IP Library › Granted Patent US 12,368,747
Granted Patent B1
US 12,368,747 · App. 18/385,782 · Granted Jul 22, 2025

Using a logical graph to monitor an environment

Inventors: Harish Kumar Bharat Singh (Pleasanton, CA); Vikram Kapoor (Cupertino, CA)
Assignee: Fortinet, Inc.
H04L63/1425G06F9/45558G06N3/006H04L63/1416G06F2009/45587G06F2009/45595
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Quick Facts
Patent No.
US 12,368,747
App. No.
18/385,782
Granted
Jul 22, 2025
Kind
B1
Abstract

A data platform receives data associated with activities in an environment, generates a logical graph using at least a portion of the received data, the logical graph representative of launch behaviors of components in the environment, detects an anomaly based on the logical graph, and generates an alert based on the anomaly. In some embodiments, the data platform may provide data representative of a portion of the logical graph to a computer, the data configured to be processed by the computer to display a visualization of the portion of the logical graph.

Claims (41)

1. A method, comprising:

receiving, by a data platform executed by at least one processor, log data associated with launch behaviors a containerized computing environment, wherein the data comprises at least tags associated with a container;

generating, by the data platform, a raw graph using at least a portion of the received log data, the raw graph representative of launch behaviors of components in the containerized computing environment that includes container launch behaviors comprising different types of nodes and different types of relationships among the nodes;

generating, by the data platform via a graph behavior modeler (GBM), at least one polygraph, wherein the polygraph is clustered into vertical tiers;

detecting, by the data platform, an anomaly based on changed edges or new edges in the polygraph; and

generating, by the data platform, a human-readable alert based on the anomaly.

2. The method of claim 1 , wherein the logical graph is representative of launch behaviors of namespaces in the environment.

3. The method of claim 1 , wherein the logical graph is representative of launch behaviors of pods in the environment.

4. The method of claim 1 , wherein the logical graph is representative of launch behaviors of containers in the environment.

5. The method of claim 1 , wherein the logical graph is representative of launch behaviors of containerized processes and non-containerized processes in the environment.

6. The method of claim 1 , wherein the logical graph comprises a first tier of nodes representative of clusters in the environment and a second tier of nodes representative of namespaces in the environment.

7. The method of claim 6 , wherein the logical graph comprises a third tier of nodes representative of pods in the environment.

8. The method of claim 7 , wherein the logical graph comprises a fourth tier of nodes representative of containers in the environment.

9. The method of claim 1 , wherein detecting the anomaly based on the logical graph comprises detecting a new edge in the logical graph.

10. The method of claim 1 , wherein detecting the anomaly based on the logical graph comprises detecting a change to an edge in the logical graph.

11. The method of claim 1 , wherein:

the logical graph comprises a cumulative graph representative of a baseline of launch behaviors of components in the environment; and

detecting the anomaly based on the logical graph comprises detecting a change to the logical graph.

12. A computer program product embodied in a non-transitory tangible computer readable storage medium and comprising computer instructions for:

receiving log data associated with launch behaviors a containerized computing environment, wherein the data comprises at least tags associated with a container;

generating a raw graph using at least a portion of the received log data, the raw graph representative of launch behaviors of components in the containerized computing environment that includes container launch behaviors comprising different types of nodes and different types of relationships among the nodes;

generating, by a graph behavior modeler (GBM), at least one polygraph, wherein the polygraph is clustered into vertical tiers;

detecting an anomaly based on changed edges or new edges in the polygraph; and

generating a human-readable alert based on the anomaly.

13. The computer program product of claim 12 , wherein the logical graph is representative of launch behaviors of one or more of namespaces, pods, or containers in the environment.

14. The computer program product of claim 12 , wherein the logical graph is representative of launch behaviors of containerized processes and non-containerized processes in the environment.

15. The computer program product of claim 14 , wherein the non-containerized processes are represented in the graph using an artificial containerization overlay.

16. The computer program product of claim 12 , wherein detecting the anomaly based on the logical graph comprises detecting a new node in the logical graph.

17. The computer program product of claim 12 , wherein detecting the anomaly based on the logical graph comprises detecting a change to a node in the logical graph.

18. The computer program product of claim 12 , wherein:

the logical graph comprises a cumulative graph representative of a baseline of launch behaviors of components in the environment; and

detecting the anomaly based on the logical graph comprises detecting a change to the logical graph.

