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公开(公告)号：US11836571B2
公开(公告)日：2023-12-05
申请号：US17558811
申请日：2021-12-22
IPC分类号： G05B19/418 , G05B19/042 , G05B23/02 , G01M13/045 , G05B13/02 , G01M13/04 , G06Q10/04 , G06Q30/02 , G06Q30/06 , G06Q50/00 , G06N3/02 , H04B17/23 , H04B17/309 , H04B17/318 , H04B17/345 , H04L1/00 , H04L1/18 , H04L67/1097 , H04L67/12 , H04W4/38 , G06N3/006 , G06N5/046 , H04W4/70 , G16Z99/00 , G01M13/028 , G06N3/084 , G06N3/088 , G06Q10/0639 , H04L1/1867 , H03M1/12 , G06F18/21 , G06N3/044 , G06N3/045 , G06N3/047 , G06N7/01 , G06V10/778 , H02M1/12 , G06N20/00 , G06F17/18 , G06Q10/06 , G06N3/04 , G06N3/08 , G06N5/04 , H04B17/29 , H04B17/40 , H04L67/306 , H04L5/00 , B62D5/04 , G06N3/126 , G06F18/25
CPC分类号： G06N3/006 , G01M13/028 , G01M13/04 , G01M13/045 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/4185 , G05B19/41845 , G05B19/41865 , G05B19/41875 , G05B23/024 , G05B23/0221 , G05B23/0229 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0294 , G05B23/0297 , G06F18/2178 , G06N3/02 , G06N3/044 , G06N3/045 , G06N3/047 , G06N3/084 , G06N3/088 , G06N5/046 , G06N7/01 , G06N20/00 , G06Q10/04 , G06Q10/0639 , G06Q30/02 , G06Q30/0278 , G06Q30/06 , G06Q50/00 , G06V10/7784 , G16Z99/00 , H02M1/12 , H03M1/12 , H04B17/23 , H04B17/309 , H04B17/318 , H04B17/345 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L1/1874 , H04L67/1097 , H04L67/12 , H04W4/38 , H04W4/70 , B62D5/0463 , G05B19/042 , G05B23/02 , G05B23/0208 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/37537 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06F17/18 , G06F18/21 , G06F18/217 , G06F18/25 , G06N3/126 , H04B17/29 , H04B17/40 , H04L1/0009 , H04L5/0064 , H04L67/306 , Y02P80/10 , Y02P90/02 , Y02P90/80 , Y04S50/00 , Y04S50/12 , Y10S707/99939
摘要： Systems and methods for data collection in an industrial environment are disclosed. An expert graphical user interface showing representations of components of an industrial machine to which sensors are attach is disclosed. The user interface may enable a user to select at least one of the components resulting in a search of a database of industrial machine failure modes for modes that correspond to the selected component. The corresponding failure mode may be presented to the user. The selection of the component may cause a controller to reference and implement a data collection template for configuring the system to automatically collect data from sensors associated with the selected component to detect at least one of the corresponding failure modes.
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公开(公告)号：US11791914B2
公开(公告)日：2023-10-17
申请号：US16143354
申请日：2018-09-26
IPC分类号： H04B17/29 , G05B19/418 , H04L67/12 , G06N20/00 , H04L1/00 , G06N3/084 , G06N3/088 , G06N3/006 , H04B17/345 , H04W4/38 , H04W4/70 , G06Q30/02 , G06Q30/06 , G01M13/045 , G01M13/028 , H04L1/1867 , G06Q10/0639 , G06Q10/04 , H04B17/23 , H03M1/12 , G16Z99/00 , H02M1/12 , G06F18/21 , G06N3/044 , G06N3/045 , G06N3/047 , G06N7/01 , G06V10/778 , G06V10/82 , B62D15/02 , G01M13/04 , G06Q50/00 , G05B23/02 , G05B13/02 , H04L67/1097 , H04B17/318 , G06N3/02 , G06N5/046 , H04B17/309 , H04L1/18 , G06N3/126 , G05B19/042 , H04B17/40 , H04L67/306 , B62D5/04 , G06F17/18 , G06F18/25 , H04L5/00
CPC分类号： H04B17/29 , B62D15/0215 , G01M13/028 , G01M13/04 , G01M13/045 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/4185 , G05B19/41845 , G05B19/41865 , G05B19/41875 , G05B23/024 , G05B23/0221 , G05B23/0229 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0294 , G05B23/0297 , G06F18/2178 , G06N3/006 , G06N3/02 , G06N3/044 , G06N3/045 , G06N3/047 , G06N3/084 , G06N3/088 , G06N5/046 , G06N7/01 , G06N20/00 , G06Q10/04 , G06Q10/0639 , G06Q30/02 , G06Q30/0278 , G06Q30/06 , G06Q50/00 , G06V10/7784 , G06V10/82 , G16Z99/00 , H02M1/12 , H03M1/12 , H04B17/23 , H04B17/309 , H04B17/318 , H04B17/345 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L1/1874 , H04L67/1097 , H04L67/12 , H04W4/38 , H04W4/70 , B62D5/0463 , G05B19/042 , G05B23/02 , G05B23/0208 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/37537 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06F17/18 , G06F18/21 , G06F18/217 , G06F18/25 , G06N3/126 , H04B17/40 , H04L1/0009 , H04L5/0064 , H04L67/306 , Y02P80/10 , Y02P90/02 , Y02P90/80 , Y04S50/00 , Y04S50/12 , Y10S707/99939
摘要： A self-organizing data marketplace includes a plurality of data collectors and a corresponding plurality of industrial environments, wherein each of the plurality of data collectors is structured to collect detection values from at least one sensor of the corresponding industrial environment, a data storage structured to store a data pool comprising at least a portion of the detection values, a data marketplace structured to self-organize the data pool, and a transaction system structured to interpret a user data request, and to selectively provide a portion of the self-organized data pool to the user in response to the user data request.
