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1.
公开(公告)号:US20190385070A1
公开(公告)日:2019-12-19
申请号:US16198456
申请日:2018-11-21
Applicant: Johnson Controls Technology Company
Inventor: Young M. Lee , Sugumar Murugesan , ZhongYi Jin , Jaume Amores , Kelsey Carle Schuster , Steven R. Vitullo , Henan Wang
Abstract: A chiller fault prediction system for a building, including one or more memory devices and one or more processors. The one or more memory devices are configured to store instructions to be executed on the one or more processors. The one or more processors are configured to receive chiller data for a plurality of chillers, the chiller data indicating performance of the plurality of chillers. The one or more processors are configured to generate, based on the received chiller data, a plurality of single chiller prediction models and a plurality of cluster chiller prediction models, the plurality of single chiller prediction models generated for each the plurality of chillers and the plurality of cluster chiller prediction models generated for chiller clusters of the plurality of chillers. The one or more processors are configured to label each of the plurality of single chiller prediction models and the plurality of cluster chiller prediction models as an accurately predicting chiller model or an inaccurately predicting chiller model based on a performance of each of the plurality of single chiller prediction models and a performance of each of the plurality of cluster chiller prediction models. The one or more processors are configured to predict a chiller fault with each of the plurality of single chiller prediction models labeled as the accurately predicting chiller models. The one or more processors are configured to predict a chiller fault for each of a plurality of assigned chillers assigned to one of a plurality of clusters labeled as the accurately predicting chiller model.
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公开(公告)号:US20220138362A1
公开(公告)日:2022-05-05
申请号:US17170539
申请日:2021-02-08
Applicant: Johnson Controls Technology Company
Inventor: Erik S. Paulson , Ambuj Shatdal , ZhongYi Jin , Chenlu Zhang , Youngchoon Park
IPC: G06F30/13 , G06F16/901 , G06F16/21 , G05B15/02
Abstract: A method for augmenting a building model comprises receiving a first building model associated with at least a portion of a building and having a first format, receiving a second building modeling associated with the portion of the building and having a second format, comparing the first building model to the second building model to identify at least one element in the first building model not included in the second building model, and updating the second building model to include the identified at least one element.
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公开(公告)号:US20210373509A1
公开(公告)日:2021-12-02
申请号:US16885959
申请日:2020-05-28
Applicant: Johnson Controls Technology Company
Inventor: Surajit Borah , Santle Camilus , ZhongYi Jin , Vish Ramamurti , Young M. Lee , Jason B. Koh
Abstract: A building system including one or more memory devices configured to store instructions thereon that, when executed by one or more processors, cause the one or more processors to receive training data including acronym strings and tag strings, train a statistical model based on the training data, receive an acronym string for labeling, the acronym string comprising a particular plurality of acronyms, and generate a tag string for the acronym string with the statistical model, wherein the statistical model outputs a tag of the tag string for one acronym of the particular plurality of acronyms based on the one acronym and contextual information of the acronym string, wherein the contextual information includes other acronyms of the particular plurality of acronyms, wherein the statistical model implements a many to many mapping between the particular plurality of acronyms and a plurality of target tags.
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公开(公告)号:US20210243509A1
公开(公告)日:2021-08-05
申请号:US17166790
申请日:2021-02-03
Applicant: Johnson Controls Technology Company
Inventor: ZhongYi Jin , Youngchoon Park , Wenwen Zhao
IPC: H04Q9/00 , E04F15/024 , H04B17/318
Abstract: A floor tile for an elevated floor in a building includes a non-through aperture defining a pocket within the floor tile having a base and one or more walls, an antenna disposed within the non-through aperture and configured to be communicably coupled to an access point, the antenna configured to transmit wireless signals, one or more reflective surfaces positioned on an inner surface of the non-through aperture and configured to reflect the wireless signals, and a shielding layer disposed on top of the antenna and configured to cover the non-through aperture to protect the antenna from an external environment.
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5.
公开(公告)号:US20200082206A1
公开(公告)日:2020-03-12
申请号:US16125994
申请日:2018-09-10
Applicant: Johnson Controls Technology Company
Inventor: ZhongYi Jin , Young M. Lee , Youngchoon Park
Abstract: A method for classifying an occluded object includes receiving, by one or more processing circuits, an image of the object that is partially occluded by a foreign object and classifying, by the one or more processing circuits, the object of the image into one of one or more classes of interest via an artificial neural network (ANN) by determining a plurality of neuron activations of neurons of the ANN for one or more foreign classes and the one or more classes of interest, subtracting one or more of the neuron activations of the one or more foreign classes from the neuron activations of the one or more classes of interest, wherein the foreign object belongs to one of the one or more foreign classes, and classifying the object of the image into the one of the one or more classes of interest based on the subtracting.