19. A system, comprising:

a memory storing instructions; and

a processor coupled to the memory and configured to execute the instructions to:

receive log data associated with launch behaviors a containerized computing environment, wherein the data comprises at least tags associated with a container;

generate a raw graph using at least a portion of the received log data, the raw graph representative of launch behaviors of components in the containerized computing environment that includes container launch behaviors comprising different types of nodes and different types of relationships among the nodes;

generate, by a graph behavior modeler (GBM), at least one polygraph, wherein the polygraph is clustered into vertical tiers;

detect an anomaly based on changed edges or new edges in the polygraph; and

generate a human-readable alert based on the anomaly.

20. The system of claim 19 , wherein the logical graph is representative of launch behaviors of namespaces, pods, and containers in the containerized environment.

Assignments (2)
MERGER Recorded Oct 7, 2024
From: LACEWORK, INC.
To: FORTINET, INC.
Reel/Frame 069269/0377 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 31, 2023
From: SINGH, HARISH KUMAR BHARAT; KAPOOR, VIKRAM
To: LACEWORK, INC.
Reel/Frame 065409/0794 →
Continuity (4)
Continuation 17965617 · Oct 13, 2022
Continuation 17067593 · Oct 9, 2020
Continuation 16775054 · Jan 28, 2020
Provisional Application 62953070 · Dec 23, 2019
References Cited (400)
US 6347339B1 · Morris et al. · 2002 [cited by applicant]
US 6363411B1 · Dugan et al. · 2002 [cited by applicant]
US 6434663B1 · Grimsrud et al. · 2002 [cited by applicant]
US 6938084B2 · Gamache et al. · 2005 [cited by applicant]
US 7054873B2 · Nordström et al. · 2006 [cited by applicant]
US 7233333B2 · Lomask · 2007 [cited by applicant]
US 7310733B1 · Pearson et al. · 2007 [cited by applicant]
US 7478246B2 · Arndt et al. · 2009 [cited by applicant]
US 7484091B2 · Bade et al. · 2009 [cited by applicant]
US 7526501B2 · Albahari et al. · 2009 [cited by applicant]
US 7529801B2 · Moore et al. · 2009 [cited by applicant]
US 7562045B2 · Beadle et al. · 2009 [cited by applicant]
US 7707411B2 · Bade et al. · 2010 [cited by applicant]
US 7739211B2 · Coffman et al. · 2010 [cited by applicant]
US 7743153B2 · Hall et al. · 2010 [cited by applicant]
US 7747559B2 · Leitner et al. · 2010 [cited by applicant]
US 7765431B2 · Agha et al. · 2010 [cited by applicant]
US 7797548B2 · Pearson et al. · 2010 [cited by applicant]
US 7856544B2 · Schenfeld et al. · 2010 [cited by applicant]
US 7926026B2 · Klein et al. · 2011 [cited by applicant]
US 7962635B2 · Naidu et al. · 2011 [cited by applicant]
US 7996885B2 · Jaiswal et al. · 2011 [cited by applicant]
US 8032925B2 · Cho · 2011 [cited by applicant]
US 8037284B2 · Schenfeld et al. · 2011 [cited by applicant]
US 8037521B2 · Minato · 2011 [cited by applicant]
US 8050907B2 · Baisley et al. · 2011 [cited by applicant]
US 8086852B2 · Bade et al. · 2011 [cited by applicant]
US 8140977B2 · Kriss et al. · 2012 [cited by applicant]
US 8151107B2 · Song et al. · 2012 [cited by applicant]
US 8160999B2 · Jin et al. · 2012 [cited by applicant]
US 8209204B2 · Adler et al. · 2012 [cited by applicant]
US 8276197B1 · Mangal et al. · 2012 [cited by applicant]
US 8291233B2 · Pearson et al. · 2012 [cited by applicant]
US 8301660B2 · Yalamanchi · 2012 [cited by applicant]
US 8341711B1 · Pennington et al. · 2012 [cited by applicant]
US 8351456B2 · Kadous et al. · 2013 [cited by applicant]
