardon Jun 2005 B1
6911177 Deal Jun 2005 B2
6993403 Dadebo et al. Jan 2006 B1
6993417 Osann, Jr. Jan 2006 B2
7023440 Havekost et al. Apr 2006 B1
7031880 Seem et al. Apr 2006 B1
7062722 Carlin et al. Jun 2006 B1
7110843 Pagnano et al. Sep 2006 B2
7139685 Bascle et al. Nov 2006 B2
7164972 Imhof et al. Jan 2007 B2
7183899 Behnke Feb 2007 B2
7200639 Yoshida Apr 2007 B1
7222111 Budike, Jr. May 2007 B1
7222800 Wruck May 2007 B2
7257397 Shamoon et al. Aug 2007 B2
7280030 Monaco Oct 2007 B1
7292908 Borne et al. Nov 2007 B2
7295116 Kumar et al. Nov 2007 B2
7302313 Sharp et al. Nov 2007 B2
7308323 Kruk et al. Dec 2007 B2
7308388 Beverina et al. Dec 2007 B2
7313447 Hsiung et al. Dec 2007 B2
7346433 Budike, Jr. Mar 2008 B2
7356548 Culp et al. Apr 2008 B1
7379782 Cocco May 2008 B1
7383148 Ahmed Jun 2008 B2
7434742 Mueller et al. Oct 2008 B2
7447333 Masticola et al. Nov 2008 B1
7466224 Ward et al. Dec 2008 B2
7496472 Seem Feb 2009 B2
7512450 Ahmed Mar 2009 B2
7516490 Riordan et al. Apr 2009 B2
7548833 Ahmed Jun 2009 B2
7551092 Henry Jun 2009 B1
7557729 Hubbard et al. Jul 2009 B2
7567844 Thomas et al. Jul 2009 B2
7596473 Hansen et al. Sep 2009 B2
7610910 Ahmed Nov 2009 B2
7626507 LaCasse Dec 2009 B2
7664574 Imhof et al. Feb 2010 B2
7682464 Glenn et al. Mar 2010 B2
7702421 Sullivan et al. Apr 2010 B2
7729882 Seem Jun 2010 B2
7755494 Melker et al. Jul 2010 B2
7761310 Rodgers Jul 2010 B2
7774227 Srivastava Aug 2010 B2
7797188 Srivastava Sep 2010 B2
7819136 Eddy Oct 2010 B1
7822806 Frank et al. Oct 2010 B2
7856370 Katta et al. Dec 2010 B2
7978083 Melker et al. Jul 2011 B2
7984384 Chaudhri et al. Jul 2011 B2
7986323 Kobayashi et al. Jul 2011 B2
8024666 Thompson Sep 2011 B2
8086047 Penke et al. Dec 2011 B2
8099178 Mairs et al. Jan 2012 B2
8151280 Sather et al. Apr 2012 B2
8176095 Murray et al. May 2012 B2
8218871 Angell et al. Jul 2012 B2
8219660 McCoy et al. Jul 2012 B2
8271941 Zhang et al. Sep 2012 B2
8294585 Barnhill Oct 2012 B2
8302020 Louch et al. Oct 2012 B2
8320634 Deutsch Nov 2012 B2
8334422 Gutsol et al. Dec 2012 B2
8344893 Drammeh Jan 2013 B1
8375118 Hao et al. Feb 2013 B2
8476590 Stratmann et al. Jul 2013 B2
8516016 Park et al. Aug 2013 B2
8558660 Nix et al. Oct 2013 B2
8639527 Rensvold et al. Jan 2014 B2
8698637 Raichman Apr 2014 B2
8756024 Hedley et al. Jun 2014 B2
8816860 Ophardt et al. Aug 2014 B2
8869027 Louch et al. Oct 2014 B2
8904497 Hsieh Dec 2014 B2
8936944 Peltz et al. Jan 2015 B2
8947437 Garr et al. Feb 2015 B2
8950019 Loberger et al. Feb 2015 B2
9000926 Hollock et al. Apr 2015 B2
9030325 Taneff May 2015 B2
9098738 Bilet et al. Aug 2015 B2
9105071 Fletcher et al. Aug 2015 B2
9175356 Peltz et al. Nov 2015 B2
9240111 Scott et al. Jan 2016 B2
9280884 Schultz et al. Mar 2016 B1
9292972 Hailemariam et al. Mar 2016 B2
9320662 Hayes et al. Apr 2016 B2
9370600 DuPuis et al. Jun 2016 B1
9373242 Conrad et al. Jun 2016 B1
9396638 Wildman et al. Jul 2016 B2
9311807 Schultz et al. Aug 2016 B2
9406212 De Luca et al. Aug 2016 B2
9418535 Felch et al. Aug 2016 B1
9418536 Felch et al. Aug 2016 B1
9449219 Bilet et al. Sep 2016 B2
9477543 Henley et al. Oct 2016 B2
9497832 Verberkt et al. Nov 2016 B2
9513364 Hall et al. Dec 2016 B2
9526380 Hamilton et al. Dec 2016 B2
9526806 Park et al. Dec 2016 B2
9536415 De Luca et al. Jan 2017 B2
9558648 Douglas Jan 2017 B2
9591267 Lipton et al. Mar 2017 B2
9613518 Dunn et al. Apr 2017 B2
9618224 Emmons et al. Apr 2017 B2