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公开(公告)号:US20190384239A1
公开(公告)日:2019-12-19
申请号:US16198416
申请日:2018-11-21
Applicant: Johnson Controls Technology Company
Inventor: Sugumar Murugesan , Young M. Lee , ZhongYi Jin , Jaume Amores
Abstract: A model management system for a building, including one or more memory devices and one or more processors. The one or more memory devices are configured to store instructions to be executed on the one or more processors. The one or more processors are configured to determine whether chiller fault data exists in chiller data used to generate a plurality of chiller shutdown prediction models. The one or more processors are further configured to generate a first performance evaluation value for each of the plurality of chiller shutdown prediction models using a first evaluation technique in response to a determination that chiller fault data exists in the chiller data, and generate a second performance evaluation value for each of the plurality of chiller shutdown prediction models using a second evaluation technique in response to a determination that chiller fault data does not exist in the chiller data. The one or more processors are configured to select one of the plurality of chiller shutdown prediction models based on the first performance evaluation in response to the determination that chiller fault data exists in the chiller data, and select one of the plurality of chiller shutdown prediction models based on the second performance evaluation in response to the determination that chiller fault data does not exist in the chiller data.
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公开(公告)号:US20220138492A1
公开(公告)日:2022-05-05
申请号:US17170634
申请日:2021-02-08
Applicant: Johnson Controls Technology Company
Inventor: Erik S. Paulson , Ambuj Shatdal , ZhongYi Jin , Chenlu Zhang , Youngchoon Park
Abstract: A method of labeling building data comprises receiving, by a labeling system, a plurality of strings relating to data associated with a building, wherein the plurality of strings are received from one or more building devices, segregating the plurality of strings based on at least one semantic element included in the plurality of strings, clustering the plurality of strings based on at least one related element shared by at least a portion of the plurality of strings, labeling at least some of the plurality of strings based on the segregated and clustered plurality of strings, and generating a digital representation of the building using the labeled strings.
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公开(公告)号:US20220137570A1
公开(公告)日:2022-05-05
申请号:US17170668
申请日:2021-02-08
Applicant: Johnson Controls Technology Company
Inventor: Erik S. Paulson , Ambuj Shatdal , ZhongYi Jin , Chenlu Zhang , Youngchoon Park
IPC: G05B15/02 , G06F16/901
Abstract: A method for commissioning a building comprises identifying a building asset within a digital representation of a building having one or more parameters describing relationships of the building asset within the building, controlling one or more other building assets included within the digital representation to change an environmental parameter of the building, monitoring a response of at least one of the building asset or one of the one or more other building assets to the change in the environmental parameter, generating a parameter for the digital representation associated with the building asset based on the monitoring, and updating the digital representation using the parameter.
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公开(公告)号:US20220137569A1
公开(公告)日:2022-05-05
申请号:US17170615
申请日:2021-02-08
Applicant: Johnson Controls Technology Company
Inventor: Erik S. Paulson , Ambuj Shatdal , ZhongYi Jin , Chenlu Zhang , Youngchoon Park
IPC: G05B15/02 , G06F16/901 , G06F16/28
Abstract: A method for generating a graph data structure comprises receiving, by one or more processors, data associated with a building, generating one or more space nodes in the graph data structure corresponding to spaces within the building based on the data, generating one or more asset nodes in the graph data structure corresponding to assets within the building based on the data, associating sensor data with the one or more asset nodes based on the data, classifying the sensor data based on the data, and generating a relationship between at least two of the one or more space nodes, the one or more asset nodes, and the classified sensor data.
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公开(公告)号:US20210382861A1
公开(公告)日:2021-12-09
申请号:US16895817
申请日:2020-06-08
Applicant: Johnson Controls Technology Company
Inventor: ZhongYi Jin , Erik S. Paulson , Simin Zhou , Ryan A. Piaskowski , Youngchoon Park
IPC: G06F16/21 , G06F16/28 , G05B19/042
Abstract: A building system of a building, the building system comprising one or more memory devices storing instructions thereon, that, when executed by one or more processors, cause the one or more processors to receive building metadata, the building metadata describing a plurality of components of the building, generate, based on the building metadata, a plurality of entities, each of the plurality of entities representing one of the plurality of components, and determine, based on the building metadata, relationships between the plurality of entities. The instructions cause the one or more processors to generate a plurality of metadata strings in a universal building schema comprising a plurality of characters representing a first entity of the plurality of entities, one or more second entities of the plurality of entities related to the first entity, and one or more relationships between the first entity and the one or more second entities.
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