US 8352589B2 · Ridel et al. · 2013 [cited by applicant]
US 8359584B2 · Rao et al. · 2013 [cited by applicant]
US 8490055B2 · Basak · 2013 [cited by applicant]
US 8497863B2 · Xie et al. · 2013 [cited by applicant]
US 8549002B2 · Herter et al. · 2013 [cited by applicant]
US 8561157B2 · Ge · 2013 [cited by applicant]
US 8595262B1 · Hayden · 2013 [cited by applicant]
US 8607306B1 · Bridge et al. · 2013 [cited by applicant]
US 8655989B2 · Ritter et al. · 2014 [cited by applicant]
US 8725587B2 · Beadle et al. · 2014 [cited by applicant]
US 8826403B2 · Bhaskaran et al. · 2014 [cited by applicant]
US 8843646B2 · Kuzin et al. · 2014 [cited by applicant]
US 8959608B2 · Ahmed et al. · 2015 [cited by applicant]
US 9043764B2 · Ranganathan et al. · 2015 [cited by applicant]
US 9053306B2 · Yoshigaki et al. · 2015 [cited by applicant]
US 9053437B2 · Adler et al. · 2015 [cited by applicant]
US 9064210B1 · Hart · 2015 [cited by applicant]
US 9075618B2 · Winternitz et al. · 2015 [cited by applicant]
US 9110873B2 · Woodall et al. · 2015 [cited by applicant]
US 9159024B2 · Bhanot et al. · 2015 [cited by applicant]
US 9189623B1 · Lin et al. · 2015 [cited by applicant]
US 9225730B1 · Brezinski · 2015 [cited by applicant]
US 9231935B1 · Bridge et al. · 2016 [cited by applicant]
US 9239873B2 · Branch et al. · 2016 [cited by applicant]
US 9246897B2 · He · 2016 [cited by applicant]
US 9323806B2 · Sadikov et al. · 2016 [cited by applicant]
US 9369450B1 · Barak et al. · 2016 [cited by applicant]
US 9391978B2 · Burch et al. · 2016 [cited by applicant]
US 9400882B2 · Pearson et al. · 2016 [cited by applicant]
US 9430830B2 · Madabhushi et al. · 2016 [cited by applicant]
US 9495522B2 · Singh et al. · 2016 [cited by applicant]
US 9497224B2 · Sweet et al. · 2016 [cited by applicant]
US 9537851B2 · Gordon et al. · 2017 [cited by applicant]
US 9569869B2 · Hesse et al. · 2017 [cited by applicant]
US 9582766B2 · Sadikov et al. · 2017 [cited by applicant]
US 9589069B2 · Yang et al. · 2017 [cited by applicant]
US 9591010B1 · Muddu et al. · 2017 [cited by applicant]
US 9596254B1 · Muddu et al. · 2017 [cited by applicant]
US 9596295B2 · Banadaki et al. · 2017 [cited by applicant]
US 9600915B2 · Winternitz et al. · 2017 [cited by applicant]
US 9602506B2 · Kang et al. · 2017 [cited by applicant]
US 9602526B2 · Liu et al. · 2017 [cited by applicant]
US 9639676B2 · Betz et al. · 2017 [cited by applicant]
US 9652875B2 · Vassilvitskii et al. · 2017 [cited by applicant]
US 9659337B2 · Lee et al. · 2017 [cited by applicant]
US 9665660B2 · Wensel · 2017 [cited by applicant]
US 9667641B2 · Muddu et al. · 2017 [cited by applicant]
US 9679243B2 · Zou et al. · 2017 [cited by applicant]
US 9699205B2 · Muddu et al. · 2017 [cited by applicant]
US 9710332B1 · Fan et al. · 2017 [cited by applicant]
US 9720703B2 · Reick et al. · 2017 [cited by applicant]
US 9720704B2 · Reick et al. · 2017 [cited by applicant]
US 9727441B2 · Agarwal et al. · 2017 [cited by applicant]
US 9727604B2 · Jin et al. · 2017 [cited by applicant]
US 9729416B1 · Khanal et al. · 2017 [cited by applicant]
US 9740744B2 · Stetson et al. · 2017 [cited by applicant]
US 9741138B2 · Friedlander et al. · 2017 [cited by applicant]
US 9753960B1 · Troyanovsky · 2017 [cited by applicant]
US 9760619B1 · Lattanzi et al. · 2017 [cited by applicant]
US 9781115B2 · Heise · 2017 [cited by applicant]
US 9787705B1 · Love et al. · 2017 [cited by applicant]
US 9805080B2 · Joshi et al. · 2017 [cited by applicant]
US 9805140B2 · Chakrabarti et al. · 2017 [cited by applicant]
