IP Library › Granted Patent US 12,474,679
Granted Patent B2
US 12,474,679 · App. 18/213,748 · Granted Nov 18, 2025

Syntax translation from first syntax to second syntax based on string analysis

Inventor: Youngchoon Park (Brookfield, WI)
Assignee: TYCO FIRE & SECURITY GMBH
G05B13/0265G05B15/02G06N7/01G05B2219/21088G05B2219/25011
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Quick Facts
Patent No.
US 12,474,679
App. No.
18/213,748
Granted
Nov 18, 2025
Kind
B2
Abstract

A computerized method of assigning a building automation system point type to a plurality of unclassified data points is provided. The method includes receiving unclassified data points and attributes for each data point. The method includes receiving classifications for a first subset of the unclassified data points. Each classification associates a data point with a building automation system point type. The method includes generating a term set containing substrings that appear in the attributes. The method includes generating a first matrix describing a frequency that the substrings appear in the attributes. The method includes calculating an indicator of a probability that the presence of the selected substring results in the data point belonging to the selected point type. The method includes assigning a point type to a second subset by finding the substring and potential point type pair having the greatest indication of probability.

Claims (64)

1 . A building system of a building comprising one or more storage devices having instructions stored thereon that, when executed by one or more processors, cause the one or more processors to:

receive a plurality of strings representing a plurality of points, spaces, or pieces of equipment of the building;

receive a list of a plurality of semantic type descriptions for the plurality of points, spaces, or pieces of equipment computable by a plurality of software applications;

label the plurality of points, spaces, or pieces of equipment with the plurality of semantic type descriptions by analyzing the plurality of strings with a translation technique;

determine a plurality of relationships between a plurality of labels selected for the plurality of points, spaces, or pieces of equipment; and

generate a file computable by the plurality of software applications, the file comprising the plurality of labels and the plurality of relationships between the plurality of labels.

2 . The building system of claim 1 , wherein:

the plurality of strings are defined in a first syntax;

the plurality of labels assigned for the plurality of points, spaces, or pieces of equipment are defined in a second syntax; and

the translation technique is trained to translate between the first syntax and the second syntax.

3 . The building system of claim 1 , wherein the plurality of strings are in a first syntax;

wherein the instructions cause the one or more processors to:

generate a user interface comprising indications of the plurality of points, spaces, or pieces of equipment of the building in a second syntax comprising the plurality of semantic type descriptions;

cause a user device to display the user interface; and

receive, via the user device, an indication of one or more of the plurality of relationships from the user device based on one or more user interactions with the user interface.

4 . The building system of claim 1 , wherein the instructions cause the one or more processors to:

assign at least one type of the plurality of semantic type descriptions to each of the plurality of strings.

5 . The building system of claim 1 , wherein the building system further comprises a plurality of pieces of building equipment of the building, wherein the plurality of pieces of building equipment are configured to monitor and control one or more building spaces of the building using the plurality of labels.

6 . The building system of claim 1 , wherein the plurality of strings form text descriptions of attributes of the plurality of points, spaces, or pieces of equipment of the building.

7 . The building system of claim 1 , wherein the instructions cause the one or more processors to:

generate a set of probability values for a string of the plurality of strings, each probability value of the set of probability values corresponding to a different label of the plurality of semantic type descriptions and indicating a probability that the string belongs to a corresponding label based on one or more characters of the string;

wherein the one or more characters of the string are an input to the translation technique and the set of probability values are an output of the translation technique.

8 . The building system of claim 1 , wherein the translation technique is at least one of a Bayes technique or a latent semantic indexing technique.

9 . A method, comprising:

receiving, by one or more processing circuits, a plurality of strings representing a plurality of points, spaces, or pieces of equipment of a building;

receiving, by the one or more processing circuits, a list of a plurality of semantic type descriptions for the plurality of points, spaces, or pieces of equipment computable by a plurality of software applications;

labeling, by the one or more processing circuits, the plurality of points, spaces, or pieces of equipment with the plurality of semantic type descriptions by analyzing the plurality of strings with a translation technique;

determining, by the one or more processing circuits, a plurality of relationships between a plurality of labels selected for the plurality of points, spaces, or pieces of equipment; and

generating, by the one or more processing circuits, a file computable by the plurality of software applications, the file comprising the plurality of labels and the plurality of relationships between the plurality of labels.

10 . The method of claim 9 , wherein:

the plurality of strings are defined in a first syntax;

the plurality of labels assigned for the plurality of points, spaces, or pieces of equipment are defined in a second syntax; and

the translation technique is trained to translate between the first syntax and the second syntax.

11 . The method of claim 9 , wherein the plurality of strings are in a first syntax;

wherein the method comprises:

generating, by the one or more processing circuits, a user interface comprising indications of the plurality of points, spaces, or pieces of equipment of the building in a second syntax comprising the plurality of semantic type descriptions;

causing, by the one or more processing circuits, a user device to display the user interface; and

receiving, by the one or more processing circuits an indication of one or more of the plurality of relationships from the user device based on one or more user interactions with the user interface.