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公开(公告)号：US12099911B2
公开(公告)日：2024-09-24
申请号：US18076494
申请日：2022-12-07
IPC分类号： G06N3/006 , B62D15/02 , G01M13/028 , G01M13/04 , G01M13/045 , G05B13/02 , G05B19/418 , G05B23/02 , G06F18/21 , G06N3/02 , G06N3/044 , G06N3/045 , G06N3/047 , G06N3/084 , G06N3/088 , G06N5/046 , G06N7/01 , G06N20/00 , G06Q10/04 , G06Q10/0639 , G06Q30/02 , G06Q30/06 , G06Q50/00 , G06V10/778 , G06V10/82 , G16Z99/00 , H02M1/12 , H03M1/12 , H04B17/23 , H04B17/309 , H04B17/318 , H04B17/345 , H04L1/00 , H04L1/18 , H04L1/1867 , H04L67/1097 , H04L67/12 , H04W4/38 , H04W4/70 , B62D5/04 , G05B19/042 , G06F17/18 , G06F18/25 , G06N3/126 , H01B17/40 , H04B17/29 , H04B17/40 , H04L5/00 , H04L67/306
CPC分类号： G06N3/006 , B62D15/0215 , G01M13/028 , G01M13/04 , G01M13/045 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/41845 , G05B19/4185 , G05B19/41865 , G05B19/41875 , G05B23/0221 , G05B23/0229 , G05B23/024 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0294 , G05B23/0297 , G06F18/2178 , G06N3/02 , G06N3/044 , G06N3/045 , G06N3/047 , G06N3/084 , G06N3/088 , G06N5/046 , G06N7/01 , G06N20/00 , G06Q10/04 , G06Q10/0639 , G06Q30/02 , G06Q30/0278 , G06Q30/06 , G06Q50/00 , G06V10/7784 , G06V10/82 , G16Z99/00 , H02M1/12 , H03M1/12 , H04B17/23 , H04B17/309 , H04B17/318 , H04B17/345 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L1/1874 , H04L67/1097 , H04L67/12 , H04W4/38 , H04W4/70 , B62D5/0463 , G05B19/042 , G05B23/02 , G05B23/0208 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/37537 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06F17/18 , G06F18/21 , G06F18/217 , G06F18/25 , G06N3/126 , H01B17/40 , H04B17/29 , H04B17/40 , H04L1/0009 , H04L5/0064 , H04L67/306 , Y02P80/10 , Y02P90/02 , Y02P90/80 , Y04S50/00 , Y04S50/12 , Y10S707/99939
摘要： System and methods for learning data patterns predictive of an outcome are described. An example system may include a plurality of input sensors communicatively coupled to a controller; a data collection circuit structured to collect output data from the plurality of input sensors; and a machine learning data analysis circuit structured to receive the output data, learn received output data patterns indicative of an outcome, and learn a preferred input data collection band among a plurality of available input data collection bands. The machine learning data analysis circuit may be structured to learn received output data patterns by being seeded with a model based on industry-specific feedback. The outcome may be at least one of: a reaction rate, a production volume, or a required maintenance.