US 9811790B2 · Ahern et al. · 2017 [cited by applicant]
US 9813435B2 · Muddu et al. · 2017 [cited by applicant]
US 9819671B2 · Ji · 2017 [cited by applicant]
US 9824473B2 · Winternitz et al. · 2017 [cited by applicant]
US 9830435B2 · Haven · 2017 [cited by applicant]
US 9836183B1 · Love et al. · 2017 [cited by applicant]
US 9838410B2 · Muddu et al. · 2017 [cited by applicant]
US 9843837B2 · Gopalan · 2017 [cited by applicant]
US 9852230B2 · Fleury et al. · 2017 [cited by applicant]
US 9864672B2 · Seto et al. · 2018 [cited by applicant]
US 9887999B2 · Dong et al. · 2018 [cited by applicant]
US 9923911B2 · Vasseur et al. · 2018 [cited by applicant]
US 9942220B2 · Bajenov et al. · 2018 [cited by applicant]
US 9946800B2 · Qian et al. · 2018 [cited by applicant]
US 9954842B2 · Huang · 2018 [cited by applicant]
US 9985827B2 · Li · 2018 [cited by applicant]
US 10003605B2 · Muddu et al. · 2018 [cited by applicant]
US 10095547B1 · Kulkarni et al. · 2018 [cited by applicant]
US 10104071B2 · Gordon et al. · 2018 [cited by applicant]
US 10116670B2 · Muddu et al. · 2018 [cited by applicant]
US 10121000B1 · Rivlin et al. · 2018 [cited by applicant]
US 10122740B1 · Finkelshtein et al. · 2018 [cited by applicant]
US 10148677B2 · Muddu et al. · 2018 [cited by applicant]
US 10149148B2 · Zha et al. · 2018 [cited by applicant]
US 10158652B2 · Muddu et al. · 2018 [cited by applicant]
US 10182058B2 · Xu · 2019 [cited by applicant]
US 10191778B1 · Yang et al. · 2019 [cited by applicant]
US 10205735B2 · Apostolopoulos · 2019 [cited by applicant]
US 10237254B2 · McDowell et al. · 2019 [cited by applicant]
US 10237294B1 · Zadeh et al. · 2019 [cited by applicant]
US 10243970B2 · Muddu et al. · 2019 [cited by applicant]
US 10249266B2 · Zamir · 2019 [cited by applicant]
US 10254848B2 · Winternitz et al. · 2019 [cited by applicant]
US 10255128B2 · Rupp · 2019 [cited by applicant]
US 10331659B2 · Ahuja et al. · 2019 [cited by applicant]
US 10338895B2 · Zhang et al. · 2019 [cited by applicant]
US 10339309B1 · Kling et al. · 2019 [cited by applicant]
US 10367704B2 · Giura et al. · 2019 [cited by applicant]
US 10382303B2 · Khanal et al. · 2019 [cited by applicant]
US 10382529B2 · Wan et al. · 2019 [cited by applicant]
US 10389738B2 · Muddu et al. · 2019 [cited by applicant]
US 10419463B2 · Muddu et al. · 2019 [cited by applicant]
US 10419465B2 · Muddu et al. · 2019 [cited by applicant]
US 10419468B2 · Glatfelter et al. · 2019 [cited by applicant]
US 10419469B1 · Singh · 2019 [cited by examiner]
US 10425437B1 · Bog et al. · 2019 [cited by applicant]
US 10432639B1 · Bebee et al. · 2019 [cited by applicant]
US 10447526B2 · Tucker et al. · 2019 [cited by applicant]
US 10454753B2 · Sasturkar et al. · 2019 [cited by applicant]
US 10454889B2 · Huang · 2019 [cited by applicant]
US 10459979B2 · Piechowicz et al. · 2019 [cited by applicant]
US 10462169B2 · Durairaj et al. · 2019 [cited by applicant]
US 10491705B2 · Oetting et al. · 2019 [cited by applicant]
US 10496263B2 · So et al. · 2019 [cited by applicant]
US 10496468B2 · Gefen et al. · 2019 [cited by applicant]
US 10496678B1 · Tang · 2019 [cited by applicant]
US 10505818B1 · Yona et al. · 2019 [cited by applicant]
US 10510007B2 · Singhal et al. · 2019 [cited by applicant]
US 10515095B2 · Childress et al. · 2019 [cited by applicant]
US 10521584B1 · Mehr · 2019 [cited by applicant]
US 10528337B1 · Kannan · 2020 [cited by applicant]
US 10534633B2 · Hilemon et al. · 2020 [cited by applicant]
US 10560309B1 · Chitalia · 2020 [cited by examiner]