12 . The method of claim 9 , comprising:

assigning, by the one or more processing circuits, at least one type of the plurality of semantic type descriptions to each of the plurality of strings.

13 . The method of claim 9 , comprising:

monitoring or controlling, by the one or more processing circuits, one or more building spaces of the building using the plurality of labels.

14 . The method of claim 9 , wherein the plurality of strings form text descriptions of attributes of the plurality of points, spaces, or pieces of equipment of the building.

15 . The method of claim 9 , comprising:

generating, by the one or more processing circuits, a set of probability values for a string of the plurality of strings, each probability value of the set of probability values corresponding to a different label of the plurality of semantic type descriptions and indicating a probability that the string belongs to a corresponding label based on one or more characters of the string;

wherein the one or more characters of the string are an input to the translation technique and the set of probability values are an output of the translation technique.

16 . The method of claim 9 , wherein the translation technique is at least one of a Bayes technique or a latent semantic indexing technique.

17 . One or more non-transitory storage media having instructions stored thereon that, when executed by one or more processors, cause the one or more processors to:

receive a plurality of strings representing a plurality of points, spaces, or pieces of equipment of a building;

receive a list of a plurality of semantic type descriptions for the plurality of points, spaces, or pieces of equipment computable by a plurality of software applications;

label the plurality of points, spaces, or pieces of equipment with the plurality of semantic type descriptions by analyzing the plurality of strings with a translation technique;

determine a plurality of relationships between a plurality of labels selected for the plurality of points, spaces, or pieces of equipment; and

generate a file computable by the plurality of software applications, the file comprising the plurality of labels and the plurality of relationships between the plurality of labels.

18 . The one or more non-transitory storage media of claim 17 , wherein:

the plurality of strings are defined in a first syntax;

the plurality of labels assigned for the plurality of points, spaces, or pieces of equipment are defined in a second syntax; and

the translation technique is trained to translate between the first syntax and the second syntax.

19 . The one or more non-transitory storage media of claim 17 , wherein the plurality of strings are in a first syntax;

wherein the instructions cause the one or more processors to:

generate a user interface comprising indications of the plurality of points, spaces, or pieces of equipment of the building in a second syntax comprising the plurality of semantic type descriptions;

cause a user device to display the user interface; and

receive, via the user device, an indication of one or more of the plurality of relationships from the user device based on one or more user interactions with the user interface.

20 . The one or more non-transitory storage media of claim 17 , wherein the instructions cause the one or more processors to:

assign at least one type of the plurality of semantic type descriptions to each of the plurality of strings.

