US 11,728,910 B2
Methods and systems for detection in an industrial internet of things data collection environment with expert systems to predict failures and system state for slow rotating components
Charles Howard Cella, Pembroke, MA (US); Gerald William Duffy, Jr., Philadelphia, PA (US); Jeffrey P. McGuckin, Philadelphia, PA (US); and Mehul Desai, Oak Brook, IL (US)
Assigned to Strong Force IoT Portfolio 2016, LLC, Fort Lauderdale, FL (US)
Filed by Strong Force IoT Portfolio 2016, LLC, Santa Monica, CA (US)
Filed on Oct. 3, 2018, as Appl. No. 16/151,177.
Application 16/151,177 is a continuation of application No. 16/143,298, filed on Sep. 26, 2018, abandoned.
Application 16/143,298 is a continuation of application No. PCT/US2018/045036, filed on Aug. 2, 2018.
Application PCT/US2018/045036 is a continuation of application No. 15/973,406, filed on May 7, 2018.
Application PCT/US2018/045036 is a continuation of application No. PCT/US2018/045036.
Application PCT/US2018/045036 is a continuation of application No. 15/973,406, filed on May 7, 2018.
Application 15/973,406 is a continuation in part of application No. PCT/US2017/031721, filed on May 9, 2017.
Claims priority of provisional application 62/583,487, filed on Nov. 8, 2017.
Claims priority of provisional application 62/562,487, filed on Sep. 24, 2017.
Claims priority of provisional application 62/540,557, filed on Aug. 2, 2017.
Claims priority of provisional application 62/540,513, filed on Aug. 2, 2017.
Claims priority of provisional application 62/427,141, filed on Nov. 28, 2016.
Claims priority of provisional application 62/412,843, filed on Oct. 26, 2016.
Claims priority of provisional application 62/350,672, filed on Jun. 15, 2016.
Claims priority of provisional application 62/333,589, filed on May 9, 2016.
Prior Publication US 2019/0033848 A1, Jan. 31, 2019
Int. Cl. G05B 19/418 (2006.01); H04B 17/29 (2015.01); H04L 67/12 (2022.01); G06N 20/00 (2019.01); H04L 1/00 (2006.01); G06N 3/084 (2023.01); G06N 3/088 (2023.01); G06N 3/006 (2023.01); H04B 17/345 (2015.01); H04W 4/38 (2018.01); H04W 4/70 (2018.01); G06Q 30/02 (2023.01); G06Q 30/06 (2023.01); G01M 13/045 (2019.01); G01M 13/028 (2019.01); H04L 1/1867 (2023.01); G06Q 10/0639 (2023.01); G06Q 10/04 (2023.01); H04B 17/23 (2015.01); H03M 1/12 (2006.01); G16Z 99/00 (2019.01); H02M 1/12 (2006.01); G06F 18/21 (2023.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 7/01 (2023.01); G06V 10/778 (2022.01); G06V 10/82 (2022.01); B62D 15/02 (2006.01); G01M 13/04 (2019.01); G06Q 50/00 (2012.01); G05B 23/02 (2006.01); G05B 13/02 (2006.01); H04L 67/1097 (2022.01); H04B 17/318 (2015.01); G06N 3/02 (2006.01); G06N 5/046 (2023.01); H04B 17/309 (2015.01); H04L 1/18 (2023.01); G06N 3/126 (2023.01); G05B 19/042 (2006.01); H04B 17/40 (2015.01); H04L 67/306 (2022.01); B62D 5/04 (2006.01); G06F 17/18 (2006.01); G06F 18/25 (2023.01); H04L 5/00 (2006.01)
CPC H04B 17/29 (2015.01) [B62D 15/0215 (2013.01); G01M 13/028 (2013.01); G01M 13/04 (2013.01); G01M 13/045 (2013.01); G05B 13/028 (2013.01); G05B 19/4183 (2013.01); G05B 19/4184 (2013.01); G05B 19/4185 (2013.01); G05B 19/41845 (2013.01); G05B 19/41865 (2013.01); G05B 19/41875 (2013.01); G05B 23/024 (2013.01); G05B 23/0221 (2013.01); G05B 23/0229 (2013.01); G05B 23/0264 (2013.01); G05B 23/0283 (2013.01); G05B 23/0286 (2013.01); G05B 23/0289 (2013.01); G05B 23/0291 (2013.01); G05B 23/0294 (2013.01); G05B 23/0297 (2013.01); G06F 18/2178 (2023.01); G06N 3/006 (2013.01); G06N 3/02 (2013.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 3/084 (2013.01); G06N 3/088 (2013.01); G06N 5/046 (2013.01); G06N 7/01 (2023.01); G06N 20/00 (2019.01); G06Q 10/04 (2013.01); G06Q 10/0639 (2013.01); G06Q 30/02 (2013.01); G06Q 30/0278 (2013.01); G06Q 30/06 (2013.01); G06Q 50/00 (2013.01); G06V 10/7784 (2022.01); G06V 10/82 (2022.01); G16Z 99/00 (2019.02); H02M 1/12 (2013.01); H03M 1/12 (2013.01); H04B 17/23 (2015.01); H04B 17/309 (2015.01); H04B 17/318 (2015.01); H04B 17/345 (2015.01); H04L 1/0002 (2013.01); H04L 1/0041 (2013.01); H04L 1/18 (2013.01); H04L 1/1874 (2013.01); H04L 67/1097 (2013.01); H04L 67/12 (2013.01); H04W 4/38 (2018.02); H04W 4/70 (2018.02); B62D 5/0463 (2013.01); G05B 19/042 (2013.01); G05B 23/02 (2013.01); G05B 23/0208 (2013.01); G05B 2219/32287 (2013.01); G05B 2219/35001 (2013.01); G05B 2219/37337 (2013.01); G05B 2219/37351 (2013.01); G05B 2219/37434 (2013.01); G05B 2219/37537 (2013.01); G05B 2219/40115 (2013.01); G05B 2219/45004 (2013.01); G05B 2219/45129 (2013.01); G06F 17/18 (2013.01); G06F 18/21 (2023.01); G06F 18/217 (2023.01); G06F 18/25 (2023.01); G06N 3/126 (2013.01); H04B 17/40 (2015.01); H04L 1/0009 (2013.01); H04L 5/0064 (2013.01); H04L 67/306 (2013.01); Y02P 80/10 (2015.11); Y02P 90/02 (2015.11); Y02P 90/80 (2015.11); Y04S 50/00 (2013.01); Y04S 50/12 (2013.01); Y10S 707/99939 (2013.01)] 22 Claims
OG exemplary drawing
 
1. A monitoring system for data collection in an industrial environment, the system comprising:
a data collector configured to collect data related to machine components, the data collector being communicatively coupled to a plurality of input channels connected to data collection points related to machine components, at least one of the plurality of input channels being connected to a data collection point on a rotating machine component;
a data acquisition circuit structured to enable or disable processing of a plurality of detection values from the collected data based on a status of the rotating machine component, 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; and
determine a failure state for the rotating machine component based on analysis of the plurality of detection values; and
upon determining the failure state, provide the failure state to a data storage.