9640059 Hyland May 2017 B2
9672360 Barkan Jun 2017 B2
9710700 Bilet et al. Jul 2017 B2
9715242 Pillai et al. Jul 2017 B2
9721452 Felch et al. Aug 2017 B2
9729945 Schultz et al. Aug 2017 B2
9784464 Yamamoto et al. Oct 2017 B2
9843743 Lewis et al. Dec 2017 B2
9856634 Rodenbeck et al. Jan 2018 B2
9872088 Fadell et al. Jan 2018 B2
9875639 Bone et al. Jan 2018 B2
9911312 Wildman et al. Mar 2018 B2
9940819 Ferniany Apr 2018 B2
9956306 Brais et al. May 2018 B2
9986175 Frank et al. May 2018 B2
10087608 Dobizl et al. Oct 2018 B2
10223894 Raichman Mar 2019 B2
10228837 Hua et al. Mar 2019 B2
10235865 Thyroff Mar 2019 B2
10251610 Parthasarathy et al. Apr 2019 B2
10303843 Bitran et al. May 2019 B2
10332382 Thyroff Jun 2019 B2
10514817 Hua et al. Dec 2019 B2
10565844 Pourmohammad et al. Feb 2020 B2
10602474 Goldstein Mar 2020 B2
10607147 Raykov et al. Mar 2020 B2
20020111698 Graziano et al. Aug 2002 A1
20020130868 Smith Sep 2002 A1
20030028269 Spriggs et al. Feb 2003 A1
20030030637 Grinstein et al. Feb 2003 A1
20030046862 Wolf et al. Mar 2003 A1
20030071814 Jou et al. Apr 2003 A1
20030078677 Hull et al. Apr 2003 A1
20030083957 Olefson May 2003 A1
20030103075 Rosselot Jun 2003 A1
20030171851 Brickfield et al. Sep 2003 A1
20030214400 Mizutani et al. Nov 2003 A1
20030233432 Davis et al. Dec 2003 A1
20040001009 Winings et al. Jan 2004 A1
20040064260 Padmanabhan et al. Apr 2004 A1
20040143474 Haeberle et al. Jul 2004 A1
20040153437 Buchan Aug 2004 A1
20040168115 Bauernschmidt et al. Aug 2004 A1
20040233192 Hopper Nov 2004 A1
20040260411 Cannon Dec 2004 A1
20040267560 Hostland Dec 2004 A1
20050010460 Mizoguchi et al. Jan 2005 A1
20050119767 Kiwimagi et al. Jun 2005 A1
20050143863 Ruane et al. Jun 2005 A1
20050267900 Ahmed et al. Dec 2005 A1
20060004841 Heikkonen et al. Jan 2006 A1
20060009862 Imhof et al. Jan 2006 A1
20060017547 Buckingham et al. Jan 2006 A1
20060020177 Seo et al. Jan 2006 A1
20060028471 Kincaid et al. Feb 2006 A1
20060029256 Miyoshi et al. Feb 2006 A1
20060058900 Johanson et al. Mar 2006 A1
20060067545 Lewis et al. Mar 2006 A1
20060067546 Lewis et al. Mar 2006 A1
20060077255 Cheng Apr 2006 A1
20060184326 McNally et al. Aug 2006 A1
20060231568 Lynn et al. Oct 2006 A1
20060265664 Simons et al. Nov 2006 A1
20060279630 Aggarwal et al. Dec 2006 A1
20070016955 Goldberg et al. Jan 2007 A1
20070055757 Mairs et al. Mar 2007 A1
20070055760 McCoy et al. Mar 2007 A1
20070061046 Mairs et al. Mar 2007 A1
20070067062 Mairs et al. Mar 2007 A1
20070088534 MacArthur et al. Apr 2007 A1
20070090951 Chan et al. Apr 2007 A1
20070091091 Gardiner et al. Apr 2007 A1
20070101433 Louch et al. May 2007 A1
20070114295 Jenkins May 2007 A1
20070120652 Behnke May 2007 A1
20070139208 Kates Jun 2007 A1
20070216682 Navratil et al. Sep 2007 A1
20070219645 Thomas et al. Sep 2007 A1
20070239484 Arond et al. Oct 2007 A1
20070268122 Kow et al. Nov 2007 A1
20080001763 Raja et al. Jan 2008 A1
20080027885 Van Putten et al. Jan 2008 A1
20080036593 Rose-Pehrsson et al. Feb 2008 A1
20080062167 Boggs et al. Mar 2008 A1
20080099045 Glenn et al. May 2008 A1
20080103798 Domenikos et al. May 2008 A1
20080120396 Jayaram et al. May 2008 A1
20080144885 Zucherman et al. Jun 2008 A1
20080183424 Seem Jul 2008 A1
20080194009 Marentis Aug 2008 A1
20080198231 Ozdemir et al. Aug 2008 A1
20080209342 Taylor et al. Aug 2008 A1
20080222565 Taylor et al. Sep 2008 A1
20080224862 Cirker Sep 2008 A1