Assignments (3)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Apr 9, 2024
From: JOHNSON CONTROLS TYCO IP HOLDINGS LLP
To: TYCO FIRE & SECURITY GMBH
Reel/Frame 067056/0552 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 11, 2023
From: PARK, YOUNGCHOON
To: JOHNSON CONTROLS TECHNOLOGY COMPANY
Reel/Frame 064213/0908 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 11, 2023
From: JOHNSON CONTROLS TECHNOLOGY COMPANY
To: JOHNSON CONTROLS TYCO IP HOLDINGS LLP
Reel/Frame 064213/0955 →
Continuity (5)
Continuation 17087441 · Nov 2, 2020
Continuation 16722439 · Dec 20, 2019
Continuation 15207376 · Jul 11, 2016
Continuation 13595945 · Aug 27, 2012
Related Publication 20230333519A1 · Oct 19, 2023
References Cited (400)
US 5301109A · Landauer et al. · 1994 [cited by applicant]
US 5446677A · Jensen et al. · 1995 [cited by applicant]
US 5581478A · Cruse et al. · 1996 [cited by applicant]
US 5812962A · Kovac · 1998 [cited by applicant]
US 5960381A · Singers et al. · 1999 [cited by applicant]
US 5973662A · Singers et al. · 1999 [cited by applicant]
US 6014612A · Larson et al. · 2000 [cited by applicant]
US 6031547A · Kennedy · 2000 [cited by applicant]
US 6134511A · Subbarao · 2000 [cited by applicant]
US 6157943A · Meyer · 2000 [cited by applicant]
US 6240326B1 · Gloudeman et al. · 2001 [cited by applicant]
US 6285966B1 · Brown et al. · 2001 [cited by applicant]
US 6363422B1 · Hunter et al. · 2002 [cited by applicant]
US 6385510B1 · Hoog et al. · 2002 [cited by applicant]
US 6389331B1 · Jensen et al. · 2002 [cited by applicant]
US 6401027B1 · Xu et al. · 2002 [cited by applicant]
US 6437691B1 · Sandelman et al. · 2002 [cited by applicant]
US 6477518B1 · Li et al. · 2002 [cited by applicant]
US 6487457B1 · Hull et al. · 2002 [cited by applicant]
US 6493755B1 · Hansen et al. · 2002 [cited by applicant]
US 6577323B1 · Jamieson et al. · 2003 [cited by applicant]
US 6626366B2 · Kayahara et al. · 2003 [cited by applicant]
US 6646660B1 · Patty · 2003 [cited by applicant]
US 6704016B1 · Oliver et al. · 2004 [cited by applicant]
US 6732540B2 · Sugihara et al. · 2004 [cited by applicant]
US 6764019B1 · Kayahara et al. · 2004 [cited by applicant]
US 6782385B2 · Natsumeda et al. · 2004 [cited by applicant]
US 6813532B2 · Eryurek et al. · 2004 [cited by applicant]
US 6816811B2 · Seem · 2004 [cited by applicant]
US 6823680B2 · Jayanth · 2004 [cited by applicant]
US 6826454B2 · Sulfstede · 2004 [cited by applicant]
US 6865511B2 · Frerichs et al. · 2005 [cited by applicant]
US 6925338B2 · Eryurek et al. · 2005 [cited by applicant]
US 6986138B1 · Sakaguchi et al. · 2006 [cited by applicant]
US 7031880B1 · Seem et al. · 2006 [cited by applicant]
US 7401057B2 · Eder · 2008 [cited by applicant]
US 7552467B2 · Lindsay · 2009 [cited by applicant]
US 7627544B2 · Chkodrov et al. · 2009 [cited by applicant]
US 7818249B2 · Lovejoy et al. · 2010 [cited by applicant]
US 7889051B1 · Billig et al. · 2011 [cited by applicant]
US 7996488B1 · Casabella et al. · 2011 [cited by applicant]
US 8078330B2 · Brickfield et al. · 2011 [cited by applicant]
US 8104044B1 · Scofield et al. · 2012 [cited by applicant]
US 8229470B1 · Ranjan et al. · 2012 [cited by applicant]
US 8280723B1 · Laaser · 2012 [cited by applicant]
US 8401991B2 · Wu et al. · 2013 [cited by applicant]
US 8495745B1 · Schrecker et al. · 2013 [cited by applicant]
US 8516016B2 · Park et al. · 2013 [cited by applicant]
US 8532808B2 · Drees et al. · 2013 [cited by applicant]
US 8532839B2 · Drees et al. · 2013 [cited by applicant]
US 8600556B2 · Nesler et al. · 2013 [cited by applicant]
US 8635182B2 · Mackay · 2014 [cited by applicant]
US 8682921B2 · Park et al. · 2014 [cited by applicant]
US 8731724B2 · Drees et al. · 2014 [cited by applicant]
US 8737334B2 · Ahn et al. · 2014 [cited by applicant]
US 8738334B2 · Jiang et al. · 2014 [cited by applicant]
US 8751487B2 · Byrne et al. · 2014 [cited by applicant]
US 8788097B2 · Drees et al. · 2014 [cited by applicant]
US 8805995B1 · Oliver · 2014 [cited by applicant]
