Central plant control system with computation reduction based on sensitivity analysis
Disclosed herein are related to a system, a method, and a non-transitory computer readable storing instructions for operating an energy plant comprised of heating, ventilation and air conditioning (HVAC) devices. In one aspect, the system generates gradient data indicating a gradient of operating performance of the energy plant with respect to values of a plurality of control variables of HVAC devices. The system determines, from the plurality of control variables, a reduced group of control variables of the HVAC devices based on the gradient data. The system determines a set of values of the reduced group of control variables. The system operates the energy plant according to the determined set of values of the reduced group of control variables.
1. A controller for an energy plant having heating, ventilation, and air conditioning (HVAC) devices, the controller comprising:
a processing circuit comprising a processor and memory storing instructions executed by the processor, the processing circuit configured to:
generate gradient data indicating a gradient of operating performance of the energy plant with respect to values of a plurality of control variables of the HVAC devices;
determine, from the plurality of control variables, a reduced group of control variables of the HVAC devices based on the gradient data;
determine a set of values of the reduced group of control variables; and
operate the HVAC devices of the energy plant according to the determined set of values of the reduced group of control variables.
2. The controller of claim 1 , wherein the control variables include at least a capacity, temperature, or pressure of one or more of the HVAC devices.
3. The controller of claim 1 , wherein the processing circuit is configured to determine the reduced group of control variables by:
determining a range of values of a control variable, to which the operating performance of the energy plant is insensitive; and
excluding the control variable from the plurality of control variables to obtain the reduced group of control variables.
4. The controller of claim 3 , wherein the processing circuit is configured to:
operate the energy plant according to a predetermined value of the excluded control variable.
5. The controller of claim 3 , wherein the processing circuit is configured to:
determine a local minimum of the operating performance of the energy plant,
determine a range of values of the operating performance of the energy plant, the range of values of the operating performance within a predetermined amount from the local minimum, and
determine the range of values of the control variable corresponding to the range of values of the operating performance.
6. The controller of claim 3 , wherein the processing circuit is configured to:
determine the range of values of the control variable rendering the gradient below a threshold.
7. The controller of claim 1 , wherein the processing circuit is configured to determine the set of values of the reduced group of control variables by: predicting states of the HVAC devices using a non-linear optimizer.
8. The controller of claim 7 , wherein the processing circuit is configured to determine the set of values of the reduced group of control variables by:
excluding one or more control variables to which the operating performance of the energy plant is insensitive from predicting the states of the HVAC devices using the non-linear optimizer.
9. The controller of claim 1 , wherein the processing circuit is configured to:
generate the gradient data in response to detecting a change in a topology of the HVAC devices.
10. A method of operating an energy plant having heating, ventilation, and air conditioning (HVAC) devices, the method comprising:
generating gradient data indicating a gradient of operating performance of the energy plant with respect to values of a plurality of control variables of the HVAC devices; determining, from the plurality of control variables, a reduced group of control variables of the HVAC devices based on the gradient data;
determining a set of values of the reduced group of control variables; and
operating the HVAC devices of the energy plant according to the determined set of values of the reduced group of control variables.
11. The method of claim 10 , wherein the control variables include at least a capacity, temperature, or pressure of one or more of the HVAC devices.
12. The method of claim 10 , wherein determining the reduced group of control variables includes:
determining a range of values of a control variable, to which the operating performance of the energy plant is insensitive; and
excluding the control variable from the plurality of control variables to obtain the reduced group of control variables.
13. The method of claim 12 , further comprising:
operating the energy plant according to a predetermined value of the excluded control variable.
14. The method of claim 12 , further comprising:
determining a local minimum of the operating performance of the energy plant,
determining a range of values of the operating performance of the energy plant, the range of values of the operating performance within a predetermined amount from the local minimum, and
determining the range of values of the control variable corresponding to the range of values of the operating performance.
15. The method of claim 12 , further comprising:
determining the range of values of the control variable rendering the gradient below a threshold.
16. The method of claim 10 , further comprising:
predicting states of the HVAC devices using a non-linear optimizer.
17. The method of claim 16 , further comprising:
excluding one or more control variables, to which the operating performance of the energy plant is insensitive from predicting the states of the HVAC devices using the non-linear optimizer.
18. The method of claim 10 , further comprising:
generating the gradient data in response to detecting a change in a topology of the HVAC devices.
19. A non-transitory computer readable medium comprising instructions when executed by a processor cause the processor to:
detect a change in a topology of a plurality of heating, ventilation, and air conditioning (HVAC) devices of an energy plant;
determine, from a plurality of control variables of the plurality of HVAC devices, a reduced group of control variables of the plurality of HVAC devices, in response to detecting the change in the topology of the plurality of HVAC devices;
determine a set of values of the reduced group of control variables; and
operate the plurality of HVAC devices the energy plant according to the determined set of values of the reduced group of control variables.
20. The non-transitory computer readable medium of claim 19 , wherein the instructions when executed by the processor further cause the processor to:
generate gradient data indicating a gradient of operating performance of the energy plant with respect to values of the plurality of HVAC devices, in response to detecting the change in the topology of the plurality of HVAC devices,
wherein the reduced group of control variables are determined based on the gradient data.