US 10565373B1 · Rao et al. · 2020 [cited by applicant]
US 10581891B1 · Kapoor et al. · 2020 [cited by applicant]
US 10587609B2 · Ebrahimi et al. · 2020 [cited by applicant]
US 10592535B2 · Ahn et al. · 2020 [cited by applicant]
US 10599718B2 · Kumar et al. · 2020 [cited by applicant]
US RE47937E · Ramachandran et al. · 2020 [cited by applicant]
US RE47952E · Ramachandran et al. · 2020 [cited by applicant]
US 10614200B2 · Betz et al. · 2020 [cited by applicant]
US 10642867B2 · Palanciuc · 2020 [cited by applicant]
US 10656979B2 · Ishakian et al. · 2020 [cited by applicant]
US 10664757B2 · Lastras-Montano et al. · 2020 [cited by applicant]
US 10666668B2 · Muddu et al. · 2020 [cited by applicant]
US 10673880B1 · Pratt et al. · 2020 [cited by applicant]
US 10685295B1 · Ross et al. · 2020 [cited by applicant]
US 10693900B2 · Zadeh et al. · 2020 [cited by applicant]
US 10698954B2 · Piechowicz et al. · 2020 [cited by applicant]
US 10701051B2 · Ohsumi · 2020 [cited by applicant]
US 10754940B2 · Ohsumi · 2020 [cited by applicant]
US 10756982B2 · Bai et al. · 2020 [cited by applicant]
US 10771488B2 · Verma et al. · 2020 [cited by applicant]
US 10775183B2 · Ho et al. · 2020 [cited by applicant]
US 10776191B2 · Zheng et al. · 2020 [cited by applicant]
US 10788570B2 · Wilson · 2020 [cited by applicant]
US 10791131B2 · Nor et al. · 2020 [cited by applicant]
US 10797974B2 · Giura et al. · 2020 [cited by applicant]
US 10812497B2 · Venkatramani et al. · 2020 [cited by applicant]
US 10824675B2 · Alonso et al. · 2020 [cited by applicant]
US 10824813B2 · Smith et al. · 2020 [cited by applicant]
US 10885452B1 · Garg · 2021 [cited by applicant]
US 10904007B2 · Kim et al. · 2021 [cited by applicant]
US 10904270B2 · Muddu et al. · 2021 [cited by applicant]
US 10911470B2 · Muddu et al. · 2021 [cited by applicant]
US 10986114B1 · Singh et al. · 2021 [cited by applicant]
US 11036716B2 · Griffith et al. · 2021 [cited by applicant]
US 11036800B1 · Kayyoor et al. · 2021 [cited by applicant]
US 11044264B2 · Durairaj et al. · 2021 [cited by applicant]
US 11048492B2 · Jain et al. · 2021 [cited by applicant]
US 11082289B2 · Dang et al. · 2021 [cited by applicant]
US 11120343B2 · Das et al. · 2021 [cited by applicant]
US 11126533B2 · Knowles et al. · 2021 [cited by applicant]
US 11194849B2 · Lassoued et al. · 2021 [cited by applicant]
US 11212299B2 · Gamble et al. · 2021 [cited by applicant]
US 11258807B2 · Muddu et al. · 2022 [cited by applicant]
US 11281519B2 · Krishnaswamy et al. · 2022 [cited by applicant]
US 11314789B2 · Goldfarb · 2022 [cited by applicant]
US 11411966B2 · Muddu et al. · 2022 [cited by applicant]
US 11431735B2 · Shua · 2022 [cited by applicant]
US 11463464B2 · Zadeh et al. · 2022 [cited by applicant]
US 11489863B1 · Shua · 2022 [cited by applicant]
US 11494787B2 · Erickson et al. · 2022 [cited by applicant]
US 11544138B2 · Kapish et al. · 2023 [cited by applicant]
US 11575693B1 · Muddu et al. · 2023 [cited by applicant]
US 11606272B1 · Popelka et al. · 2023 [cited by applicant]
US 11636090B2 · Li et al. · 2023 [cited by applicant]
US 11640388B2 · Yang et al. · 2023 [cited by applicant]
US 11647034B2 · Levin et al. · 2023 [cited by applicant]
US 11658990B2 · Shapoury · 2023 [cited by applicant]
US 11669571B2 · Binkley et al. · 2023 [cited by applicant]
US 11693958B1 · Steiman · 2023 [cited by applicant]
US 11722554B2 · Keren et al. · 2023 [cited by applicant]
US 11734351B2 · Binkley et al. · 2023 [cited by applicant]
US 11734419B1 · Mackle · 2023 [cited by applicant]
