Model identification using comfort neutral testing
View Patent ↗A method includes pairing manipulated variables and controlled variables in an HVAC system, perturbing a variable, controlling the HVAC system to maintain controlled variables in a comfort range, determining a state of the system, and deriving a model from the state of the system.
1. A method comprising:
pairing manipulated variables and controlled variables in an HVAC system;
perturbing an unpaired variable of the HVAC system;
controlling the HVAC system to compensate for the perturbance of the unpaired variable by adjusting one or more of the manipulated variables to maintain the controlled variables in a comfort range;
determining a state of the system based upon logged data relating to the manipulated, controlled, and perturbed variables;
repeating the perturbing, controlling, and determining a state of the system; and
deriving a model from the determined states of the system, wherein the model is derived by measuring multiple steady states by perturbing different unpaired variables of the system while maintaining the controlled variables in a comfort range.
2. The method of claim 1 wherein controlling the HVAC system comprises performing proportional integral control on a pair of manipulated and controlled variables.
3. The method of claim 1 wherein the unpaired variable is perturbed via a rate limit step.
4. The method of claim 1 wherein the determined state of the system is a steady state, and unpaired manipulatable variables are disturbed individually to demonstrate the system behavior around the steady state operating point to inform derivation of the model.
5. The method of claim 4 wherein the model is derived from a look up table based on the logged data.
6. The method of claim 1 wherein the manipulated variables and controlled variables are part of an air handling unit of the HVAC system.
7. The method of claim 6 wherein the perturbed variable is fan speed.
8. The method of claim 7 wherein a heating coil and humidifier compensate for the perturbed fan speed.
9. The method of claim 1 wherein the manipulated variables and controlled variables are part of an air handling unit of the HVAC system, the perturbed variable is fan speed, and a heating coil and humidifier compensate for the perturbed fan speed.
10. A machine readable storage device having instructions for execution by a processor of the machine to perform:
pairing manipulated variables and controlled variables in an HVAC system;
perturbing an unpaired variable of the HVAC system;
controlling the HVAC system to compensate for the perturbance of the unpaired variable by adjusting one or more of the manipulated variables to maintain the controlled variables in a comfort range;
determining a state of the system based upon logged data relating to the manipulated, controlled, and perturbed variables;
repeating the perturbing, controlling, and determining a state of the system; and
deriving a model from the determined states of the system, wherein the model is derived by measuring multiple steady states by perturbing different unpaired variables of the system while maintaining the controlled variables in a comfort range.
11. The machine readable storage device of claim 10 wherein controlling the HVAC system comprises performing proportional integral control on a pair of manipulated and controlled variables.
12. The machine readable storage device of claim 10 wherein the determined state of the system is a steady state represented by the logged data and wherein the model is derived from a look up table based on the logged data.
13. The machine readable storage device of claim 10 wherein the manipulated variables and controlled variables are part of an air handling unit of the HVAC system.
14. The machine readable storage device of claim 13 wherein the perturbed variable is fan speed.
15. The machine readable storage device of claim 14 wherein a heating coil and humidifier compensate for the perturbed fan speed.
16. A device comprising:
a processor;
a memory device coupled to the processor and having a program stored thereon for execution by the processor to:
pair manipulated variables and controlled variables in an HVAC system;
perturb an unpaired variable of the HVAC system;
control the HVAC system to compensate for the perturbance of the unpaired variable by adjusting one or more of the manipulated variables to maintain the controlled variables in a comfort range;
determine a state of the system based upon logged data relating to the manipulated, controlled, and perturbed variables;
repeating the perturbing, controlling, and determining a state of the system; and
derive a model from the determined states of the system, wherein the model is derived by measuring multiple steady states by perturbing different unpaired variables of the system while maintaining the controlled variables in a comfort range.
17. The device of claim 16 wherein the processor controls the HVAC system comprises performing proportional integral control on a pair of manipulated and controlled variables.
18. The device of claim 17 wherein the determined state of the system is a steady state represented by logged data and wherein the model is derived from a look up table based on the logged data.