公开(公告)号：US20210190354A1

公开(公告)日：2021-06-24

申请号：US16725952

申请日：2019-12-23

Applicant: Johnson Controls Technology Company

Inventor： Jaume Amores Llopis ,  Young M. Lee ,  Sugumar Murugesan ,  Steven R. Vitullo

IPC: F24F11/38 ,  F24F11/49 ,  H04L29/08 ,  G06F17/18

Abstract: A building system for detecting faults in an operation of building equipment. The building system comprising one or more memory devices configured to store instructions thereon that cause the one or more processors to perform a cumulative sum (CUSUM) analysis on actual building data and corresponding predicted building data to obtain cumulative sum values for a first plurality of times within a first time period; analyze cumulative sum values associated with a second plurality of times occurring before the first time to identify a second time of the second plurality of times at which a second cumulative sum value is at a local minimum; and determine that a first fault began at the second time.

公开(公告)号：US20210191379A1

公开(公告)日：2021-06-24

申请号：US16725940

申请日：2019-12-23

Applicant: Johnson Controls Technology Company

Inventor： Jaume Amores Llopis ,  Young M. Lee ,  Sugumar Murugesan ,  Steven R. Vitullo

IPC: G05B23/02

Abstract: A building system for detecting faults in an operation of building equipment. The building system comprising one or more memory devices configured to store instructions thereon that cause one or more processors to perform a cumulative sum (CUSUM) analysis on actual building data and corresponding predicted building data to obtain cumulative sum values for a plurality of times within a first time period; determine a first time at which a first cumulative sum value is at a first maximum; identify a second cumulative sum value at a second maximum at a second time occurring after the first time; compare the identified second cumulative sum value to a threshold; and based on determining that the identified second cumulative sum value does not exceed the threshold, determine that a first fault ended at the first time.

公开(公告)号：US20210116874A1

公开(公告)日：2021-04-22

申请号：US16657398

申请日：2019-10-18

Applicant: Johnson Controls Technology Company

Inventor： Sugumar Murugesan ,  Young M. Lee ,  Jaume Amores Llopis

IPC: G05B13/04 ,  G06Q50/06 ,  G01D4/00

Abstract: A building management system including building equipment operable to affect a variable state or condition of a building. The building management system includes a controller including a processing circuit. The processing circuit is configured to obtain an energy prediction model (EPM) for predicting energy requirements over time. The processing circuit is configured to monitor one or more triggering events to determine if the EPM should be retrained. The processing circuit is configured to, in response to detecting that a triggering event has occurred, identify updated values of one or more hyper-parameters of the EPM. The processing circuit is configured to operate the building equipment based on the EPM.