US 8843238B2 · Wenzel et al. · 2014 [cited by applicant]
US 8874071B2 · Sherman et al. · 2014 [cited by applicant]
US 8941465B2 · Pineau et al. · 2015 [cited by applicant]
US 8990127B2 · Taylor · 2015 [cited by applicant]
US 9070113B2 · Shafiee et al. · 2015 [cited by applicant]
US 9116978B2 · Park et al. · 2015 [cited by applicant]
US 9185095B1 · Moritz et al. · 2015 [cited by applicant]
US 9189527B2 · Park et al. · 2015 [cited by applicant]
US 9196009B2 · Drees et al. · 2015 [cited by applicant]
US 9229966B2 · Aymeloglu et al. · 2016 [cited by applicant]
US 9286582B2 · Drees et al. · 2016 [cited by applicant]
US 9311807B2 · Schultz et al. · 2016 [cited by applicant]
US 9344751B1 · Ream et al. · 2016 [cited by applicant]
US 9354968B2 · Wenzel et al. · 2016 [cited by applicant]
US 9411327B2 · Park · 2016 [cited by applicant]
US 9447985B2 · Johnson · 2016 [cited by applicant]
US 9507686B2 · Horn et al. · 2016 [cited by applicant]
US 9524594B2 · Ouyang et al. · 2016 [cited by applicant]
US 9558196B2 · Johnston et al. · 2017 [cited by applicant]
US 9652813B2 · Gifford et al. · 2017 [cited by applicant]
US 9753455B2 · Drees · 2017 [cited by applicant]
US 9767409B1 · Makhijani et al. · 2017 [cited by applicant]
US 9811249B2 · Chen et al. · 2017 [cited by applicant]
US 9838844B2 · Emeis et al. · 2017 [cited by applicant]
US 9886478B2 · Mukherjee · 2018 [cited by applicant]
US 9948359B2 · Horton · 2018 [cited by applicant]
US 10055114B2 · Shah et al. · 2018 [cited by applicant]
US 10055206B2 · Park et al. · 2018 [cited by applicant]
US 10116461B2 · Fairweather et al. · 2018 [cited by applicant]
US 10169454B2 · Ait-Mokhtar et al. · 2019 [cited by applicant]
US 10171297B2 · Stewart et al. · 2019 [cited by applicant]
US 10171586B2 · Shaashua et al. · 2019 [cited by applicant]
US 10187258B2 · Nagesh et al. · 2019 [cited by applicant]
US 10417451B2 · Park et al. · 2019 [cited by applicant]
US 10514963B2 · Shrivastava et al. · 2019 [cited by applicant]
US 10515098B2 · Park et al. · 2019 [cited by applicant]
US 10534326B2 · Sridharan et al. · 2020 [cited by applicant]
US 10536295B2 · Fairweather et al. · 2020 [cited by applicant]
US 10564993B2 · Deutsch et al. · 2020 [cited by applicant]
US 10705492B2 · Harvey · 2020 [cited by applicant]
US 10708078B2 · Harvey · 2020 [cited by applicant]
US 10760815B2 · Janakiraman et al. · 2020 [cited by applicant]
US 10762475B2 · Song et al. · 2020 [cited by applicant]
US 10824120B2 · Ahmed · 2020 [cited by applicant]
US 10845771B2 · Harvey · 2020 [cited by applicant]
US 10854194B2 · Park et al. · 2020 [cited by applicant]
US 10862928B1 · Badawy et al. · 2020 [cited by applicant]
US 10871756B2 · Johnson et al. · 2020 [cited by applicant]
US 10908578B2 · Johnson et al. · 2021 [cited by applicant]
US 10921760B2 · Harvey · 2021 [cited by applicant]
US 10921768B2 · Johnson et al. · 2021 [cited by applicant]
US 10921972B2 · Park et al. · 2021 [cited by applicant]
US 10969133B2 · Harvey · 2021 [cited by applicant]
US 10976068B2 · Hallendy et al. · 2021 [cited by applicant]
US 10986121B2 · Stockdale et al. · 2021 [cited by applicant]
US 11016998B2 · Park et al. · 2021 [cited by applicant]
US 11024292B2 · Park et al. · 2021 [cited by applicant]
US 11038709B2 · Park et al. · 2021 [cited by applicant]
US 11041650B2 · Li et al. · 2021 [cited by applicant]
US 11054796B2 · Holaso · 2021 [cited by applicant]
US 11070390B2 · Park et al. · 2021 [cited by applicant]
US 11073976B2 · Park et al. · 2021 [cited by applicant]
US 11108587B2 · Park et al. · 2021 [cited by applicant]
US 11113295B2 · Park et al. · 2021 [cited by applicant]
US 11156978B2 · Johnson et al. · 2021 [cited by applicant]
US 11229138B1 · Harvey et al. · 2022 [cited by applicant]
US 11314726B2 · Park et al. · 2022 [cited by applicant]
US 11314788B2 · Park et al. · 2022 [cited by applicant]
US 11556105B2 · Cooley et al. · 2023 [cited by applicant]
US 11561522B2 · Cooley et al. · 2023 [cited by applicant]
US 11561523B2 · Cooley et al. · 2023 [cited by applicant]
