IP Library › Granted Patent US 12,670,081
Granted Patent B1
US 12,670,081 · App. 19/454,267 · Granted Jun 30, 2026

Prefetching read caches based on usage patterns

Inventors: Matthew Christopher McMullan (Bellevue, WA); Pathirat Kosakanchit (Seattle, WA); Ying Fairweather (Sammamish, WA); Conor Marks McAvity (Olympia, WA); Porter Michael Smith (Portland, OR)
Assignee: Qumulo, Inc.
G06F11/3433G06F11/324G06F12/0871
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Quick Facts
Patent No.
US 12,670,081
App. No.
19/454,267
Filed
Jan 20, 2026
Granted
Jun 30, 2026
Kind
B1
Art Unit
2132
USPC
711/123
Abstract

Embodiments prefetch read caches based on usage patterns. A workload session associated with one or more requests may be employed to perform actions, including: collecting one or more pattern handlers associated with an identifier of the workload session and a file system item; collecting one or more locations of data designated for promotion from a source cache to a target cache based on the one or more pattern handlers' evaluation of a usage pattern associated with the workload session; collecting one or more prefetch requests from the one or more pattern handlers, wherein each prefetch request includes one or more portions of the one or more locations; executing one or more prefetch jobs to promote the data designated for promotion from the source cache to the target cache; or the like.

Claims (106)

1 . A method for managing data in a file system over a network using one or more processors to execute instructions that are configured to cause performance of actions, comprising:

employing a workload session associated with one or more requests to perform further actions, including:

collecting one or more pattern handlers associated with an identifier of the workload session and a file system item;

collecting one or more locations of data designated for promotion from a source cache to a target cache based on the one or more pattern handlers' evaluation of a usage pattern associated with the workload session;

collecting one or more prefetch requests from the one or more pattern handlers, wherein each prefetch request includes one or more portions of the one or more locations; and

executing one or more prefetch jobs to promote the data designated for promotion from the source cache to the target cache; and

obtaining a user interface that includes one or more display panels for content that includes one or more cache performance metrics and other information associated with the file system, wherein the content is dynamically transformed and arranged for display to a user based on user interaction telemetry, user feedback or telemetry metrics.

2 . The method of claim 1 , further comprising:

obtaining one or more other requests associated with a client of the file system; and

employing information associated with the one or more other requests to collect the workload session, wherein the information includes a client identifier and one or more file system item identifiers.

3 . The method of claim 1 , further comprising:

obtaining one or more other requests associated with a client of the file system that are unassociated with the workload session or another workload session;

obtaining a new workload session based on a client identifier and one or more file system item identifiers associated with the one or more other requests;

instantiating one or more new pattern handlers that are associated with the new workload session; and

employing the one or more new pattern handlers to collect one or more other locations of other data designated for promotion from the source cache to the target cache.

4 . The method of claim 1 , further comprising:

collecting a match score from each pattern handler, wherein the match score represents a confidence value that the usage pattern associated with the workload session corresponds to a target usage pattern associated with the pattern handler; and

using the match score from each pattern handler to perform additional actions, including:

allocating one or more prefetch resources to each pattern handler based on its match score; and

terminating one or more pattern handlers associated with a match score below a threshold value.

5 . The method of claim 1 , further comprising:

collecting a cache distance metric from each pattern handler of the one or more pattern handlers, wherein the cache distance metric represents a distance between data that is promoted to the target cache and a current access position in the workload session; and

using the cache distance metric to perform additional actions, including:

prioritizing one or more first prefetch requests from one or more first pattern handlers that report a first cache distance metric over one or more second prefetch requests from one or more second pattern handlers that report a second cache distance metric, wherein the first cache distance metric is less than the second cache distance metric.

6 . The method of claim 1 , further comprising:

obtaining one or more additional pattern handlers associated with the workload session;

collecting one or more first subscriptions to one or more first file system items from a first pattern handler of the one or more additional pattern handlers;

collecting one or more second subscriptions to one or more second file system items from a second pattern handler of the one or more additional pattern handlers;

obtaining an overlap between the one or more first subscriptions and the one or more second subscriptions based on one or more shared file system items; and

merging the first pattern handler and the second pattern handler into a merged pattern handler based on the overlap; and

associating the merged pattern handler with the workload session.

7 . The method of claim 1 , further comprising:

obtaining a work limit that includes one or more of an outstanding prefetch job count limit or an aggregate data volume limit;

obtaining a current resource utilization based on one or more of a number of executing prefetch jobs or a size of data being promoted to the target cache; and

using the current resource utilization and the work limit to delay execution of one or more pending prefetch jobs until the current resource utilization falls below the work limit.

8 . The method of claim 1 , further comprising:

collecting one or more completed prefetch jobs;

updating a prefetch index to reflect data promoted by one or more completed prefetch jobs and available in the target cache;

obtaining one or more additional prefetch requests from the one or more pattern handlers absent one or more additional requests from a client of the file system; and

using the one or more additional prefetch requests to perform further actions, including:

generating one or more additional prefetch jobs; and

executing the one or more additional prefetch jobs to promote additional data from the source cache to the target cache.