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4.发明授权公开(公告)号：US11838036B2
公开(公告)日：2023-12-05
申请号：US15973406
申请日：2018-05-07
IPC分类号： H04B17/29 , G05B19/418 , H04L67/12 , G06N20/00 , H04L1/00 , G06N3/084 , G06N3/088 , G06N3/006 , H04B17/345 , H04W4/38 , H04W4/70 , G06Q30/02 , G06Q30/06 , G01M13/045 , G01M13/028 , H04L1/1867 , G06Q10/0639 , G06Q10/04 , H04B17/23 , H03M1/12 , G16Z99/00 , H02M1/12 , G06F18/21 , G06N3/044 , G06N3/045 , G06N3/047 , G06N7/01 , G06V10/778 , G06V10/82 , B62D15/02 , G01M13/04 , G06Q50/00 , G05B23/02 , G05B13/02 , H04L67/1097 , H04B17/318 , G06N3/02 , G06N5/046 , H04B17/309 , H04L1/18 , G06N3/126 , G05B19/042 , H04B17/40 , H04L67/306 , B62D5/04 , G06F17/18 , G06F18/25 , H04L5/00
CPC分类号： H04B17/29 , B62D15/0215 , G01M13/028 , G01M13/04 , G01M13/045 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/4185 , G05B19/41845 , G05B19/41865 , G05B19/41875 , G05B23/024 , G05B23/0221 , G05B23/0229 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0294 , G05B23/0297 , G06F18/2178 , G06N3/006 , G06N3/02 , G06N3/044 , G06N3/045 , G06N3/047 , G06N3/084 , G06N3/088 , G06N5/046 , G06N7/01 , G06N20/00 , G06Q10/04 , G06Q10/0639 , G06Q30/02 , G06Q30/0278 , G06Q30/06 , G06Q50/00 , G06V10/7784 , G06V10/82 , G16Z99/00 , H02M1/12 , H03M1/12 , H04B17/23 , H04B17/309 , H04B17/318 , H04B17/345 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L1/1874 , H04L67/1097 , H04L67/12 , H04W4/38 , H04W4/70 , B62D5/0463 , G05B19/042 , G05B23/02 , G05B23/0208 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/37537 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06F17/18 , G06F18/21 , G06F18/217 , G06F18/25 , G06N3/126 , H04B17/40 , H04L1/0009 , H04L5/0064 , H04L67/306 , Y02P80/10 , Y02P90/02 , Y02P90/80 , Y04S50/00 , Y04S50/12 , Y10S707/99939
摘要： Monitoring, systems and methods for data collection in an industrial environment are disclosed. A system may include a data collector communicatively coupled to a plurality of input channels and to a network infrastructure, wherein the data collector collects data based on a selected data collection routine, a data storage structured to store a plurality of collector routes and collected data, a data acquisition circuit structured to interpret a plurality of detection values from the collected data, and a data analysis circuit structured to analyze the collected data, and sense a change in operation and determine an aggregate rate of data being collected from the plurality of input channels. If the aggregate rate exceeds a throughput parameter the data analysis circuit alters the data collection to reduce the amount of data collected or, based on the sensed change, modify a collector route.
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公开(公告)号：US11728910B2
公开(公告)日：2023-08-15
申请号：US16151177
申请日：2018-10-03
IPC分类号： G05B19/418 , H04B17/29 , H04L67/12 , G06N20/00 , H04L1/00 , G06N3/084 , G06N3/088 , G06N3/006 , H04B17/345 , H04W4/38 , H04W4/70 , G06Q30/02 , G06Q30/06 , G01M13/045 , G01M13/028 , H04L1/1867 , G06Q10/0639 , G06Q10/04 , H04B17/23 , H03M1/12 , G16Z99/00 , H02M1/12 , G06F18/21 , G06N3/044 , G06N3/045 , G06N3/047 , G06N7/01 , G06V10/778 , G06V10/82 , B62D15/02 , G01M13/04 , G06Q50/00 , G05B23/02 , G05B13/02 , H04L67/1097 , H04B17/318 , G06N3/02 , G06N5/046 , H04B17/309 , H04L1/18 , G06N3/126 , G05B19/042 , H04B17/40 , H04L67/306 , B62D5/04 , G06F17/18 , G06F18/25 , H04L5/00
CPC分类号： H04B17/29 , B62D15/0215 , G01M13/028 , G01M13/04 , G01M13/045 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/4185 , G05B19/41845 , G05B19/41865 , G05B19/41875 , G05B23/024 , G05B23/0221 , G05B23/0229 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0294 , G05B23/0297 , G06F18/2178 , G06N3/006 , G06N3/02 , G06N3/044 , G06N3/045 , G06N3/047 , G06N3/084 , G06N3/088 , G06N5/046 , G06N7/01 , G06N20/00 , G06Q10/04 , G06Q10/0639 , G06Q30/02 , G06Q30/0278 , G06Q30/06 , G06Q50/00 , G06V10/7784 , G06V10/82 , G16Z99/00 , H02M1/12 , H03M1/12 , H04B17/23 , H04B17/309 , H04B17/318 , H04B17/345 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L1/1874 , H04L67/1097 , H04L67/12 , H04W4/38 , H04W4/70 , B62D5/0463 , G05B19/042 , G05B23/02 , G05B23/0208 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/37537 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06F17/18 , G06F18/21 , G06F18/217 , G06F18/25 , G06N3/126 , H04B17/40 , H04L1/0009 , H04L5/0064 , H04L67/306 , Y02P80/10 , Y02P90/02 , Y02P90/80 , Y04S50/00 , Y04S50/12 , Y10S707/99939