20080242945 Gugliotti et al. Oct 2008 A1
20080250800 Wetzel Oct 2008 A1
20080279420 Masticola et al. Nov 2008 A1
20080280275 Collopy Nov 2008 A1
20080303658 Melker et al. Dec 2008 A1
20080306985 Murray et al. Dec 2008 A1
20080320552 Kumar et al. Dec 2008 A1
20090001181 Siddaramanna et al. Jan 2009 A1
20090024944 Louch et al. Jan 2009 A1
20090065596 Seem et al. Mar 2009 A1
20090083120 Strichman et al. Mar 2009 A1
20090096791 Abshear et al. Apr 2009 A1
20090125337 Abr May 2009 A1
20090125825 Rye et al. May 2009 A1
20090144023 Seem Jun 2009 A1
20090157744 McConnell Jun 2009 A1
20090160673 Cirker Jun 2009 A1
20090322782 Kimchi et al. Dec 2009 A1
20100048167 Chow et al. Feb 2010 A1
20100058248 Park Mar 2010 A1
20100064001 Daily Mar 2010 A1
20100070089 Harrod et al. Mar 2010 A1
20100073162 Johnson et al. Mar 2010 A1
20100123560 Nix et al. May 2010 A1
20100134296 Hwang Jun 2010 A1
20100156628 Ainsbury et al. Jun 2010 A1
20100156630 Ainsbury Jun 2010 A1
20100188228 Hyland Jul 2010 A1
20100223198 Noureldin et al. Sep 2010 A1
20100249955 Sitton Sep 2010 A1
20100286937 Hedley et al. Nov 2010 A1
20100318200 Foslien et al. Dec 2010 A1
20100324962 Nesler et al. Dec 2010 A1
20110010654 Raymond et al. Jan 2011 A1
20110057799 Taneff Mar 2011 A1
20110077779 Fuller et al. Mar 2011 A1
20110083094 Laycock et al. Apr 2011 A1
20110087988 Ray et al. Apr 2011 A1
20110112854 Koch et al. May 2011 A1
20110126111 Gill et al. May 2011 A1
20110154426 Doser et al. Jun 2011 A1
20110161124 Lappinga et al. Jun 2011 A1
20110169646 Raichman Jul 2011 A1
20110184563 Foslien et al. Jul 2011 A1
20110202467 Hilber et al. Aug 2011 A1
20110273298 Snodgrass et al. Nov 2011 A1
20110291841 Hollock et al. Dec 2011 A1
20110298301 Wong et al. Dec 2011 A1
20110316703 Butler et al. Dec 2011 A1
20110320054 Brzezowski Dec 2011 A1
20120022700 Drees et al. Jan 2012 A1
20120039503 Chen et al. Feb 2012 A1
20120062382 Taneff Mar 2012 A1
20120075464 Derenne et al. Mar 2012 A1
20120109988 Li et al. May 2012 A1
20120112883 Wallace et al. May 2012 A1
20120131217 Delorme et al. May 2012 A1
20120158185 El-Mankabady et al. Jun 2012 A1
20120216243 Gill et al. Aug 2012 A1
20120224057 Gill et al. Sep 2012 A1
20120259466 Ray et al. Oct 2012 A1
20120262472 Garr et al. Oct 2012 A1
20120272146 D'souza et al. Oct 2012 A1
20120291068 Khushoo et al. Nov 2012 A1
20120303652 Tseng Nov 2012 A1
20120310418 Harrod et al. Dec 2012 A1
20130055132 Foslien Feb 2013 A1
20130060794 Puttabasappa et al. Mar 2013 A1
20130082842 Balazs et al. Apr 2013 A1
20130086152 Hersche et al. Apr 2013 A1
20130091631 Hayes et al. Apr 2013 A1
20130110295 Zheng et al. May 2013 A1
20130169681 Rasane et al. Jul 2013 A1
20130184880 McMahon Jul 2013 A1
20130187775 Marsden et al. Jul 2013 A1
20130204570 Mendelson et al. Aug 2013 A1
20130229276 Hunter Sep 2013 A1
20130268293 Knudson et al. Oct 2013 A1
20130289774 Day et al. Oct 2013 A1
20130338837 Hublou et al. Dec 2013 A1
20140032157 Khiani Jan 2014 A1
20140040998 Hsieh Feb 2014 A1
20140046490 Foslien et al. Feb 2014 A1
20140046722 Rosenbloom et al. Feb 2014 A1
20140058539 Park Feb 2014 A1
20140167917 Wallace et al. Jun 2014 A2
20140207291 Golden et al. Jul 2014 A1
20140207693 Horst et al. Jul 2014 A1
20140292518 Wildman et al. Oct 2014 A1
20140307076 Deutsch Oct 2014 A1
20140309757 Le Sant et al. Oct 2014 A1
20140316582 Berg-Sonne et al. Oct 2014 A1
20140320289 Raichman Oct 2014 A1