9 . A network computer for managing data in a file system over a network, comprising:

a memory that stores at least instructions; and

one or more processors that execute instructions that are configured to cause performance of actions, including:

employing a workload session associated with one or more requests to perform further actions, including:

collecting one or more pattern handlers associated with an identifier of the workload session and a file system item;

collecting one or more locations of data designated for promotion from a source cache to a target cache based on the one or more pattern handlers' evaluation of a usage pattern associated with the workload session;

collecting one or more prefetch requests from the one or more pattern handlers, wherein each prefetch request includes one or more portions of the one or more locations; and

executing one or more prefetch jobs to promote the data designated for promotion from the source cache to the target cache; and

obtaining a user interface that includes one or more display panels for content that includes one or more cache performance metrics and other information associated with the file system, wherein the content is dynamically transformed and arranged for display to a user based on user interaction telemetry, user feedback or telemetry metrics.

10 . The network computer of claim 9 , wherein the one or more processors execute instructions that are configured to cause performance of actions, further comprising:

obtaining one or more other requests associated with a client of the file system; and

employing information associated with the one or more other requests to collect the workload session, wherein the information includes a client identifier and one or more file system item identifiers.

11 . The network computer of claim 9 , wherein the one or more processors execute instructions that are configured to cause performance of actions, further comprising:

obtaining one or more other requests associated with a client of the file system that are unassociated with the workload session or another workload session;

obtaining a new workload session based on a client identifier and one or more file system item identifiers associated with the one or more other requests;

instantiating one or more new pattern handlers that are associated with the new workload session; and

employing the one or more new pattern handlers to collect one or more other locations of other data designated for promotion from the source cache to the target cache.

12 . The network computer of claim 9 , wherein the one or more processors execute instructions that are configured to cause performance of actions, further comprising:

collecting a match score from each pattern handler, wherein the match score represents a confidence value that the usage pattern associated with the workload session corresponds to a target usage pattern associated with the pattern handler; and

using the match score from each pattern handler to perform additional actions, including:

allocating one or more prefetch resources to each pattern handler based on its match score; and

terminating one or more pattern handlers associated with a match score below a threshold value.

13 . The network computer of claim 9 , wherein the one or more processors execute instructions that are configured to cause performance of actions, further comprising:

collecting a cache distance metric from each pattern handler of the one or more pattern handlers, wherein the cache distance metric represents a distance between data that is promoted to the target cache and a current access position in the workload session; and

using the cache distance metric to perform additional actions, including:

prioritizing one or more first prefetch requests from one or more first pattern handlers that report a first cache distance metric over one or more second prefetch requests from one or more second pattern handlers that report a second cache distance metric, wherein the first cache distance metric is less than the second cache distance metric.

14 . The network computer of claim 9 , wherein the one or more processors execute instructions that are configured to cause performance of actions, further comprising:

obtaining one or more additional pattern handlers associated with the workload session;

collecting one or more first subscriptions to one or more first file system items from a first pattern handler of the one or more additional pattern handlers;

collecting one or more second subscriptions to one or more second file system items from a second pattern handler of the one or more additional pattern handlers;

obtaining an overlap between the one or more first subscriptions and the one or more second subscriptions based on one or more shared file system items; and

merging the first pattern handler and the second pattern handler into a merged pattern handler based on the overlap; and

associating the merged pattern handler with the workload session.

15 . The network computer of claim 9 , wherein the one or more processors execute instructions that are configured to cause performance of actions, further comprising:

obtaining a work limit that includes one or more of an outstanding prefetch job count limit or an aggregate data volume limit;

obtaining a current resource utilization based on one or more of a number of executing prefetch jobs or a size of data being promoted to the target cache; and

using the current resource utilization and the work limit to delay execution of one or more pending prefetch jobs until the current resource utilization falls below the work limit.

16 . The network computer of claim 9 , wherein the one or more processors execute instructions that are configured to cause performance of actions, further comprising:

collecting one or more completed prefetch jobs;

updating a prefetch index to reflect data promoted by one or more completed prefetch jobs and available in the target cache;

obtaining one or more additional prefetch requests from the one or more pattern handlers absent one or more additional requests from a client of the file system; and

using the one or more additional prefetch requests to perform further actions, including:

generating one or more additional prefetch jobs; and

executing the one or more additional prefetch jobs to promote additional data from the source cache to the target cache.

17 . A processor readable non-transitory storage media that includes instructions for managing data in a file system over a network, wherein execution of the instructions by one or more processors on one or more network computers performs actions, comprising:

employing a workload session associated with one or more requests to perform further actions, including:

collecting one or more pattern handlers associated with an identifier of the workload session and a file system item;

collecting one or more locations of data designated for promotion from a source cache to a target cache based on the one or more pattern handlers' evaluation of a usage pattern associated with the workload session;

collecting one or more prefetch requests from the one or more pattern handlers, wherein each prefetch request includes one or more portions of the one or more locations; and

executing one or more prefetch jobs to promote the data designated for promotion from the source cache to the target cache; and

obtaining a user interface that includes one or more display panels for content that includes one or more cache performance metrics and other information associated with the file system, wherein the content is dynamically transformed and arranged for display to a user based on user interaction telemetry, user feedback or telemetry metrics.

18 . The media of claim 17 , further comprising:

obtaining one or more other requests associated with a client of the file system; and

employing information associated with the one or more other requests to collect the workload session, wherein the information includes a client identifier and one or more file system item identifiers.