摘要： Methods and systems for a monitoring system for data collection in an industrial environment including a data collector communicatively coupled to a plurality of input channels connected to data collection points related to machine components, wherein at least one of the plurality of input channels is connected to a data collection point on a rotating machine component; a data acquisition circuit structured to interpret a plurality of detection values from the collected data, each of the plurality of detection values corresponding to at least one of the plurality of input channels; and an expert system analysis circuit structured to analyze the collected data, wherein the expert system analysis circuit determines a failure state for the rotating machine component based on analysis of the plurality of detection values, wherein upon determining the failure state the expert system analysis circuit provides the failure state to a data storage.
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公开(公告)号：US20190187690A1
公开(公告)日：2019-06-20
申请号：US16236061
申请日：2018-12-28
IPC分类号： G05B23/02 , H04L29/08 , H04L1/00 , H04B17/318 , G05B19/418 , H04B17/309 , G06N3/02 , G06N7/00 , G06N5/04 , G06N20/00 , G05B13/02
CPC分类号： G05B23/0294 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/41845 , G05B19/4185 , G05B19/41865 , G05B19/41875 , G05B23/0221 , G05B23/0229 , G05B23/024 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0297 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06K9/6263 , G06N3/02 , G06N5/046 , G06N7/005 , G06N20/00 , H04B17/309 , H04B17/318 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L5/0064 , H04L67/1097 , H04L67/12 , Y02P80/114 , Y02P90/02
摘要： Systems and methods for data communication over a plurality of data paths are disclosed. Messages between a first node and a second node may be transmitted, wherein some of the messages are transmitted over a first data path using a first communication protocol, and some of the messages are transmitted over a second data path using a second communication protocol. A determination may be made that the first data path is altering a flow of messages due to the messages being transmitted using the first communication protocol and a number of messages sent over the different data paths adjusted in response, wherein adjusting comprises decreasing a number of the messages transmitted over the first data path and increasing a number of messages transmitted over the second data path, wherein altering the flow of messages is performed automatically under control of an expert system.
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公开(公告)号：US20190187688A1
公开(公告)日：2019-06-20
申请号：US16237487
申请日：2018-12-31
IPC分类号： G05B23/02 , H04L29/08 , H04B17/318 , G05B19/418 , H04B17/309 , G05B13/02 , G06N20/00 , H04L1/00 , G06N5/04 , G06K9/62 , G06N7/00 , G06N3/02
CPC分类号： G05B23/0294 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/41845 , G05B19/4185 , G05B19/41865 , G05B19/41875 , G05B23/0221 , G05B23/0229 , G05B23/024 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0297 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06K9/6263 , G06N3/02 , G06N5/046 , G06N7/005 , G06N20/00 , H04B17/309 , H04B17/318 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L5/0064 , H04L67/1097 , H04L67/12 , Y02P80/114 , Y02P90/02
摘要： Systems and methods for data collection and frequency analysis are disclosed. A system can include a data acquisition circuit to interpret a plurality of detection values, each of the plurality of detection values corresponding to input received from a detection package, the detection package including at least one of a plurality of input sensors, each of the plurality of input sensors operatively coupled to an component of an industrial system. The system can also include a data analysis circuit utilizing a neural network to analyze a subset of the plurality of detection values and a phase of the plurality of detection values to classify a type or an identity of a distant device, wherein the data analysis circuit makes use of a signal evaluation circuit to perform a frequency analysis on the plurality of detection values.