20140342724 Hill et al. Nov 2014 A1
20150025329 Amarasingham et al. Jan 2015 A1
20150032264 Emmons et al. Jan 2015 A1
20150056909 Chien Feb 2015 A1
20150070174 Douglas Mar 2015 A1
20150077258 Nelson et al. Mar 2015 A1
20150113462 Chen et al. Apr 2015 A1
20150153918 Chen et al. Jun 2015 A1
20150161874 Thyroff et al. Jun 2015 A1
20150167995 Fadell et al. Jun 2015 A1
20150168949 Hua et al. Jun 2015 A1
20150194043 Dunn et al. Jul 2015 A1
20150198707 Al-Alusi Jul 2015 A1
20150212717 Nair et al. Jul 2015 A1
20150213222 Amarasingham et al. Jul 2015 A1
20150213379 Nair et al. Jul 2015 A1
20150216369 Hamilton et al. Aug 2015 A1
20150253748 Brun et al. Sep 2015 A1
20150281287 Gill et al. Oct 2015 A1
20160033946 Zhu et al. Feb 2016 A1
20160061476 Schultz et al. Mar 2016 A1
20160061477 Schultz et al. Mar 2016 A1
20160061794 Schultz et al. Mar 2016 A1
20160061795 Schultz et al. Mar 2016 A1
20160063833 Schultz et al. Mar 2016 A1
20160066067 Schultz et al. Mar 2016 A1
20160116181 Aultman et al. Apr 2016 A1
20160139067 Grace May 2016 A1
20160253897 Wildman et al. Sep 2016 A1
20160255516 Hill et al. Sep 2016 A1
20160298864 Ekolind et al. Oct 2016 A1
20160306934 Sperry et al. Oct 2016 A1
20160314683 Felch et al. Oct 2016 A1
20160328948 Ferniany Nov 2016 A1
20160335731 Hall Nov 2016 A1
20160367925 Blackley Dec 2016 A1
20170024986 Austin Jan 2017 A1
20170193792 Bermudez Rodriguez et al. Jul 2017 A1
20170256155 Sengstaken, Jr. Sep 2017 A1
20170280949 Wildman et al. Oct 2017 A1
20170294106 Thyroff Oct 2017 A1
20170365024 Koch et al. Dec 2017 A1
20180016773 Chandler et al. Jan 2018 A1
20180151054 Pi May 2018 A1
20180218591 Easter Aug 2018 A1
20180293038 Meruva et al. Oct 2018 A1
20180301014 Worral et al. Oct 2018 A1
20180313695 Shim et al. Nov 2018 A1
20180365957 Wright et al. Dec 2018 A1
20190051138 Easter Feb 2019 A1
20190139395 Rogachev et al. May 2019 A1
20190209719 Andersen et al. Jul 2019 A1
20190346417 Benefield Nov 2019 A1
20200009280 Kupa et al. Jan 2020 A1
20200074836 Kolavennu et al. Mar 2020 A1
20200090089 Aston et al. Mar 2020 A1
20200146557 Cheung et al. May 2020 A1
20200200420 Nayak et al. Jun 2020 A1
Foreign Referenced Citations (44)
Number Date Country
2387100 Nov 2003 CA
2538139 Mar 2005 CA
103110410 May 2013 CN
103970977 Aug 2014 CN
105116848 Dec 2015 CN
108961714 Dec 2018 CN
110009245 Jul 2019 CN
110084928 Aug 2019 CN
110827457 Feb 2020 CN
1390742 Feb 2004 EP
1669912 Jun 2006 EP
2310981 Apr 2011 EP
7085166 Mar 1995 JP
11024735 Jan 1999 JP
11317936 Nov 1999 JP
2001356813 Dec 2001 JP
2005242531 Sep 2005 JP
2005311563 Nov 2005 JP
1172747 Aug 2012 KR
101445367 Oct 2014 KR
1499081 Mar 2015 KR
9621264 Nov 1996 WO
2004029518 Apr 2004 WO
2005045715 May 2005 WO
2008152433 Dec 2008 WO
2008157755 Dec 2008 WO
2009012319 Jan 2009 WO
2009079648 Jun 2009 WO
2010106474 Sep 2010 WO
2011025085 Mar 2011 WO
2011043732 Apr 2011 WO
2011057173 May 2011 WO
2011123743 Oct 2011 WO
2013062725 May 2013 WO
2013178819 Dec 2013 WO
2014009291 Jan 2014 WO
2014098861 Jun 2014 WO
2014135517 Sep 2014 WO
2016123536 Aug 2016 WO
2017057274 Apr 2017 WO
2019046580 Mar 2019 WO
2019213457 Nov 2019 WO
2020024553 Feb 2020 WO
2021011589 Jan 2021 WO
Non-Patent Literature Citations (138)
Entry
Bocicor et al. “Wireless Sensor Network based System for the Prevention of Hospital Acquired Infections”, arxiv.org, Cornell University Ithaca, NY 14853, May 2, 2017, XP080947042, (Abstract).
