Control system for building equipment with equipment model adaptation
A system for controlling building equipment determines a degradation factor for a first asset of the building equipment by comparing a design curve for the first asset and operational data for the first asset. The design curve includes a plurality of data points that define an operation of the first asset. The system generates an operational curve for the first asset by derating the design curve based on the degradation factor and operates the building equipment based on the operational curve.
1. A system for controlling building equipment comprising one or more assets, the system comprising:
one or more memory devices having instructions stored thereon that, when executed by one or more processors, cause the one or more processors to perform operations comprising:
determining a degradation factor for a first asset of the building equipment by comparing a design curve for the first asset and operational data for the first asset, the design curve comprising a plurality of data points that define an operation of the first asset;
generating an operational curve for the first asset by derating the design curve based on the degradation factor; and
operating the building equipment based on the operational curve.
2. The system of claim 1 , the operations further comprising generating an intermediate curve for the first asset based on the operational data, wherein the degradation factor is determined by comparing the design curve and the intermediate curve.
3. The system of claim 2 , wherein determining the degradation factor comprises calculating an average deviance between the design curve and the intermediate curve, wherein the degradation factor is represented as a percent difference between the design curve and the intermediate curve based on the average deviance.
4. The system of claim 1 , the operations further comprising determining one or more operating setpoints for the building equipment based on the operational curve, wherein operating the building equipment based on the operational curve comprises operating the building equipment according to the one or more operating setpoints.
5. The system of claim 1 , wherein the design curve for the first asset is a first design curve, the operations further comprising obtaining a second design curve for the building equipment, wherein determining the degradation factor for the first asset further comprises comparing the first design curve, the operational data, and the second design curve.
6. The system of claim 1 , the operations further comprising filtering the operational data by removing any data points that fall outside of a threshold range.
7. The system of claim 1 , wherein the design curve defines a relationship between an amount a first resource produced by the first asset and an amount of a second resource consumed by the first asset.
8. The system of claim 1 , wherein the first asset is at least one of a chiller, a cooling tower, a boiler, a heater, a steam generator, an air handling unit, or a rooftop unit.
9. A method for controlling building equipment comprising one or more assets, the method comprising:
determining a degradation factor for a first asset of the building equipment by comparing a design curve for the first asset and operational data for the first asset, the design curve comprising a plurality of data points that define an operation of the first asset;
generating an operational curve for the first asset by derating the design curve based on the degradation factor; and
operating the building equipment based on the operational curve.
10. The method of claim 9 , further comprising generating an intermediate curve for the first asset based on the operational data, wherein the degradation factor is determined by comparing the design curve and the intermediate curve.
11. The method of claim 10 , wherein determining the degradation factor comprises calculating an average deviance between the design curve and the intermediate curve, wherein the degradation factor is represented as a percent difference between the design curve and the intermediate curve based on the average deviance.
12. The method of claim 9 , further comprising determining one or more operating setpoints for the building equipment based on the operational curve, wherein operating the building equipment based on the operational curve comprises operating the building equipment according to the one or more operating setpoints.
13. The method of claim 9 , wherein the design curve for the first asset is a first design curve, the method further comprising obtaining a second design curve for the building equipment, wherein determining the degradation factor for the first asset further comprises comparing the first design curve, the operational data, and the second design curve.
14. The method of claim 9 , further comprising filtering the operational data by removing any data points that fall outside of a threshold range.
15. The method of claim 9 , wherein the design curve defines a relationship between an amount a first resource produced by the first asset and an amount of a second resource consumed by the first asset.
16. The method of claim 9 , wherein the first asset is at least one of a chiller, a cooling tower, a boiler, a heater, a steam generator, an air handling unit, or a rooftop unit.
17. A non-transitory computer-readable medium comprising instructions stored thereon that, when executed by one or more processors, perform operations comprising:
determining a degradation factor for a first asset of building equipment by comparing operating data for the first asset and a design curve for the building equipment, the design curve comprising a plurality of data points that define an operation of the building equipment;
generating an operational curve for the first asset by derating the design curve based on the degradation factor; and
operating the building equipment based on the operational curve.
18. The computer-readable medium of claim 17 , the operations further comprising generating an intermediate curve for the first asset based on the operational data, wherein the degradation factor is determined by comparing the intermediate curve and the design curve.
19. The computer-readable medium of claim 17 , the operations further comprising determining one or more operating setpoints for the building equipment based on the operational curve, wherein operating the building equipment based on the operational curve comprises operating the building equipment according to the one or more operating setpoints.
20. The computer-readable medium of claim 17 , the operations further comprising filtering the operational data by removing any data points that fall outside of a threshold range.