19 . The media of claim 17 , further comprising:

obtaining one or more other requests associated with a client of the file system that are unassociated with the workload session or another workload session;

obtaining a new workload session based on a client identifier and one or more file system item identifiers associated with the one or more other requests;

instantiating one or more new pattern handlers that are associated with the new workload session; and

employing the one or more new pattern handlers to collect one or more other locations of other data designated for promotion from the source cache to the target cache.

20 . The media of claim 17 , further comprising:

collecting a match score from each pattern handler, wherein the match score represents a confidence value that the usage pattern associated with the workload session corresponds to a target usage pattern associated with the pattern handler; and

using the match score from each pattern handler to perform additional actions, including:

allocating one or more prefetch resources to each pattern handler based on its match score; and

terminating one or more pattern handlers associated with a match score below a threshold value.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 21, 2026
From: MCMULLAN, MATTHEW CHRISTOPHER; KOSAKANCHIT, PATHIRAT; FAIRWEATHER, YING; MCAVITY, CONOR MARKS; SMITH, PORTER MICHAEL
To: QUMULO, INC.
Reel/Frame 073537/0539 →
References Cited (400)
US 5165031A · Pruul et al. · 1992 [cited by applicant]
US 5283875A · Gibson et al. · 1994 [cited by applicant]
US 5319773A · Britton et al. · 1994 [cited by applicant]
US 5410684A · Ainsworth et al. · 1995 [cited by applicant]
US 5410719A · Shackleford · 1995 [cited by applicant]
US 5442561A · Yoshizawa et al. · 1995 [cited by applicant]
US 5953719A · Kleewein et al. · 1999 [cited by applicant]
US 6049809A · Raman et al. · 2000 [cited by applicant]
US 6236996B1 · Bapat et al. · 2001 [cited by applicant]
US 6385641B1 · Jiang et al. · 2002 [cited by applicant]
US 6415283B1 · Conklin · 2002 [cited by applicant]
US 6496944B1 · Hsiao et al. · 2002 [cited by applicant]
US 6529998B1 · Yochai et al. · 2003 [cited by applicant]
US 6560615B1 · Zayas et al. · 2003 [cited by applicant]
US 6772435B1 · Thexton et al. · 2004 [cited by applicant]
US 6874130B1 · Baweja et al. · 2005 [cited by applicant]
US 6892211B2 · Hitz et al. · 2005 [cited by applicant]
US 6965903B1 · Agarwal et al. · 2005 [cited by applicant]
US 6965936B1 · Wipfel et al. · 2005 [cited by applicant]
US 7072911B1 · Doman et al. · 2006 [cited by applicant]
US 7165158B1 · Yagawa · 2007 [cited by applicant]
US 7213040B1 · Stokes et al. · 2007 [cited by applicant]
US 7330948B2 · Deguchi et al. · 2008 [cited by applicant]
US 7467333B2 · Keeton et al. · 2008 [cited by applicant]
US 7594138B2 · Abdulvahid · 2009 [cited by applicant]
US 7636743B2 · Erofeev · 2009 [cited by applicant]
US 7693876B2 · Hackworth et al. · 2010 [cited by applicant]
US 7757056B1 · Fair · 2010 [cited by applicant]
US 7761456B1 · Cram et al. · 2010 [cited by applicant]
US 7844580B2 · Srivastava et al. · 2010 [cited by applicant]
US 7933870B1 · Webster · 2011 [cited by applicant]
US 7937421B2 · Mikesell et al. · 2011 [cited by applicant]
US 7956293B2 · Echigo et al. · 2011 [cited by applicant]
US 7958304B1 · Goel et al. · 2011 [cited by applicant]
US 7962709B2 · Agrawal · 2011 [cited by applicant]
US 7966293B1 · Owara et al. · 2011 [cited by applicant]
US 8027827B2 · Bitar et al. · 2011 [cited by applicant]
US 8046378B1 · Zhuge et al. · 2011 [cited by applicant]
US 8108429B2 · Sim-Tang et al. · 2012 [cited by applicant]
US 8296312B1 · Leung et al. · 2012 [cited by applicant]
US 8341540B1 · Haynes et al. · 2012 [cited by applicant]
US 8353044B1 · Jones et al. · 2013 [cited by applicant]
US 8355407B2 · Wookey et al. · 2013 [cited by applicant]
US 8364648B1 · Sim-Tang · 2013 [cited by applicant]
US 8423733B1 · Ozdemir · 2013 [cited by applicant]
US 8423821B1 · Keith, Jr. · 2013 [cited by applicant]
US 8448170B2 · Wipfel et al. · 2013 [cited by applicant]
US 8463825B1 · Harty et al. · 2013 [cited by applicant]