Shhedi et al., “Traditional and ICT Solutions for Preventing the Hospital Acquired Infection”, 2015 20th International Conference on Control Systems and Computer Science, IEEE, May 27, 2015, pp. 867-873, XP033188038.
Extended European Search Report, EP application No. 20151295.1, p. 13, May 26, 2020.
U.S. Appl. No. 14,109,496, filed Dec. 17, 2013.
“What is the GE Nucleus Home Manager? How can a Home Manager Help with Energy Conservation?” GE Nucleus, 2 pages, printed Jan. 15, 2013. www.geappliances.com/home-energy-manager/about-energy-monitors.htm.
“Lucid Design Group—Building Dashboard Network—Apps,” 7 pages, Jan. 15, 2013. www.luciddesigngroup.com/network/apps.php#homepage.
Preuveneers et al., “Intelligent Widgets for Intuitive Interaction and Coordination in Smart Home Environments,” IEEE Eighth International Conference on Intelligent Environments, pp. 157-164, 2012.
Wu et al., “A Web 2.0 Based Scientific Application Framework,” 7 pages, prior to Jul. 24, 2014.
“The Home Dashboard,” CRBM info@hand website, 46 pages, prior to Apr. 25, 2013.
“Free Facilities Dashboards,” eSight Energy Website, 2 pages, prior to Apr. 25, 2013.
Merton Building Controls, Gallery Prints, 7 pages, Dec. 19, 2013.
Carter, “Industrial Energy Management Dashboards Require a Toolkit,” Cross Automation, 11 pages, Nov. 4, 2013.
U.S. Appl. No. 14/169,071, filed Jan. 30, 2014.
U.S. Appl. No. 14/169,083, filed Jan. 30, 2014.
U.S. Appl. No. 14/461,188, filed Aug. 15, 2014.
U.S. Appl. No. 14/482,607, filed Sep. 10, 2014.
E-homecontrols.com, “e-Home Controls Website,” link to actual website no longer works, 1 page, prior to Dec. 19, 2013.
“C&C (/)—Omniboard,” 5 pages, Dec. 19, 2013. http://www.ccbac.com.
“DomController Home Automation Software—Control Anything from Anywhere,” 11 pages, printed Jan. 6, 2015. http://www.domcontroller.com/en/.
“Novar OPUS BAS,” 1 page, prior to Feb. 13, 2013. http://www.novar.com/ems-bas/opus-building-automation-system.
“A 3D Interactive Environment for Automated Building Control,” Master's Dissertation, Instituto Superior Tecnico, 120 pages, Nov. 2012.
Panduit Corp., “Enable a Building Automation with Panduit Enterprise Solutions,” 4 pages, Nov. 2012.
Honeywell, “WEBs-AX Web-Enabled Building Solutions,” sales brochure, Honeywell International Inc., Mar. 2009.
Honeywell, “Attune Advisory Services,” press release, Honeywell International Inc., Mar. 20, 2012.
EnteliWEB Overview, web pages retrieved on May 9, 2013 from http://deltacontrols.com/products/facilities-management/supervisory-software et seq. by the Internet Archive at web.archive.org.
“BACnet Protocol Implementation Conformance Statement” for enteliWEB, Delta Controls, Jul. 17, 2013.
Castle, “7 Software Platforms that Make Building Energy Management Easy,” http://greentechadvocates.com/2012/11/28/7-software-platforms-that-make-building-energy-managment-easy/, Nov. 28, 2012.
EnteliWEB “Software: Enterprise Energy Management”, catalog sheet, Delta Controls, 2012.