US 11573551B2 · Cooley et al. · 2023 [cited by applicant]
US 11586167B2 · Cooley et al. · 2023 [cited by applicant]
US 20020010562A1 · Schleiss et al. · 2002 [cited by applicant]
US 20020016639A1 · Smith et al. · 2002 [cited by applicant]
US 20020059229A1 · Natsumeda et al. · 2002 [cited by applicant]
US 20020123864A1 · Eryurek et al. · 2002 [cited by applicant]
US 20020147506A1 · Eryurek et al. · 2002 [cited by applicant]
US 20020177909A1 · Fu et al. · 2002 [cited by applicant]
US 20030005486A1 · Ridolfo et al. · 2003 [cited by applicant]
US 20030014130A1 · Grumelart · 2003 [cited by applicant]
US 20030073432A1 · Meade, II · 2003 [cited by applicant]
US 20030074640A1 · Mandell · 2003 [cited by examiner]
US 20030158704A1 · Triginai et al. · 2003 [cited by applicant]
US 20030171851A1 · Brickfield et al. · 2003 [cited by applicant]
US 20030200059A1 · Ignatowski et al. · 2003 [cited by applicant]
US 20040021679A1 · Chapman et al. · 2004 [cited by applicant]
US 20040068390A1 · Saunders · 2004 [cited by applicant]
US 20040128314A1 · Katibah et al. · 2004 [cited by applicant]
US 20040133314A1 · Ehlers et al. · 2004 [cited by applicant]
US 20040199360A1 · Friman et al. · 2004 [cited by applicant]
US 20050055308A1 · Meyer et al. · 2005 [cited by applicant]
US 20050108262A1 · Fawcett et al. · 2005 [cited by applicant]
US 20050154494A1 · Ahmed · 2005 [cited by applicant]
US 20050278703A1 · Lo et al. · 2005 [cited by applicant]
US 20050283337A1 · Sayal · 2005 [cited by applicant]
US 20060062468A1 · Xu · 2006 [cited by examiner]
US 20060095521A1 · Patinkin · 2006 [cited by applicant]
US 20060140207A1 · Eschbach et al. · 2006 [cited by applicant]
US 20060167667A1 · Maturana · 2006 [cited by examiner]
US 20060184479A1 · Levine · 2006 [cited by applicant]
US 20060200476A1 · Gottumukkala et al. · 2006 [cited by applicant]
US 20060248523A1 · Berg et al. · 2006 [cited by applicant]
US 20060253205A1 · Gardiner · 2006 [cited by applicant]
US 20060265751A1 · Cosquer et al. · 2006 [cited by applicant]
US 20060271589A1 · Horowitz et al. · 2006 [cited by applicant]
US 20070028179A1 · Levin et al. · 2007 [cited by applicant]
US 20070067062A1 · Mairs et al. · 2007 [cited by applicant]
US 20070203693A1 · Estes · 2007 [cited by applicant]
US 20070261062A1 · Bansal et al. · 2007 [cited by applicant]
US 20070273497A1 · Kuroda et al. · 2007 [cited by applicant]
US 20070273610A1 · Baillot · 2007 [cited by applicant]
US 20080034425A1 · Overcash et al. · 2008 [cited by applicant]
US 20080094230A1 · Mock et al. · 2008 [cited by applicant]
US 20080097816A1 · Freire et al. · 2008 [cited by applicant]
US 20080186160A1 · Kim et al. · 2008 [cited by applicant]
US 20080249756A1 · Chaisuparasmikul · 2008 [cited by applicant]
US 20080252723A1 · Park · 2008 [cited by applicant]
US 20080281472A1 · Podgorny et al. · 2008 [cited by applicant]
US 20080282198A1 · Brooks et al. · 2008 [cited by applicant]
US 20090195349A1 · Frader-Thompson et al. · 2009 [cited by applicant]
US 20100045439A1 · Tak et al. · 2010 [cited by applicant]
US 20100058248A1 · Park · 2010 [cited by applicant]
US 20100131533A1 · Ortiz · 2010 [cited by applicant]
US 20100274366A1 · Fata et al. · 2010 [cited by applicant]
US 20100281387A1 · Holland et al. · 2010 [cited by applicant]
US 20100286937A1 · Hedley et al. · 2010 [cited by applicant]
US 20100287130A1 · Guralnik et al. · 2010 [cited by applicant]
US 20100324962A1 · Nesler et al. · 2010 [cited by applicant]
US 20110015802A1 · Imes · 2011 [cited by applicant]
US 20110047418A1 · Drees et al. · 2011 [cited by applicant]
US 20110061015A1 · Drees et al. · 2011 [cited by applicant]
US 20110071685A1 · Huneycutt et al. · 2011 [cited by applicant]
US 20110077950A1 · Hughston · 2011 [cited by applicant]
US 20110087650A1 · Mackay et al. · 2011 [cited by applicant]
US 20110087988A1 · Ray et al. · 2011 [cited by applicant]
US 20110088000A1 · Mackay · 2011 [cited by applicant]
US 20110125737A1 · Pothering et al. · 2011 [cited by applicant]
US 20110137853A1 · Mackay · 2011 [cited by applicant]