US 8489656B2 · Erofeev · 2013 [cited by applicant]
US 8504733B1 · Iyer et al. · 2013 [cited by applicant]
US 8515911B1 · Zhou et al. · 2013 [cited by applicant]
US 8612404B2 · Bone et al. · 2013 [cited by applicant]
US 8612488B1 · Subramanya et al. · 2013 [cited by applicant]
US 8645323B2 · Jackiewicz et al. · 2014 [cited by applicant]
US 8661447B1 · Olliff et al. · 2014 [cited by applicant]
US 8725691B1 · Natanzon · 2014 [cited by applicant]
US 8776050B2 · Plouffe et al. · 2014 [cited by applicant]
US 8782655B2 · Blanding et al. · 2014 [cited by applicant]
US 8805786B1 · Natanzon · 2014 [cited by applicant]
US 8806154B1 · Gupta et al. · 2014 [cited by applicant]
US 8838887B1 · Burke et al. · 2014 [cited by applicant]
US 8838931B1 · Marshak et al. · 2014 [cited by applicant]
US 8849754B2 · Craggs · 2014 [cited by applicant]
US 8849764B1 · Long et al. · 2014 [cited by applicant]
US 8849809B1 · Seshadri · 2014 [cited by applicant]
US 8868797B1 · Kirac et al. · 2014 [cited by applicant]
US 8924364B1 · Zhong et al. · 2014 [cited by applicant]
US 8972694B1 · Dolan et al. · 2015 [cited by applicant]
US 9015214B2 · Nishida et al. · 2015 [cited by applicant]
US 9026765B1 · Marshak et al. · 2015 [cited by applicant]
US 9031994B1 · Cao et al. · 2015 [cited by applicant]
US 9032170B2 · Vaghani et al. · 2015 [cited by applicant]
US 9047017B1 · Dolan et al. · 2015 [cited by applicant]
US 9141633B1 · Li et al. · 2015 [cited by applicant]
US 9143379B1 · Berger et al. · 2015 [cited by applicant]
US 9158653B2 · Gold · 2015 [cited by applicant]
US 9171145B2 · Dash et al. · 2015 [cited by applicant]
US 9244975B2 · Das et al. · 2016 [cited by applicant]
US 9244976B1 · Zhang et al. · 2016 [cited by applicant]
US 9361187B2 · Jarvis · 2016 [cited by applicant]
US 9384252B2 · Akirav et al. · 2016 [cited by applicant]
US 9396202B1 · Drobychev et al. · 2016 [cited by applicant]
US 9459804B1 · Natanzon et al. · 2016 [cited by applicant]
US 9501487B1 · Yuan et al. · 2016 [cited by applicant]
US 9519664B1 · Kharatishvili et al. · 2016 [cited by applicant]
US 9547560B1 · Lee · 2017 [cited by applicant]
US 9600193B2 · Ahrens et al. · 2017 [cited by applicant]
US 9613120B1 · Kharatishvili et al. · 2017 [cited by applicant]
US 9727432B1 · Cutforth et al. · 2017 [cited by applicant]
US 9747171B2 · Beeken et al. · 2017 [cited by applicant]
US 9753782B2 · Fang et al. · 2017 [cited by applicant]
US 9753932B1 · Brow et al. · 2017 [cited by applicant]
US 9753987B1 · Dolan et al. · 2017 [cited by applicant]
US 9785377B2 · Shin et al. · 2017 [cited by applicant]
US 9836480B2 · Okun et al. · 2017 [cited by applicant]
US 9846698B1 · Panidis et al. · 2017 [cited by applicant]
US 10073856B1 · Cooper et al. · 2018 [cited by applicant]
US 10095708B2 · Passey et al. · 2018 [cited by applicant]
US 10095709B2 · Okun et al. · 2018 [cited by applicant]
US 10095729B2 · Taron et al. · 2018 [cited by applicant]
US 10140185B1 · Lopez et al. · 2018 [cited by applicant]
US 10162980B1 · Bernotavicius et al. · 2018 [cited by applicant]
US 10261868B2 · Brown et al. · 2019 [cited by applicant]
US 10275493B1 · Mostak · 2019 [cited by applicant]
US 10303561B2 · Beeken et al. · 2019 [cited by applicant]
US 10318401B2 · Rothschilds et al. · 2019 [cited by applicant]
US 10318494B2 · Krasnow et al. · 2019 [cited by applicant]
US 10339101B1 · Gupta · 2019 [cited by applicant]
US 10346355B2 · Godman · 2019 [cited by applicant]
US 10387810B1 · Kalush et al. · 2019 [cited by applicant]
US 10409784B1 · Krasnow et al. · 2019 [cited by applicant]
US 10423609B1 · Strauss · 2019 [cited by applicant]
US 10437509B1 · Alexeev et al. · 2019 [cited by applicant]
US 10447779B2 · Dieterich et al. · 2019 [cited by applicant]
US 10459884B1 · Godman · 2019 [cited by applicant]
US 10459892B2 · Godman et al. · 2019 [cited by applicant]
US 10460122B1 · Kirby et al. · 2019 [cited by applicant]
US 10474635B1 · Unger et al. · 2019 [cited by applicant]
US 10534758B1 · Carpenter et al. · 2020 [cited by applicant]
US 10540662B2 · Barlett et al. · 2020 [cited by applicant]
US 10545986B2 · Tappan et al. · 2020 [cited by applicant]
US 10552373B2 · Brow et al. · 2020 [cited by applicant]