US 11748473B2 · Araujo et al. · 2023 [cited by applicant]
US 11755576B1 · Jiang et al. · 2023 [cited by applicant]
US 11755602B2 · Smith et al. · 2023 [cited by applicant]
US 11769098B2 · Adinarayan et al. · 2023 [cited by applicant]
US 11770387B1 · Shivamoggi et al. · 2023 [cited by applicant]
US 20020059531A1 · On · 2002 [cited by applicant]
US 20020161889A1 · Gamache et al. · 2002 [cited by applicant]
US 20030233361A1 · Cady · 2003 [cited by applicant]
US 20040225929A1 · Agha et al. · 2004 [cited by applicant]
US 20050060287A1 · Hellman et al. · 2005 [cited by applicant]
US 20050102365A1 · Moore et al. · 2005 [cited by applicant]
US 20050108142A1 · Beadle et al. · 2005 [cited by applicant]
US 20050231760A1 · Minato · 2005 [cited by applicant]
US 20050246288A1 · Kimura et al. · 2005 [cited by applicant]
US 20050246521A1 · Bade et al. · 2005 [cited by applicant]
US 20060025987A1 · Baisley et al. · 2006 [cited by applicant]
US 20060026419A1 · Arndt et al. · 2006 [cited by applicant]
US 20060036896A1 · Gamache et al. · 2006 [cited by applicant]
US 20060090095A1 · Massa et al. · 2006 [cited by applicant]
US 20060109271A1 · Lomask · 2006 [cited by applicant]
US 20070130330A1 · Ridel et al. · 2007 [cited by applicant]
US 20070162605A1 · Chalasani et al. · 2007 [cited by applicant]
US 20070162963A1 · Penet et al. · 2007 [cited by applicant]
US 20070168696A1 · Ridel et al. · 2007 [cited by applicant]
US 20070169175A1 · Hall et al. · 2007 [cited by applicant]
US 20070214111A1 · Jin et al. · 2007 [cited by applicant]
US 20070225956A1 · Pratt et al. · 2007 [cited by applicant]
US 20070266425A1 · Cho · 2007 [cited by applicant]
US 20070282916A1 · Albahari et al. · 2007 [cited by applicant]
US 20080034411A1 · Aoyama · 2008 [cited by applicant]
US 20080065879A1 · Song et al. · 2008 [cited by applicant]
US 20080072062A1 · Pearson et al. · 2008 [cited by applicant]
US 20080109730A1 · Coffman et al. · 2008 [cited by applicant]
US 20080147707A1 · Jin et al. · 2008 [cited by applicant]
US 20080155335A1 · Klein et al. · 2008 [cited by applicant]
US 20080244718A1 · Frost et al. · 2008 [cited by applicant]
US 20080263643A1 · Jaiswal et al. · 2008 [cited by applicant]
US 20080270451A1 · Thomsen et al. · 2008 [cited by applicant]
US 20090006843A1 · Bade et al. · 2009 [cited by applicant]
US 20090007010A1 · Kriss et al. · 2009 [cited by applicant]
US 20090063857A1 · Bade et al. · 2009 [cited by applicant]
US 20090165109A1 · Hird · 2009 [cited by applicant]
US 20090177573A1 · Beadle et al. · 2009 [cited by applicant]
US 20090222740A1 · Yuan · 2009 [cited by applicant]
US 20090287720A1 · Herter et al. · 2009 [cited by applicant]
US 20090307651A1 · Senthil et al. · 2009 [cited by applicant]
US 20090327328A1 · Woodall et al. · 2009 [cited by applicant]
US 20100042823A1 · Arndt et al. · 2010 [cited by applicant]
US 20100217860A1 · Naidu et al. · 2010 [cited by applicant]
US 20100309206A1 · Xie et al. · 2010 [cited by applicant]
US 20100329162A1 · Kadous et al. · 2010 [cited by applicant]
US 20110023098A1 · Pearson et al. · 2011 [cited by applicant]
US 20110029952A1 · Harrington · 2011 [cited by applicant]
US 20110119100A1 · Ruhl et al. · 2011 [cited by applicant]
US 20110154287A1 · Mukkamala et al. · 2011 [cited by applicant]
US 20110302631A1 · Sureshchandra et al. · 2011 [cited by applicant]
US 20120054732A1 · Jain et al. · 2012 [cited by applicant]
US 20120089875A1 · Faust et al. · 2012 [cited by applicant]
US 20120102029A1 · Larson et al. · 2012 [cited by applicant]