US 20110153603A1 · Adiba et al. · 2011 [cited by applicant]
US 20110154363A1 · Karmarkar · 2011 [cited by applicant]
US 20110157357A1 · Weisensale et al. · 2011 [cited by applicant]
US 20110178977A1 · Drees · 2011 [cited by applicant]
US 20110191343A1 · Heaton et al. · 2011 [cited by applicant]
US 20110205022A1 · Cavallaro et al. · 2011 [cited by applicant]
US 20110218777A1 · Chen et al. · 2011 [cited by applicant]
US 20120011126A1 · Park et al. · 2012 [cited by applicant]
US 20120011141A1 · Park et al. · 2012 [cited by applicant]
US 20120022698A1 · Mackay · 2012 [cited by applicant]
US 20120062577A1 · Nixon · 2012 [cited by applicant]
US 20120064923A1 · Imes et al. · 2012 [cited by applicant]
US 20120083930A1 · Ilic et al. · 2012 [cited by applicant]
US 20120100825A1 · Sherman et al. · 2012 [cited by applicant]
US 20120101637A1 · Imes et al. · 2012 [cited by applicant]
US 20120135759A1 · Imes et al. · 2012 [cited by applicant]
US 20120136485A1 · Weber et al. · 2012 [cited by applicant]
US 20120158633A1 · Eder · 2012 [cited by applicant]
US 20120259583A1 · Noboa et al. · 2012 [cited by applicant]
US 20120272228A1 · Marndi et al. · 2012 [cited by applicant]
US 20120278051A1 · Jiang et al. · 2012 [cited by applicant]
US 20120284377A1 · Von Stein · 2012 [cited by examiner]
US 20120296451A1 · Kaps et al. · 2012 [cited by applicant]
US 20130007063A1 · Kalra et al. · 2013 [cited by applicant]
US 20130038430A1 · Blower et al. · 2013 [cited by applicant]
US 20130038707A1 · Cunningham et al. · 2013 [cited by applicant]
US 20130060820A1 · Bulusu et al. · 2013 [cited by applicant]
US 20130086497A1 · Ambuhl et al. · 2013 [cited by applicant]
US 20130097706A1 · Titonis et al. · 2013 [cited by applicant]
US 20130103221A1 · Raman et al. · 2013 [cited by applicant]
US 20130167035A1 · Imes et al. · 2013 [cited by applicant]
US 20130170710A1 · Kuoch et al. · 2013 [cited by applicant]
US 20130173062A1 · Koenig-Richardson · 2013 [cited by applicant]
US 20130204836A1 · Choi et al. · 2013 [cited by applicant]
US 20130246916A1 · Reimann et al. · 2013 [cited by applicant]
US 20130247205A1 · Schrecker et al. · 2013 [cited by applicant]
US 20130262035A1 · Mills · 2013 [cited by applicant]
US 20130275174A1 · Bennett et al. · 2013 [cited by applicant]
US 20130275908A1 · Reichard · 2013 [cited by applicant]
US 20130297050A1 · Reichard et al. · 2013 [cited by applicant]
US 20130298244A1 · Kumar et al. · 2013 [cited by applicant]
US 20130331995A1 · Rosen · 2013 [cited by applicant]
US 20130338970A1 · Reghetti · 2013 [cited by applicant]
US 20140032506A1 · Hoey et al. · 2014 [cited by applicant]
US 20140059483A1 · Mairs et al. · 2014 [cited by applicant]
US 20140081652A1 · Klindworth · 2014 [cited by applicant]
US 20140135952A1 · Maehara · 2014 [cited by applicant]
US 20140152651A1 · Chen et al. · 2014 [cited by applicant]
US 20140172184A1 · Schmidt et al. · 2014 [cited by applicant]
US 20140189861A1 · Gupta et al. · 2014 [cited by applicant]
US 20140207282A1 · Angle et al. · 2014 [cited by applicant]
US 20140249797A1 · Liu · 2014 [cited by examiner]
US 20140258052A1 · Khuti et al. · 2014 [cited by applicant]
US 20140269614A1 · Maguire et al. · 2014 [cited by applicant]
US 20140277765A1 · Karimi et al. · 2014 [cited by applicant]
US 20140278461A1 · Artz · 2014 [cited by applicant]
US 20140327555A1 · Sager et al. · 2014 [cited by applicant]
US 20150019174A1 · Kiff et al. · 2015 [cited by applicant]
US 20150042240A1 · Aggarwal et al. · 2015 [cited by applicant]
US 20150105917A1 · Sasaki et al. · 2015 [cited by applicant]
US 20150145468A1 · Ma et al. · 2015 [cited by applicant]
US 20150156031A1 · Fadell et al. · 2015 [cited by applicant]
US 20150168931A1 · Jin · 2015 [cited by applicant]
US 20150172300A1 · Cochenour · 2015 [cited by applicant]
US 20150178421A1 · Borrelli et al. · 2015 [cited by applicant]
US 20150185261A1 · Frader-Thompson et al. · 2015 [cited by applicant]
US 20150186777A1 · Lecue et al. · 2015 [cited by applicant]
US 20150202962A1 · Habashima et al. · 2015 [cited by applicant]