US 10606812B2 · Cooper et al. · 2020 [cited by applicant]
US 10614033B1 · Rothschilds et al. · 2020 [cited by applicant]
US 10614241B1 · Kirby et al. · 2020 [cited by applicant]
US 10621057B2 · Tripathi et al. · 2020 [cited by applicant]
US 10621147B1 · Liang et al. · 2020 [cited by applicant]
US 10628391B1 · Bent et al. · 2020 [cited by applicant]
US 10664408B1 · Chatterjee et al. · 2020 [cited by applicant]
US 10678663B1 · Sharma et al. · 2020 [cited by applicant]
US 10678671B2 · Rothschilds et al. · 2020 [cited by applicant]
US 10725977B1 · Chmiel et al. · 2020 [cited by applicant]
US 10795796B1 · Bai et al. · 2020 [cited by applicant]
US 10860372B1 · Bai et al. · 2020 [cited by applicant]
US 10860414B1 · Urban et al. · 2020 [cited by applicant]
US 10860546B2 · Ye et al. · 2020 [cited by applicant]
US 10860547B2 · Passey et al. · 2020 [cited by applicant]
US 10877942B2 · Okun et al. · 2020 [cited by applicant]
US 10936538B1 · Unger et al. · 2021 [cited by applicant]
US 10936551B1 · Unger et al. · 2021 [cited by applicant]
US 10938650B1 · Hermoni et al. · 2021 [cited by applicant]
US 10938661B1 · Pignataro et al. · 2021 [cited by applicant]
US 11023535B1 · Greenwood et al. · 2021 [cited by applicant]
US 11132126B1 · Chmiel et al. · 2021 [cited by applicant]
US 11132336B2 · Passey et al. · 2021 [cited by applicant]
US 11150823B2 · Gao et al. · 2021 [cited by applicant]
US 11151001B2 · Su et al. · 2021 [cited by applicant]
US 11151092B2 · Chmiel et al. · 2021 [cited by applicant]
US 11157458B1 · Carter et al. · 2021 [cited by applicant]
US 11249907B1 · Brewer · 2022 [cited by applicant]
US 11256682B2 · Taron et al. · 2022 [cited by applicant]
US 11265262B1 · Makie et al. · 2022 [cited by applicant]
US 11290425B2 · Newell et al. · 2022 [cited by applicant]
US 11294604B1 · McMullan et al. · 2022 [cited by applicant]
US 11294718B2 · Bai et al. · 2022 [cited by applicant]
US 11347699B2 · Carpenter et al. · 2022 [cited by applicant]
US 11354273B1 · O'Neill et al. · 2022 [cited by applicant]
US 11360936B2 · Haber et al. · 2022 [cited by applicant]
US 11372735B2 · Su et al. · 2022 [cited by applicant]
US 11372819B1 · Carter et al. · 2022 [cited by applicant]
US 11435901B1 · Chmiel et al. · 2022 [cited by applicant]
US 11461241B2 · Carpenter et al. · 2022 [cited by applicant]
US 11461286B2 · Godman et al. · 2022 [cited by applicant]
US 11567660B2 · Chmiel et al. · 2023 [cited by applicant]
US 11599508B1 · Harward et al. · 2023 [cited by applicant]
US 11630832B2 · Choi et al. · 2023 [cited by applicant]
US 11669255B2 · Hansen et al. · 2023 [cited by applicant]
US 11722150B1 · Fachan et al. · 2023 [cited by applicant]
US 11729269B1 · Meernik et al. · 2023 [cited by applicant]
US 11734147B2 · Bai et al. · 2023 [cited by applicant]
US 11775481B2 · Unger et al. · 2023 [cited by applicant]
US 11921677B1 · Kirby et al. · 2024 [cited by applicant]
US 11934660B1 · McMullan et al. · 2024 [cited by applicant]
US 11966592B1 · Bai · 2024 [cited by applicant]
US 12019875B1 · McMullan et al. · 2024 [cited by applicant]
US 12038877B1 · Kirby et al. · 2024 [cited by applicant]
US 12222903B1 · Rothschilds et al. · 2025 [cited by applicant]
US 12292853B1 · Ellis et al. · 2025 [cited by applicant]
US 12346290B2 · Haber et al. · 2025 [cited by applicant]
US 12443559B2 · Ellis et al. · 2025 [cited by applicant]
US 12443568B1 · Bhageshpur et al. · 2025 [cited by applicant]
US 12481625B1 · Bhageshpur et al. · 2025 [cited by applicant]
US 20010039622A1 · Hitz et al. · 2001 [cited by applicant]
US 20020059439A1 · Arroyo et al. · 2002 [cited by applicant]
US 20020065835A1 · Fujisaki · 2002 [cited by applicant]
US 20020083073A1 · Vaidya et al. · 2002 [cited by applicant]
US 20020099691A1 · Lore et al. · 2002 [cited by applicant]
US 20020178271A1 · Graham et al. · 2002 [cited by applicant]
US 20030033308A1 · Patel et al. · 2003 [cited by applicant]
US 20030145009A1 · Forman et al. · 2003 [cited by applicant]
US 20030177379A1 · Hori et al. · 2003 [cited by applicant]
US 20030182313A1 · Federwisch et al. · 2003 [cited by applicant]
US 20040030727A1 · Armangau et al. · 2004 [cited by applicant]
