Building energy modeling tool systems and methods
Example apparatus, systems and methods for cloud-based simulation and control of building systems are disclosed and described herein. An example apparatus includes a control center including a processor configured to implement a modeler to generate a model of a target building infrastructure based on weather data, usage data, and building properties information. The example processor is configured to implement a building energy simulator to simulate energy usage for the target building using the model and scenario parameters. The example simulator is to simulate a plurality of scenarios with respect to the model to determine the configuration information for the one or more facility environmental controllers at the target building. The example simulator is to calculate a value associated with each simulated scenario and facilitate comparison of the values to generate the configuration information corresponding to a selected value to be selected from the values associated with the simulated scenarios.
1. A cloud-based building systems management apparatus comprising:
a control center including a processor, the processor to execute instructions to configure the processor to generate configuration information for one or more facility environment controllers at a target building in communication with the cloud-based building systems management apparatus, the processor configured to implement at least:
a modeler to generate a model of a target building infrastructure based on weather data, usage data, and building properties information associated with the target building;
a building energy simulator to generate a predicted energy usage for the target building using the generated model and scenario parameters, the simulator to simulate a plurality of scenarios with respect to the model to determine configuration information for the one or more facility environmental controllers at the target building; calculate, based at least in part on the generated predicted energy usage, a value associated with each of the simulated scenarios; and to facilitate comparison of the calculated values to generate the configuration information for the one or more facility environmental controllers at the target building corresponding to a best value of the calculated values; and
a communication interface to transmit the configuration information to the one or more facility environmental controllers at the target building to drive at least one setting of the one or more facility environmental controllers.
2. The apparatus of claim 1 , wherein the facility environmental controller includes a heating, ventilation, and air conditioning controller for at least a portion of the target building.
3. The apparatus of claim 1 , wherein the simulator is to train the model for deployment to be used in simulating the plurality of scenarios.
4. The apparatus of claim 1 , wherein the simulator is to generate and output a predicted usage and an energy cost estimation for each simulated scenario.
5. The apparatus of claim 1 , wherein the model includes a physics-based digital twin model of the target building and the target building infrastructure.
6. The apparatus of claim 1 , wherein the configuration information is to be transmitted from the control center to a plurality of building sites.
7. The apparatus of claim 1 , wherein the configuration information includes at least one of a) heating, ventilation, and air conditioning set points or b) a heating, ventilation, and air conditioning system schedule.
8. A non-transitory computer-readable storage medium including instructions which, when executed, particularly program a processor in a cloud-based control center and cause the processor to generate configuration information for one or more facility environment controllers at a target building in communication with the cloud-based control center, the processor configured to implement at least:
a modeler to generate a model of a target building infrastructure based on weather data, usage data, and building properties information associated with the target building;
a building energy simulator to generate a predicted energy usage for the target building using the generated model and scenario parameters, the simulator to simulate a plurality of scenarios with respect to the model to determine configuration information for the one or more facility environmental controllers at the target building; calculate, based at least in part on the generated predicted energy usage, a value associated with each of the simulated scenarios; and to facilitate comparison of the calculated values to generate the configuration information for the one or more facility environmental controllers at the target building corresponding to a best value of the calculated values; and
a communication interface to transmit the configuration information to the one or more facility environmental controllers at the target building to drive at least one setting of the one or more facility environmental controllers.
9. The non-transitory computer-readable storage medium of claim 8 , wherein the facility environmental controller includes a heating, ventilation, and air conditioning controller for at least a portion of the target building.
10. The non-transitory computer-readable storage medium of claim 8 , wherein the simulator is to train the model for deployment to be used in simulating the plurality of scenarios.
11. The non-transitory computer-readable storage medium of claim 8 , wherein the simulator is to generate and output a predicted usage and an energy cost estimation for each simulated scenario.
12. The non-transitory computer-readable storage medium of claim 8 , wherein the model includes a physics-based digital twin model of the target building and the target building infrastructure.
13. The non-transitory computer-readable storage medium of claim 8 , wherein the instructions, when, executed, cause the processor to transmit configuration information to from the cloud-based control center to a plurality of building sites.
14. The non-transitory computer-readable storage medium of claim 8 , wherein the configuration information includes at least one of a) heating, ventilation, and air conditioning set points or b) a heating, ventilation, and air conditioning system schedule.
15. A computer-implemented method for configuring facility environmental controllers via a cloud-based control center, the method comprising:
generating, using a processor, a model of a target building infrastructure based on weather data, usage data, and building properties information associated with the target building; and
generating, using the processor, a predicted energy usage for the target building using the model and scenario parameters, the simulating including:
simulating a plurality of scenarios with respect to the model to determine configuration information for the one or more facility environmental controllers at the target building;
calculating, based at least in part on the generated predicted energy usage, a value associated with each of the simulated scenarios; and
facilitating comparison of the calculated values to generate the configuration information for the one or more facility environmental controllers at the target building corresponding to a best value of the calculated values; and
transmitting, via a communication interface, the configuration information to the one or more facility environmental controllers at the target building to drive at least one setting of the one or more facility environmental controllers.
16. The method of claim 15 , wherein the facility environmental controller includes a heating, ventilation, and air conditioning controller for at least a portion of the target building.
17. The method of claim 15 , further including training the model for deployment to be used in simulating the plurality of scenarios.
18. The method of claim 15 , wherein the simulating a plurality of scenarios with respect to the model to determine the configuration information includes generating and outputting a predicted usage and an energy cost estimation for each simulated scenario.
19. The method of claim 15 , further including transmitting the configuration information to from the cloud-based control center to a plurality of building sites.
20. The method of claim 15 , wherein the configuration information includes at least one of a) heating, ventilation, and air conditioning set points or b) a heating, ventilation, and air conditioning system schedule.