US 20150204563A1 · Imes et al. · 2015 [cited by applicant]
US 20150235267A1 · Steube et al. · 2015 [cited by applicant]
US 20150241895A1 · Lu et al. · 2015 [cited by applicant]
US 20150244730A1 · Vu et al. · 2015 [cited by applicant]
US 20150244732A1 · Golshan et al. · 2015 [cited by applicant]
US 20150261863A1 · Dey et al. · 2015 [cited by applicant]
US 20150263900A1 · Polyakov et al. · 2015 [cited by applicant]
US 20150286969A1 · Warner et al. · 2015 [cited by applicant]
US 20150295796A1 · Hsiao et al. · 2015 [cited by applicant]
US 20150304193A1 · Ishii et al. · 2015 [cited by applicant]
US 20150316918A1 · Schleiss et al. · 2015 [cited by applicant]
US 20150324422A1 · Elder · 2015 [cited by applicant]
US 20150341212A1 · Hsiao et al. · 2015 [cited by applicant]
US 20150348417A1 · Ignaczak et al. · 2015 [cited by applicant]
US 20150379080A1 · Jochimski · 2015 [cited by applicant]
US 20160011753A1 · Mcfarland et al. · 2016 [cited by applicant]
US 20160033946A1 · Zhu et al. · 2016 [cited by applicant]
US 20160035246A1 · Curtis · 2016 [cited by applicant]
US 20160065601A1 · Gong et al. · 2016 [cited by applicant]
US 20160070736A1 · Swan et al. · 2016 [cited by applicant]
US 20160078229A1 · Gong et al. · 2016 [cited by applicant]
US 20160090839A1 · Stolarczyk · 2016 [cited by applicant]
US 20160119434A1 · Dong et al. · 2016 [cited by applicant]
US 20160127712A1 · Alfredsson et al. · 2016 [cited by applicant]
US 20160139752A1 · Shim et al. · 2016 [cited by applicant]
US 20160163186A1 · Davidson et al. · 2016 [cited by applicant]
US 20160170390A1 · Xie et al. · 2016 [cited by applicant]
US 20160171862A1 · Das et al. · 2016 [cited by applicant]
US 20160173816A1 · Huenerfauth et al. · 2016 [cited by applicant]
US 20160179315A1 · Sarao et al. · 2016 [cited by applicant]
US 20160179342A1 · Sarao et al. · 2016 [cited by applicant]
US 20160179990A1 · Sarao et al. · 2016 [cited by applicant]
US 20160195856A1 · Spero · 2016 [cited by applicant]
US 20160212165A1 · Singla et al. · 2016 [cited by applicant]
US 20160239660A1 · Azvine et al. · 2016 [cited by applicant]
US 20160239756A1 · Aggour et al. · 2016 [cited by applicant]
US 20160247129A1 · Song et al. · 2016 [cited by applicant]
US 20160260063A1 · Harris et al. · 2016 [cited by applicant]
US 20160313751A1 · Risbeck et al. · 2016 [cited by applicant]
US 20160313752A1 · Przybylski · 2016 [cited by applicant]
US 20160313902A1 · Hill et al. · 2016 [cited by applicant]
US 20160320758A1 · Park · 2016 [cited by applicant]
US 20160330082A1 · Bliss · 2016 [cited by examiner]
US 20160350364A1 · Anicic et al. · 2016 [cited by applicant]
US 20160357521A1 · Zhang et al. · 2016 [cited by applicant]
US 20160357828A1 · Tobin et al. · 2016 [cited by applicant]
US 20160358432A1 · Branscomb et al. · 2016 [cited by applicant]
US 20160363336A1 · Roth et al. · 2016 [cited by applicant]
US 20160370258A1 · Perez · 2016 [cited by applicant]
US 20160378306A1 · Kresl et al. · 2016 [cited by applicant]
US 20160379326A1 · Chan-Gove et al. · 2016 [cited by applicant]
US 20170006135A1 · Siebel · 2017 [cited by applicant]
US 20170011318A1 · Vigano et al. · 2017 [cited by applicant]
US 20170017221A1 · Lamparter et al. · 2017 [cited by applicant]
US 20170039255A1 · Raj et al. · 2017 [cited by applicant]
US 20170052536A1 · Warner et al. · 2017 [cited by applicant]
US 20170053441A1 · Nadumane et al. · 2017 [cited by applicant]
US 20170063894A1 · Muddu et al. · 2017 [cited by applicant]
US 20170068409A1 · Nair · 2017 [cited by applicant]
US 20170070775A1 · Taxier et al. · 2017 [cited by applicant]
US 20170075984A1 · Deshpande et al. · 2017 [cited by applicant]
US 20170084168A1 · Janchookiat · 2017 [cited by applicant]
US 20170090437A1 · Veeramani et al. · 2017 [cited by applicant]
US 20170093700A1 · Gilley et al. · 2017 [cited by applicant]
US 20170098086A1 · Hoernecke et al. · 2017 [cited by applicant]
US 20170103327A1 · Penilla et al. · 2017 [cited by applicant]
US 20170103403A1 · Chu et al. · 2017 [cited by applicant]