US 20040093474A1 · Lin et al. · 2004 [cited by applicant]
US 20040098425A1 · Wiss et al. · 2004 [cited by applicant]
US 20040153479A1 · Mikesell et al. · 2004 [cited by applicant]
US 20040255048A1 · Lev Ran et al. · 2004 [cited by applicant]
US 20050015674A1 · Haugh · 2005 [cited by applicant]
US 20050027748A1 · Kisley · 2005 [cited by applicant]
US 20050065986A1 · Bixby et al. · 2005 [cited by applicant]
US 20050091663A1 · Bagsby · 2005 [cited by applicant]
US 20050114593A1 · Cassell et al. · 2005 [cited by applicant]
US 20050114726A1 · Ouchi · 2005 [cited by applicant]
US 20050119996A1 · Ohata et al. · 2005 [cited by applicant]
US 20050154866A1 · Steely, Jr. et al. · 2005 [cited by applicant]
US 20050182992A1 · Land et al. · 2005 [cited by applicant]
US 20050187992A1 · Prahlad et al. · 2005 [cited by applicant]
US 20050195660A1 · Kavuri et al. · 2005 [cited by applicant]
US 20050223019A1 · Das et al. · 2005 [cited by applicant]
US 20060004890A1 · Semple et al. · 2006 [cited by applicant]
US 20060053139A1 · Marzinski et al. · 2006 [cited by applicant]
US 20060089982A1 · Abbott et al. · 2006 [cited by applicant]
US 20060090036A1 · Zohar et al. · 2006 [cited by applicant]
US 20060123005A1 · Burnett et al. · 2006 [cited by applicant]
US 20060173842A1 · Horvitz et al. · 2006 [cited by applicant]
US 20060271604A1 · Shoens · 2006 [cited by applicant]
US 20070005297A1 · Beresniewicz et al. · 2007 [cited by applicant]
US 20070011302A1 · Groner et al. · 2007 [cited by applicant]
US 20070027985A1 · Ramany et al. · 2007 [cited by applicant]
US 20070061783A1 · Prakash · 2007 [cited by applicant]
US 20070100855A1 · T. Kohl · 2007 [cited by applicant]
US 20070106706A1 · Ahrens et al. · 2007 [cited by applicant]
US 20070118561A1 · Idicula et al. · 2007 [cited by applicant]
US 20070143371A1 · Kottomtharayil et al. · 2007 [cited by applicant]
US 20080028006A1 · Liu et al. · 2008 [cited by applicant]
US 20080059399A1 · Delorme et al. · 2008 [cited by applicant]
US 20080059541A1 · Fachan et al. · 2008 [cited by applicant]
US 20080082593A1 · Komarov et al. · 2008 [cited by applicant]
US 20080162608A1 · Torii et al. · 2008 [cited by applicant]
US 20080172366A1 · Hannel et al. · 2008 [cited by applicant]
US 20080228772A1 · Plamondon · 2008 [cited by applicant]
US 20080250357A1 · Lee et al. · 2008 [cited by applicant]
US 20080256474A1 · Chakra et al. · 2008 [cited by applicant]
US 20080270469A1 · Myerson et al. · 2008 [cited by applicant]
US 20080270928A1 · Chakra et al. · 2008 [cited by applicant]
US 20080282244A1 · Wu et al. · 2008 [cited by applicant]
US 20080288306A1 · Maclntyre et al. · 2008 [cited by applicant]
US 20080301256A1 · McWilliams et al. · 2008 [cited by applicant]
US 20080313217A1 · Dunsmore et al. · 2008 [cited by applicant]
US 20090077087A1 · Urano et al. · 2009 [cited by applicant]
US 20090138500A1 · Yuan et al. · 2009 [cited by applicant]
US 20090199190A1 · Chen et al. · 2009 [cited by applicant]
US 20090222509A1 · King et al. · 2009 [cited by applicant]
US 20090240539A1 · Slawson et al. · 2009 [cited by applicant]
US 20090274047A1 · Kruys et al. · 2009 [cited by applicant]
US 20090319566A1 · Wald et al. · 2009 [cited by applicant]
US 20090327642A1 · Ogihara et al. · 2009 [cited by applicant]
US 20100030825A1 · Matsuzawa et al. · 2010 [cited by applicant]
US 20100036895A1 · Boyd et al. · 2010 [cited by applicant]
US 20100088317A1 · Bone et al. · 2010 [cited by applicant]
US 20100161557A1 · Anderson et al. · 2010 [cited by applicant]
US 20100179959A1 · Shoens · 2010 [cited by applicant]
US 20100217948A1 · Mason et al. · 2010 [cited by applicant]
US 20100241668A1 · Susanto et al. · 2010 [cited by applicant]
US 20100281214A1 · Jernigan, IV · 2010 [cited by applicant]
US 20100287512A1 · Gan et al. · 2010 [cited by applicant]
US 20110004914A1 · Ennis et al. · 2011 [cited by applicant]
US 20110039622A1 · Levenson · 2011 [cited by applicant]
US 20110066668A1 · Guarraci · 2011 [cited by applicant]
US 20110082836A1 · Wang et al. · 2011 [cited by applicant]
US 20110125799A1 · Kandasamy et al. · 2011 [cited by applicant]
US 20110125973A1 · Lev et al. · 2011 [cited by applicant]