EnteliWEB “Software: Enterprise Energy Management”, catalog sheet, Delta Controls., 2010.
“Intelligent Building Management Systems in Miami,” Advanced Control Corp., Mar. 7, 2013.
“The Ohio State University,” BACnet International Journal, vol. 5, p. 4, Jan. 2013.
Bobker et al., “Operational Effectiveness in Use of BAS,” Proceedings of the 13th International Conference for Enhanced Building Operations, Oct. 8, 2013.
Castelo, “A 3D Interactive Environment for Automated Building Control,” Elsevier, Nov. 8, 2012.
“Creston Special Report: How Intelligent building management solutions are reducing operational costs,” Creston, 2012.
“Building Automation Software Solutions,” Iconics, 2013.
Lacey, “The Top 10 Software Vendors Connecting Smart Buildings to the Smart Grid,” http://www.greentechmedia.com/articles/read/the-top-10-companies-in-enterprise-smart-grid, Jul. 18, 2013.
“NiagraAX Product Model Overview,” Tridium, Inc., 2005.
“An Overview of NiagraAX: A comprehensive software platform designed to create smart device applications,” Tridium, Inc., 2005.
“Phoenix Controls Portal,” Phoenix Controls, Inc., 2013.
Quirk, “A Brief History of BIM,” Arch Daily, Dec. 7, 2012.
Samad et al., “Leveraging the Web: A Universal Framework for Building Automation,” Proceedings of the 2007 American Control Conference, Jul. 11, 2007.
Sinha et al., “9 Key attributes of energy dashboards and analytics tools,” Aug. 28, 2013, https://www.greenbiz.com/blog/2013/08/28/9-key-attributes-energy-dashboards-and=analytics-tools.
Sinopoli, “Dashboards For Buildings,” http://www/automatedbuildings.com/news/dec10/articles/sinopoli/101119034404sinopoli.html, Dec. 2010.
Sinopoli, “Modeling Building Automation and Control Systems,” http://www.automatedbuildings.com/news/jun13/articles/sinopoli/130521122303sinopoli.html, Jun. 2013.
Zito, “What is Tridium Part 1,” http://blog.buildingautomationmonthly.com/what-is-tridium/, May 12, 2013.
Zito, “What is Tridium Part 2,” http://blog.buildingautomationmonthly.com/tridium-part-2/, Sep. 10, 2013.
International Search Report and Written Opinion dated Jul. 17, 2018 for International PCT Application No. PCT/US2018/025189 (12 pages).
“Data analytics and smart buildings increase comfort and energy efficiency”, https://www.microsoft.com/itshowcase/Article/Content/845/Data-analytics-and-smart-buildings-increase-comfort-and-energy-efficiency, Dec. 19, 2016, 8 pages.
Donnelly, “Building Energy Management: Using Data as a Tool”, http://www.buildingefficiencyinitiative.org/sites/default/files/legacy/lnstituteBE/media/Library/Resources/Existing-Building-Retrofits/Using-Building-Data-as-a-Tool.pdf, Oct. 2012, 9 pages.
“ASHRAE Dashboard Research Project,” 29 pages, Aug. 28, 2008.
Honeywell, “Energy Manager User Guide,” Release 3.2, 180 pages, 2008.
“Fuzzy Logic Toolbox 2.1, Design and Stimulate Fuzzy Logic Systems,” The MathWorks, 2 pages, May 2004.
“Junk Charts, Recycling Chartjunk as junk art,” 3 pages, Oct. 2, 2006.
“Model Predictive Control Toolbox 2, Develop Internal Model-Based Controllers for Constrained Multivariable Processes,” The MathWorks, 4 pages, Mar. 2005.
Honeywell, “Product Guide 2004,” XP-002472407, 127 pages, 2004.
“Statistics Toolbox, for Use with Matlab,” User's Guide Version2, The MathWorks, 408 pages, Jan. 1999.
“Vykon Energy Suite Student Guide,” Tridium Inc., 307 pages, Mar. 3, 2006.
“Web Based Energy Information Systems for Energy Management and Demand Response in Commercial Buildings,” California Energy Commission, 80 pages, Oct. 2003.
Andover Controls, Network News, vol. 2, No. 2, 8 pages, 1997.
Andover Controls World, 4 pages, Spring 1997.
Bell et al., “Early Event Detection-Results from A Prototype Implementation,” AICHE Spring National Meeting, 15 pages, Apr. 2005.
Cadgraphics, “The CADGRAPHICS User's Guide,” 198 pages, 2003.
Carrier Comfort Network CCN Web, “Web Browser User Interface to the Carrier Comfort Network,” 2 pages, 2002.
Carrier Comfort Network CCN Web, Overview and Configuration Manual, 134 pages, Apr. 2006.