US 20120143898A1 · Bruno et al. · 2012 [cited by applicant]
US 20120158858A1 · Gkantsidis et al. · 2012 [cited by applicant]
US 20120159333A1 · Mital et al. · 2012 [cited by applicant]
US 20120173541A1 · Venkataramani · 2012 [cited by applicant]
US 20120317149A1 · Jagota et al. · 2012 [cited by applicant]
US 20130024412A1 · Gong et al. · 2013 [cited by applicant]
US 20130067100A1 · Kuzin et al. · 2013 [cited by applicant]
US 20130081118A1 · Ge · 2013 [cited by applicant]
US 20130086667A1 · Haven · 2013 [cited by applicant]
US 20130097320A1 · Ritter et al. · 2013 [cited by applicant]
US 20130151453A1 · Bhanot et al. · 2013 [cited by applicant]
US 20130173915A1 · Haulund · 2013 [cited by applicant]
US 20130219295A1 · Feldman et al. · 2013 [cited by applicant]
US 20130269007A1 · Yoshigaki et al. · 2013 [cited by applicant]
US 20140041005A1 · He · 2014 [cited by applicant]
US 20140067750A1 · Ranganathan et al. · 2014 [cited by applicant]
US 20140098101A1 · Friedlander et al. · 2014 [cited by applicant]
US 20140125672A1 · Winternitz et al. · 2014 [cited by applicant]
US 20140181944A1 · Ahmed et al. · 2014 [cited by applicant]
US 20140279779A1 · Zou et al. · 2014 [cited by applicant]
US 20140325631A1 · Pearson et al. · 2014 [cited by applicant]
US 20140379716A1 · Branch et al. · 2014 [cited by applicant]
US 20150058619A1 · Sweet et al. · 2015 [cited by applicant]
US 20150161201A1 · Sadikov et al. · 2015 [cited by applicant]
US 20150213598A1 · Madabhushi et al. · 2015 [cited by applicant]
US 20150310649A1 · Winternitz et al. · 2015 [cited by applicant]
US 20160063226A1 · Singh et al. · 2016 [cited by applicant]
US 20160120070A1 · Myrah et al. · 2016 [cited by applicant]
US 20160203411A1 · Sadikov et al. · 2016 [cited by applicant]
US 20160261544A1 · Conover · 2016 [cited by applicant]
US 20160330183A1 · McDowell et al. · 2016 [cited by applicant]
US 20160330206A1 · Xu · 2016 [cited by applicant]
US 20160357521A1 · Zhang et al. · 2016 [cited by applicant]
US 20160373428A1 · Shi · 2016 [cited by applicant]
US 20170063830A1 · Huang · 2017 [cited by applicant]
US 20170063888A1 · Muddu et al. · 2017 [cited by applicant]
US 20170063903A1 · Muddu et al. · 2017 [cited by applicant]
US 20170063905A1 · Muddu et al. · 2017 [cited by applicant]
US 20170063906A1 · Muddu et al. · 2017 [cited by applicant]
US 20170063908A1 · Muddu et al. · 2017 [cited by applicant]
US 20170063909A1 · Muddu et al. · 2017 [cited by applicant]
US 20170063910A1 · Muddu et al. · 2017 [cited by applicant]
US 20170063911A1 · Muddu et al. · 2017 [cited by applicant]
US 20170063912A1 · Muddu et al. · 2017 [cited by applicant]
US 20170070594A1 · Oetting et al. · 2017 [cited by applicant]
US 20170076206A1 · Lastras-Montano et al. · 2017 [cited by applicant]
US 20170085553A1 · Gordon et al. · 2017 [cited by applicant]
US 20170086069A1 · Liu · 2017 [cited by applicant]
US 20170102961A1 · Hilemon et al. · 2017 [cited by applicant]
US 20170111245A1 · Ishakian et al. · 2017 [cited by applicant]
US 20170116315A1 · Xiong et al. · 2017 [cited by applicant]
US 20170118099A1 · Huang · 2017 [cited by applicant]
US 20170142140A1 · Muddu et al. · 2017 [cited by applicant]
US 20170148197A1 · Winternitz et al. · 2017 [cited by applicant]
US 20170155570A1 · Maheshwari et al. · 2017 [cited by applicant]
US 20170155672A1 · Muthukrishnan et al. · 2017 [cited by applicant]
US 20170163666A1 · Venkatramani et al. · 2017 [cited by applicant]
US 20170223036A1 · Muddu et al. · 2017 [cited by applicant]
US 20170230183A1 · Sweet et al. · 2017 [cited by applicant]