US 20110153560A1 · Bryant et al. · 2011 [cited by applicant]
US 20110161381A1 · Wang et al. · 2011 [cited by applicant]
US 20110161964A1 · Piazza et al. · 2011 [cited by applicant]
US 20110196833A1 · Drobychev et al. · 2011 [cited by applicant]
US 20110196899A1 · Hughes et al. · 2011 [cited by applicant]
US 20110202925A1 · Banerjee et al. · 2011 [cited by applicant]
US 20110246724A1 · Marathe et al. · 2011 [cited by applicant]
US 20110302357A1 · Sullivan · 2011 [cited by applicant]
US 20120036463A1 · Krakovsky et al. · 2012 [cited by applicant]
US 20120066179A1 · Saika · 2012 [cited by applicant]
US 20120096059A1 · Shimizu et al. · 2012 [cited by applicant]
US 20120116478A1 · Buhlmann et al. · 2012 [cited by applicant]
US 20120136843A1 · Bone et al. · 2012 [cited by applicant]
US 20120151438A1 · Bach et al. · 2012 [cited by applicant]
US 20120166478A1 · Das et al. · 2012 [cited by applicant]
US 20120179886A1 · Prahlad et al. · 2012 [cited by applicant]
US 20120204060A1 · Swift et al. · 2012 [cited by applicant]
US 20120216005A1 · Naito et al. · 2012 [cited by applicant]
US 20120317079A1 · Shoens et al. · 2012 [cited by applicant]
US 20130019072A1 · Strasser et al. · 2013 [cited by applicant]
US 20130024609A1 · Gorobets et al. · 2013 [cited by applicant]
US 20130031232A1 · Clymer et al. · 2013 [cited by applicant]
US 20130073819A1 · Havewala et al. · 2013 [cited by applicant]
US 20130086121A1 · Preslan · 2013 [cited by applicant]
US 20130091168A1 · Bhave et al. · 2013 [cited by applicant]
US 20130103778A1 · Hayashi et al. · 2013 [cited by applicant]
US 20130110787A1 · Garimella et al. · 2013 [cited by applicant]
US 20130145471A1 · Richard et al. · 2013 [cited by applicant]
US 20130191355A1 · Bone et al. · 2013 [cited by applicant]
US 20130212579A1 · Ben-Shaul et al. · 2013 [cited by applicant]
US 20130227236A1 · Flynn et al. · 2013 [cited by applicant]
US 20130254163A1 · Savage et al. · 2013 [cited by applicant]
US 20130268650A1 · Faitelson et al. · 2013 [cited by applicant]
US 20130275391A1 · Batwara et al. · 2013 [cited by applicant]
US 20130304903A1 · Mick et al. · 2013 [cited by applicant]
US 20130310726A1 · Miller et al. · 2013 [cited by applicant]
US 20130311454A1 · Ezzat · 2013 [cited by applicant]
US 20130318194A1 · Timbs · 2013 [cited by applicant]
US 20130325806A1 · Bachar et al. · 2013 [cited by applicant]
US 20130325808A1 · Bachar et al. · 2013 [cited by applicant]
US 20130339406A1 · Kanfi · 2013 [cited by applicant]
US 20140006354A1 · Parkison et al. · 2014 [cited by applicant]
US 20140040199A1 · Golab et al. · 2014 [cited by applicant]
US 20140040693A1 · Kim et al. · 2014 [cited by applicant]
US 20140059158A1 · Chen et al. · 2014 [cited by applicant]
US 20140089278A1 · Lovinger et al. · 2014 [cited by applicant]
US 20140089649A1 · Chaganti · 2014 [cited by applicant]
US 20140095249A1 · Tarakad et al. · 2014 [cited by applicant]
US 20140095505A1 · Blanchflower et al. · 2014 [cited by applicant]
US 20140095560A1 · Ikai et al. · 2014 [cited by applicant]
US 20140095582A1 · Eshel et al. · 2014 [cited by applicant]
US 20140101389A1 · Nellans et al. · 2014 [cited by applicant]
US 20140156956A1 · Ezra · 2014 [cited by applicant]
US 20140181441A1 · Kottomtharayil et al. · 2014 [cited by applicant]
US 20140189257A1 · Aritome · 2014 [cited by applicant]
US 20140189267A1 · Qi et al. · 2014 [cited by applicant]
US 20140195847A1 · Webman et al. · 2014 [cited by applicant]
US 20140237193A1 · Shivashankaraiah · 2014 [cited by applicant]
US 20140258609A1 · Cui et al. · 2014 [cited by applicant]
US 20140258657A1 · Schott et al. · 2014 [cited by applicant]
US 20140280485A1 · A Hummaida et al. · 2014 [cited by applicant]
US 20140280889A1 · Nispel et al. · 2014 [cited by applicant]
US 20140281307A1 · Peterson et al. · 2014 [cited by applicant]
US 20140281411A1 · Abdallah · 2014 [cited by applicant]
US 20140344222A1 · Morris et al. · 2014 [cited by applicant]
US 20140358356A1 · Jones et al. · 2014 [cited by applicant]
US 20140372384A1 · Long et al. · 2014 [cited by applicant]
US 20140372607A1 · Gladwin et al. · 2014 [cited by applicant]
US 20140373032A1 · Merry et al. · 2014 [cited by applicant]