Carrier Comfort Network CCN Web, Product Data, 2 pages, Apr. 2006.
Carrier, “i-Vu Powerful and Intuitive Front End for Building Control,” 2 pages, Aug. 2005.
Carrier, “i-Vu Web-Based Integrated Control System,” 3 pages, 2005.
Carrier, Demo Screen Shots, 15 pages, prior to Aug. 27, 2007.
Carrier, i-Vu CCN 4.0, Owner's Guide, 20 pages, Jul. 2007.
Carrier, i-Vu CCN, 7 pages, 2007.
Chan, “Rank Revealing QR Factorizations,” Linear Algebra and It's Applications, vol. 88-89, p. 67-82, Apr. 1987.
Circon, “i-Browse Web-Based Monitoring and Control for Facility Management,” 2 pages, prior to Aug. 27, 2007.
Australian Application 2009904740, Published copy, 28 pages, Application Filed on Sep. 29, 2009.
Echelon, “Energy Control Solutions with the i.Lon SmartServer,” 4 pages, 2007.
Echelon, “i.Lon 100e3 Internet Server Models 72101R-300, 72101R-308, 72102R-300, 72103-R300 . . . ” 5 pages, copyright 2002-2007.
Echelon, “i.Lon 100e3 Internet Server New Features,” 15 pages, Sep. 2006.
Echelon, “i.Lon SmartServer,” 5 pages, 2007.
Honeywell News Release, “Honeywell's New Sysnet Facilities Integration System for Boiler Plant and Combustion Safety Processes,” 4 pages, Dec. 15, 1995.
Honeywell, “Excel Building Supervisor-Integrated R7044 and FS90 Ver. 2.0,” Operator Manual, 70 pages, Apr. 1995.
Honeywell Home and Building Control Bulletin, “Introduction of the S7350A Honeywell WebPAD Information Appliance,” 2 pages, Aug. 29, 2000; Picture of WebPad Device with touch screen, 1 Page; and screen shots of WebPad Device, 4 pages.
Honeywell, Excel 15B W7760B Building Manager Release 2.02.00, Installation Instructions, 28 pages, Dec. 2004.
Honeywell, The RapidZone Solution, Excel 5000 Open System, Application Guide, 52 pages, Jan. 2004.
“Remote Building Monitoring and Operations Home Page,” 5 pages, prior to Aug. 27, 2007.
“Carrier: i-Vu CCN,” 1 page, printed Mar. 11, 2008.
Carrier: 33CSCCNWEB-01 CCN Web Internet Connection to the Carrier Comfort Network, 1 page, printed Mar. 11, 2008.
“Products,” 5 pages, printed Jul. 3, 2007. http://www.docs.hvacpartners.com/idc/groups/public/documents/techlit/gs-controls-ivuccn.rtf.
Lightstat Incorporated, “Internet Programmable Communicating Thermostats,” 1 page, printed Mar. 13, 2007. http://www.lightstat.com/products/istat.asp.
Sharp, “Actius RD3D Desktop Replacement Notebook with Industry-Breakthrough 3D Screen,” 1 page, printed Jun. 16, 2005. http://www.sharpsystems.com/products/pc_notebooks/actius/rd/3d/.
“Lights On A Wireless Lighting Control System,” 11 pages, printed Mar. 22, 2007 http://www2.sims.berkeley.edu/courses/is213/s06/projects/lightson;final.html.
I.Lon 100e3 Internet Server, 1 page, prior to Aug. 27, 2007.
I.Lon, SmartServer, 2 pages, prior to Aug. 27, 2007.
I-stat, Demo Screen Shots, 9 pages, printed Mar. 13, 2007.
I-stat, The Internet Programmable Thermostat, 2 pages, prior to Aug. 27, 2007.
Ball, “Green Goal of ‘Carbon Neutrality’ Hits Limit,” TheWall Street Journal, 7 pages, Dec. 30, 2008.
Network Integration Engine (NIE), Johnson Controls, 3 pages, Nov. 9, 2007.
Network Integration Engine (NIE), Product Bulletin, Johnson Controls, pp. 1-11, Jan. 30, 2008.
Kourti, “Process Analysis and Abnormal Situation Detection: From Theory to Practice,” IEEE Control Systems Magazine, p. 10-25, Oct. 2002.
Mathew, “Action-Oriented Benchmarking, Using CEUS Date to Identify and Prioritize Efficiency Opportunities in California Commercial Buildings,” 26 pages, Jun. 2007.
Morrison et al., “The Early Event Detection Toolkit,” Honeywell Process Solutions, 14 pages, Jan. 2006.
Narang, “WEBARC: Control and Monitoring of Building Systems Over the Web,” 53 pages, May 1999.
Olken et al., “Object Lessons Learned from a Distributed System for Remote Building Monitoring and Operation,” ACM SIGPLAN Notices, vol. 33, No. 10, pp. 284-295, Oct. 1998.