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8.发明申请公开(公告)号：US20190219996A1
公开(公告)日：2019-07-18
申请号：US16366566
申请日：2019-03-27
IPC分类号： G05B23/02 , H04L29/08 , H04L1/00 , H04B17/318 , G05B19/418 , H04B17/309 , G06N3/02 , G06N7/00 , G06N5/04 , G06N20/00 , G05B13/02
CPC分类号： G05B23/0297 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/41845 , G05B19/4185 , G05B19/41865 , G05B19/41875 , G05B23/0221 , G05B23/0229 , G05B23/024 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0294 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06K9/6263 , G06N3/006 , G06N3/02 , G06N3/0445 , G06N3/0454 , G06N3/0472 , G06N3/084 , G06N3/088 , G06N3/126 , G06N5/046 , G06N7/005 , G06N20/00 , H04B17/309 , H04B17/318 , H04L1/0002 , H04L1/0041 , H04L5/0064 , H04L67/1097 , H04L67/12 , Y02P80/114 , Y02P90/02
摘要： A system for data collection, the system according to one disclosed non-limiting embodiment of the present disclosure may include an analog switch, a data acquisition circuit structured to interpret a plurality of detection values received from a detection package comprising a plurality of input sensors, each of the plurality of input sensors may be operatively coupled to an equipment component and at least one of a plurality of inputs of the analog switch. The system may further include a data analysis circuit to predict a future state of at least one equipment component based upon the plurality of detection values and data received from a data collection band circuit, wherein the analog switch is adapted to selectively couple at least one of a plurality of inputs to at least one of a plurality of outputs.
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公开(公告)号：US20190187689A1
公开(公告)日：2019-06-20
申请号：US16237507
申请日：2018-12-31
IPC分类号： G05B23/02 , H04L29/08 , H04B17/318 , G05B19/418 , H04B17/309 , G05B13/02 , G06N20/00 , H04L1/00 , G06N5/04 , G06K9/62 , G06N7/00 , G06N3/02
CPC分类号： G05B23/0294 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/41845 , G05B19/4185 , G05B19/41865 , G05B19/41875 , G05B23/0221 , G05B23/0229 , G05B23/024 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0297 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06K9/6263 , G06N3/02 , G06N5/046 , G06N7/005 , G06N20/00 , H04B17/309 , H04B17/318 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L5/0064 , H04L67/1097 , H04L67/12 , Y02P80/114 , Y02P90/02
摘要： Methods and devices for user directed data collection are disclosed. A device can include a data acquisition circuit to request and receive a plurality of detection values over a period of time comprising a data collection band, each of the plurality of detection values corresponding to at least one of a plurality of input sensors communicatively coupled to the data acquisition circuit; a data storage component to store specifications and anticipated state information for the plurality of input sensors; and a response circuit to provide the data acquisition circuit with direction regarding a manner in which the plurality of detection values is requested, wherein the direction is derived, at least in part, from a stored data collection file defined by a user via a graphical user interface (GUI).
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10.发明申请公开(公告)号：US20190187685A1
公开(公告)日：2019-06-20
申请号：US16236066
申请日：2018-12-28
IPC分类号： G05B23/02 , H04L29/08 , H04B17/318 , G05B19/418 , H04B17/309 , G05B13/02 , G06N20/00 , H04L1/00 , G06N5/04 , G06K9/62 , G06N7/00 , G06N3/02
CPC分类号： G05B23/0294 , G05B13/028 , G05B19/4183 , G05B19/4184 , G05B19/41845 , G05B19/4185 , G05B19/41865 , G05B19/41875 , G05B23/0221 , G05B23/0229 , G05B23/024 , G05B23/0264 , G05B23/0283 , G05B23/0286 , G05B23/0289 , G05B23/0291 , G05B23/0297 , G05B2219/32287 , G05B2219/35001 , G05B2219/37337 , G05B2219/37351 , G05B2219/37434 , G05B2219/40115 , G05B2219/45004 , G05B2219/45129 , G06K9/6263 , G06N3/02 , G06N5/046 , G06N7/005 , G06N20/00 , H04B17/309 , H04B17/318 , H04L1/0002 , H04L1/0041 , H04L1/18 , H04L5/0064 , H04L67/1097 , H04L67/12 , Y02P80/114 , Y02P90/02
摘要： Methods and systems for data collection in tanks with future status prediction and load balancing are disclosed. A system can include a data acquisition circuit to interpret a plurality of detection values, a data analysis circuit to analyze detection values to determine a future status of at least one of a plurality of components of the tank, wherein the future status includes at least one of: a future state, a future condition, or a future stage of a process of the tank, and an analysis response circuit to perform an action in response to the determination of the future status, wherein the action includes rebalancing process loads of at least some of the plurality of components.
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