US 20150006226A1 · Smith et al. · 2015 [cited by applicant]
US 20150012656A1 · Phillips et al. · 2015 [cited by applicant]
US 20150012666A1 · Pannese et al. · 2015 [cited by applicant]
US 20150067086A1 · Adriaens et al. · 2015 [cited by applicant]
US 20150067142A1 · Renkema · 2015 [cited by applicant]
US 20150074683A1 · Singh · 2015 [cited by examiner]
US 20150106145A1 · Hamilton et al. · 2015 [cited by applicant]
US 20150135331A1 · Das · 2015 [cited by applicant]
US 20150143026A1 · Reddy et al. · 2015 [cited by applicant]
US 20150149736A1 · Kwon et al. · 2015 [cited by applicant]
US 20150186217A1 · Eslami Sarab · 2015 [cited by applicant]
US 20150186410A1 · Petculescu et al. · 2015 [cited by applicant]
US 20150186483A1 · Tappan et al. · 2015 [cited by applicant]
US 20150186527A1 · Rao et al. · 2015 [cited by applicant]
US 20150186529A1 · Rope et al. · 2015 [cited by applicant]
US 20150193317A1 · Firley · 2015 [cited by applicant]
US 20150193347A1 · Kluesing et al. · 2015 [cited by applicant]
US 20150215405A1 · Baek et al. · 2015 [cited by applicant]
US 20150234716A1 · Brooker et al. · 2015 [cited by applicant]
US 20150234879A1 · Baldwin et al. · 2015 [cited by applicant]
US 20150242263A1 · Klose · 2015 [cited by applicant]
US 20150248253A1 · Kim et al. · 2015 [cited by applicant]
US 20150269203A1 · Baldwin et al. · 2015 [cited by applicant]
US 20150278282A1 · Sardina et al. · 2015 [cited by applicant]
US 20150278329A1 · Hrle et al. · 2015 [cited by applicant]
US 20150310034A1 · Godman et al. · 2015 [cited by applicant]
US 20150310035A1 · Godman et al. · 2015 [cited by applicant]
US 20150310054A1 · Passey et al. · 2015 [cited by applicant]
US 20150347126A1 · Tibble et al. · 2015 [cited by applicant]
US 20160034356A1 · Aron et al. · 2016 [cited by applicant]
US 20160034481A1 · Kumarasamy et al. · 2016 [cited by applicant]
US 20160071233A1 · Macko et al. · 2016 [cited by applicant]
US 20160110105A1 · Karamcheti et al. · 2016 [cited by applicant]
US 20160139836A1 · Nallathambi et al. · 2016 [cited by applicant]
US 20160139952A1 · Geng et al. · 2016 [cited by applicant]
US 20160147654A1 · Zhao et al. · 2016 [cited by applicant]
US 20160164916A1 · Satish et al. · 2016 [cited by applicant]
US 20160224430A1 · Long et al. · 2016 [cited by applicant]
US 20160239185A1 · Balimidi et al. · 2016 [cited by applicant]
US 20160246816A1 · Abiri et al. · 2016 [cited by applicant]
US 20160269501A1 · Usgaonkar et al. · 2016 [cited by applicant]
US 20160292013A1 · Li et al. · 2016 [cited by applicant]
US 20160292429A1 · Manville et al. · 2016 [cited by applicant]
US 20160306810A1 · Ni et al. · 2016 [cited by applicant]
US 20160314046A1 · Kumarasamy · 2016 [cited by applicant]
US 20160335278A1 · Tabaaloute et al. · 2016 [cited by applicant]
US 20160350363A1 · Raja et al. · 2016 [cited by applicant]
US 20160357677A1 · Hooker et al. · 2016 [cited by applicant]
US 20160359859A1 · Capone · 2016 [cited by applicant]
US 20160371296A1 · Passey et al. · 2016 [cited by applicant]
US 20160371297A1 · Okun et al. · 2016 [cited by applicant]
US 20160380878A1 · Bugenhagen et al. · 2016 [cited by applicant]
US 20160380913A1 · Morgan et al. · 2016 [cited by applicant]
US 20170024152A1 · Bhagi et al. · 2017 [cited by applicant]
US 20170032006A1 · Anglin et al. · 2017 [cited by applicant]
US 20170046143A1 · Kochhar et al. · 2017 [cited by applicant]
US 20170052898A1 · Ash et al. · 2017 [cited by applicant]
US 20170078164A1 · Hildebrand et al. · 2017 [cited by applicant]
US 20170091046A1 · Bangalore et al. · 2017 [cited by applicant]
US 20170118287A1 · Beck · 2017 [cited by applicant]
US 20170123883A1 · Hall · 2017 [cited by applicant]
US 20170123935A1 · Pandit et al. · 2017 [cited by applicant]
US 20170163728A1 · Chawla et al. · 2017 [cited by applicant]
US 20170201582A1 · Zhang et al. · 2017 [cited by applicant]
US 20170206231A1 · Binder et al. · 2017 [cited by applicant]
US 20170270180A1 · State · 2017 [cited by applicant]
US 20170286455A1 · Li et al. · 2017 [cited by applicant]
US 20170316321A1 · Whitney et al. · 2017 [cited by applicant]
US 20170336983A1 · Roh et al. · 2017 [cited by applicant]