Proliphix, Inc., “Proliphix IP Devices: HTTP API,” 28 pages, Jan. 23, 2006.
Proliphix, Inc., “Remote Management User Guide,” 12 pages, prior to Aug. 27, 2007.
Rogan et al., “Smart and Final Food Stores: A Case Study in Web Based Energy Information and Collection,” Web Based Energy Information and Control Systems: Case Studies and Application, Chapter 6, p. 59-64, 2005.
Sharp, “Actius AL3DU 3D LC Display High Performance 3D Visualization,” 2 pages, prior to Mar. 17, 2006.
So et al., “Building Automation on the Information Superhighway,” ASHRAE Transactions, vol. 104, Part 2, pp. 176-191, 1998.
So et al., “Building Automation Systems on the Internet,” Facilities vol. 15, No. 5/6, pp. 125-133, May/Jun. 1997.
Talon, “Raptor Controller,” 6 pages, Oct. 2003.
Talon, “Workstation Software,” 4 pages, Nov. 2002.
Trane, “System Programming, Tracer Summit Version 14, BMTW-SVP01D-EN,” 623 pages, 2002.
Lucid Design Group, Inc., “Building Dashboard,” 2 pages, Printed May 30, 2013.
“America's Largest Managed Security Services Provider Launches Comprehensive, Integrated Covid-19 Safety Program for Office Buildings and Suites,” KastleSafeSpaces, 5 pages, May 11, 2020.
“Biometric Door Reader With Body Temperature Detection,” Kintronics, 9 pages, accessed May 21, 2020.
“Body Surface Temperature Screening with Alarm Function TVS-200IS/TVS-500IS,” Nippon Avionics Co., 3 pages, accessed May 21, 2020.
“BriefCam announces video analytics innovation for contact tracing, physical distancing, occupancy management and face mask detection,” BriefCam LTD, 11 pages, Jun. 5, 2020.
“Thermal Imaging SmartPhone Can Be used For Temperature Screening of People,” CAT, 3 pages, accessed Jul. 13, 2020.
“Contact Tracing Now Available on Identiv's Hirsch Velocity Access Control Platform,” IDENTIV, 5 pages, May 21, 2020.
Silva et al., “Cough localization for the detection of respiratory diseases in pig houses,” ScienceDirect, 7 pages, May 28, 2008.
Oey et al., “Evaluation of Isolation Compliance Using Real Time Video In Critical Care,” North Shore University Hospital, 1 page, Oct. 9, 2015.
“Facial Attendace System With Temperature Screening Now In India,” IANS, 5 pages, Mar. 19, 2020.
“Plan to Re-Open,” EHIGH, 16 pages, accessed Jun. 13, 2020.
“How Smarter AI-Powered Cameras Can Mitigate the Spread of Wuhan Novel,” AnyConnect, 22 pages, 2020.
“How to fight COVID-19 with machine learning,” DataRevenue, 20 pages, accessed May 25, 2020.
Honeywell, “INNCONTROL 5,” 2 pages, Aug. 8, 2018.
“IP Door Access Control,” KINTRONICS, 21 pages, 2014.
“Kogniz AI Health Response Platform,” KOGNIZ, 9 pages, accessed May 21, 2020.
“Machine Learning Could Check If You're Social Distancing Properly at Work,” MIT Technology Review, 7 pages, Apr. 17, 2020.
Punn et al., “Monitoring COVID-19 social distancing with person detection and tracking via fine-tuned YOLO v3 and Deepsort techniques,” 10 pages, May 6, 2020.
Burt, “NEC launches dual face biometric and fever detection system for access control,” BIOMETRIC Update, 4 pages, May 8, 2020.
“Remote temperature monitoring,” AXIS Communication, 10 pages, 2014.
“FebriEye-AI Based Thermal Temperature Screening System,” vehant, 1 page, 2020.
“See The World In A New Way Hikvision Thermal Cameras,” HIKVISION, 12 pages, 2017.
Allain, “Trying out the iPhone Infrared Camera: The FLIR One,” WIRED, 15 pages, 2014.
Dasgupta, “Your voice may be able to tell you if you have Covid,” Hindustan Times, 4 pages, Apr. 16, 2020.
Ganguty, “Gurugram-based startup Staqu has modified AI-powered JARVIS to battle coronavirus,” YOURSTORY, 7 pages, Mar. 31, 2020.
Trane, “Creating Input/Output Objects,” 196 pages, retrieved Jul. 10, 2020.
Trane, “Using the Graphing Control Editor,” 181 pages, retrieved Jul. 10, 2020.
Extended European Search Report, EP Application No. 22161097.5, European Patent Office, dated Aug. 2, 2022 (8 pages).