US 20170123389A1 · Baez et al. · 2017 [cited by applicant]
US 20170134415A1 · Muddu et al. · 2017 [cited by applicant]
US 20170177715A1 · Chang et al. · 2017 [cited by applicant]
US 20170180147A1 · Brandman et al. · 2017 [cited by applicant]
US 20170188216A1 · Koskas et al. · 2017 [cited by applicant]
US 20170212482A1 · Boettcher et al. · 2017 [cited by applicant]
US 20170212668A1 · Shah et al. · 2017 [cited by applicant]
US 20170220641A1 · Chi et al. · 2017 [cited by applicant]
US 20170230930A1 · Frey · 2017 [cited by applicant]
US 20170235817A1 · Deodhar et al. · 2017 [cited by applicant]
US 20170249327A1 · Gowdappa et al. · 2017 [cited by applicant]
US 20170251182A1 · Siminoff et al. · 2017 [cited by applicant]
US 20170270124A1 · Nagano et al. · 2017 [cited by applicant]
US 20170277769A1 · Pasupathy et al. · 2017 [cited by applicant]
US 20170278003A1 · Liu · 2017 [cited by applicant]
US 20170294132A1 · Colmenares · 2017 [cited by applicant]
US 20170315522A1 · Kwon et al. · 2017 [cited by applicant]
US 20170315697A1 · Jacobson et al. · 2017 [cited by applicant]
US 20170322534A1 · Sinha et al. · 2017 [cited by applicant]
US 20170323389A1 · Vavrasek · 2017 [cited by applicant]
US 20170329289A1 · Kohn et al. · 2017 [cited by applicant]
US 20170336770A1 · Macmillan · 2017 [cited by applicant]
US 20170345287A1 · Fuller et al. · 2017 [cited by applicant]
US 20170351957A1 · Lecue et al. · 2017 [cited by applicant]
US 20170357225A1 · Asp et al. · 2017 [cited by applicant]
US 20170357490A1 · Park et al. · 2017 [cited by applicant]
US 20170357908A1 · Cabadi et al. · 2017 [cited by applicant]
US 20180012159A1 · Kozloski et al. · 2018 [cited by applicant]
US 20180013579A1 · Fairweather et al. · 2018 [cited by applicant]
US 20180024520A1 · Sinha et al. · 2018 [cited by applicant]
US 20180039238A1 · Gärtner et al. · 2018 [cited by applicant]
US 20180048485A1 · Pelton et al. · 2018 [cited by applicant]
US 20180069932A1 · Tiwari et al. · 2018 [cited by applicant]
US 20180114140A1 · Chen et al. · 2018 [cited by applicant]
US 20180129714A1 · Saxena et al. · 2018 [cited by applicant]
US 20180137288A1 · Polyakov · 2018 [cited by applicant]
US 20180157930A1 · Rutschman et al. · 2018 [cited by applicant]
US 20180162400A1 · Abdar · 2018 [cited by applicant]
US 20180176241A1 · Manadhata et al. · 2018 [cited by applicant]
US 20180198627A1 · Mullins · 2018 [cited by applicant]
US 20180203961A1 · Aisu et al. · 2018 [cited by applicant]
US 20180239982A1 · Rutschman et al. · 2018 [cited by applicant]
US 20180275625A1 · Park et al. · 2018 [cited by applicant]
US 20180276962A1 · Butler et al. · 2018 [cited by applicant]
US 20180292797A1 · Lamparter et al. · 2018 [cited by applicant]
US 20180336785A1 · Ghannam et al. · 2018 [cited by applicant]
US 20180356775A1 · Harvey · 2018 [cited by applicant]
US 20180359111A1 · Harvey · 2018 [cited by applicant]
US 20180364654A1 · Locke et al. · 2018 [cited by applicant]
US 20190005025A1 · Malabarba · 2019 [cited by applicant]
US 20190013023A1 · Pourmohammad et al. · 2019 [cited by applicant]
US 20190025771A1 · Park et al. · 2019 [cited by applicant]
US 20190037135A1 · Hedge · 2019 [cited by applicant]
US 20190042988A1 · Brown et al. · 2019 [cited by applicant]
US 20190088106A1 · Grundstrom · 2019 [cited by applicant]
US 20190094824A1 · Xie et al. · 2019 [cited by applicant]
US 20190096217A1 · Pourmohammad et al. · 2019 [cited by applicant]
US 20190102840A1 · Perl et al. · 2019 [cited by applicant]
US 20190121801A1 · Jethwa et al. · 2019 [cited by applicant]
US 20190138512A1 · Pourmohammad et al. · 2019 [cited by applicant]
US 20190147883A1 · Mellenthin et al. · 2019 [cited by applicant]
US 20190158309A1 · Park et al. · 2019 [cited by applicant]
US 20190163152A1 · Worrall et al. · 2019 [cited by applicant]
US 20190197113A1 · Iyengar · 2019 [cited by applicant]
US 20190268178A1 · Fairweather et al. · 2019 [cited by applicant]
US 20190310979A1 · Masuzaki et al. · 2019 [cited by applicant]
US 20190377306A1 · Harvey · 2019 [cited by applicant]