US 20170249069A1 · Zamir · 2017 [cited by applicant]
US 20170257358A1 · Ebrahimi et al. · 2017 [cited by applicant]
US 20170262521A1 · Cho et al. · 2017 [cited by applicant]
US 20170277553A1 · Zada et al. · 2017 [cited by applicant]
US 20170277997A1 · Zong et al. · 2017 [cited by applicant]
US 20170286190A1 · Ishakian et al. · 2017 [cited by applicant]
US 20170330096A1 · Gupta et al. · 2017 [cited by applicant]
US 20170337262A1 · Smith et al. · 2017 [cited by applicant]
US 20170346683A1 · Li et al. · 2017 [cited by applicant]
US 20170353853A1 · Zha et al. · 2017 [cited by applicant]
US 20170359361A1 · Modani et al. · 2017 [cited by applicant]
US 20180004835A1 · Piechowicz et al. · 2018 [cited by applicant]
US 20180004859A1 · Piechowicz et al. · 2018 [cited by applicant]
US 20180007145A1 · Piechowicz et al. · 2018 [cited by applicant]
US 20180013650A1 · Khanal et al. · 2018 [cited by applicant]
US 20180019932A1 · Giura et al. · 2018 [cited by applicant]
US 20180025361A1 · Llagostera et al. · 2018 [cited by applicant]
US 20180039688A1 · Ahn et al. · 2018 [cited by applicant]
US 20180067981A1 · Ahuja et al. · 2018 [cited by applicant]
US 20180069885A1 · Patterson et al. · 2018 [cited by applicant]
US 20180084069A1 · Be'ery et al. · 2018 [cited by applicant]
US 20180089132A1 · Atta et al. · 2018 [cited by applicant]
US 20180096047A1 · Childress et al. · 2018 [cited by applicant]
US 20180097793A1 · Agarwal et al. · 2018 [cited by applicant]
US 20180123864A1 · Tucker et al. · 2018 [cited by applicant]
US 20180139200A1 · Gordon et al. · 2018 [cited by applicant]
US 20180191781A1 · Palani et al. · 2018 [cited by applicant]
US 20180211425A1 · Winternitz et al. · 2018 [cited by applicant]
US 20180219888A1 · Apostolopoulos · 2018 [cited by applicant]
US 20180219897A1 · Muddu et al. · 2018 [cited by applicant]
US 20180227286A1 · Ohsumi · 2018 [cited by applicant]
US 20180288063A1 · Koottayi · 2018 [cited by examiner]
US 20180359162A1 · Savov et al. · 2018 [cited by applicant]
US 20190042879A1 · Munoz · 2019 [cited by applicant]
US 20190042950A1 · Lin et al. · 2019 [cited by applicant]
US 20190050445A1 · Griffith et al. · 2019 [cited by applicant]
US 20190058626A1 · Knowles et al. · 2019 [cited by applicant]
US 20190075126A1 · Muddu et al. · 2019 [cited by applicant]
US 20190087480A1 · Palanciuc · 2019 [cited by applicant]
US 20190095478A1 · Tankersley et al. · 2019 [cited by applicant]
US 20190101622A1 · Wilson · 2019 [cited by applicant]
US 20190149553A1 · Xu · 2019 [cited by applicant]
US 20190158524A1 · Zadeh et al. · 2019 [cited by applicant]
US 20190163555A1 · Zheng et al. · 2019 [cited by applicant]
US 20190227860A1 · Gefen et al. · 2019 [cited by applicant]
US 20190243836A1 · Nanda · 2019 [cited by examiner]
US 20190312796A1 · Giura et al. · 2019 [cited by applicant]
US 20190312898A1 · Verma et al. · 2019 [cited by applicant]
US 20190327251A1 · Muddu et al. · 2019 [cited by applicant]
US 20190342282A1 · Carbune et al. · 2019 [cited by applicant]
US 20190342307A1 · Gamble et al. · 2019 [cited by applicant]
US 20190342311A1 · Muddu et al. · 2019 [cited by applicant]
US 20190354554A1 · Piechowicz et al. · 2019 [cited by applicant]
US 20190356555A1 · Bai · 2019 [cited by applicant]
US 20190364067A1 · Yona et al. · 2019 [cited by applicant]
US 20190372850A1 · Fandli · 2019 [cited by examiner]
US 20200014718A1 · Durairaj et al. · 2020 [cited by applicant]
US 20200021607A1 · Muddu et al. · 2020 [cited by applicant]
Cited By (1)
US 12,639,190