IP Library Granted Patent US 12,730,571
Granted Patent B2
US 12,730,571 · App. 17/135,747 · Granted Sep 8, 2026

Voltage thresholds in flash devices

Inventors: Nenad Miladinovic (Campbell, CA); Hari Kannan (Sunnyvale, CA); Ronald Karr (Palo Alto, CA)
Assignee: PURE STORAGE, INC.
G06F3/0634G06F3/0619G06F3/0679G11C29/021
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Quick Facts
Patent No.
US 12,730,571
App. No.
17/135,747
Granted
Sep 8, 2026
Kind
B2
Abstract

A method for read voltage levels in flash memory is provided. The method includes determining to which set of pages or blocks of a flash memory device a word line connects, according to a flash memory device architecture. The method includes determining one or more optimum read voltage levels, for one or more pages of the flash memory device that are accessed by activating the word line, according to a specified number of bits per cell and the flash memory device architecture, and using the one or more optimum read voltage levels to access further pages in the set of pages or blocks of the flash memory device to which the word line connect.

Claims (50)

1 . A method, comprising:

tracking bit flips in data reads of one or more solid-state storage devices comprising flash memory in a storage system, the bit flips associated with error correction of the data reads;

comparing, by a processor that is external to the one or more solid-state storage devices, a ratio of the bit flips to a threshold value; and

adjusting a read voltage level for the flash memory in the storage system, based on the comparing.

2 . The method of claim 1 , wherein:

the tracking comprises tracking individual blocks of the flash memory; and

the adjusting the read voltage level comprises adjusting the read voltage level for a logical unit number (LUN) of the flash memory.

3 . The method of claim 1 , wherein the adjusting the read voltage comprises adjusting the read voltage for each of a plurality of read voltage levels of multilevel cell (MLC) flash memory.

4 . The method of claim 1 , wherein the adjusting the read voltage level is responsive to exceeding a threshold in the comparing.

5 . The method of claim 1 , wherein the adjusting the read voltage level comprises iteratively adjusting the read voltage level from a previous adjusted read voltage level while avoiding returning to a default read voltage level between adjustments to the read voltage level.

6 . The method of claim 1 , wherein the adjusting the read voltage level comprises communicating a command that indicates a read voltage level and an offset value for the read voltage level, to the flash memory.

7 . The method of claim 1 , wherein tracking the bit flips in the data reads of the flash memory comprises:

tracking a first set of bit flips for a first page type of the flash memory and a second set of bit flips for a second page type of the flash memory;

determining a first read voltage level for the first page type based on the tracking of the first set of bit flips and a second read voltage level for the second page type based on the tracking of the first set of bit flips; and

adjusting the read voltage level for the first page type to the first read voltage level and the read voltage level for the second page type to the second read voltage level.

8 . A non-transitory computer-readable media having instructions thereupon which, when executed by a processor, cause the processor to:

track bit flips in data reads of one or more solid-state storage devices comprising flash memory in a storage system, the bit flips associated with error correction of the data reads;

compare, by the processor that is external to the one or more solid-state storage devices, a ratio of the bit flips to a threshold value; and

adjust a read voltage level for the flash memory in the storage system, based on the comparing.

9 . The non-transitory computer-readable media of claim 8 , wherein:

the tracking is on a per block basis; and

the adjusting is on a per logical unit number (LUN) of the flash memory basis.

10 . The non-transitory computer-readable media of claim 8 , wherein the adjusting the read voltage comprises setting the read voltage for each of a plurality of read voltage levels of multilevel cell (MLC) flash memory comprising two or more bits per cell.

11 . The non-transitory computer-readable media of claim 8 , wherein a direction for the adjusting the read voltage level is responsive to a direction of the bit flips.

12 . The non-transitory computer-readable media of claim 8 , wherein the adjusting the read voltage level comprises iteratively adjusting the read voltage level from a previous read voltage level while avoiding returning to a default read voltage level between adjustments to the read voltage level.

13 . The non-transitory computer-readable media of claim 8 , wherein the adjusting the read voltage level comprises sending to the flash memory a command with an address that indicates a read voltage level and data that indicates an offset value for the read voltage level.

14 . The computer-readable media of claim 8 , wherein the processor is further configured to:

track bit flips relative to a specified page type in multilevel cell flash memory, the specified page type being upper page, lower page or extra page;

determine a value for a read voltage level that affects the bit flips relative to the specified page type; and

extrapolate at least one further value for read voltage levels of the multilevel cell flash memory based on the determined value, wherein the adjusting is based on the determining the value and the extrapolating the at least one further value.

15 . A storage system, comprising:

one or more solid-state storage devices comprising flash memory having adjustable read voltage levels; and

one or more processors that are external to the one or more solid-state storage devices, the one or more processors configured to:

track bit flips in data reads of flash memory in a storage system, the bit flips associated with error correction of the data reads;

compare a ratio of the bit flips to a threshold value; and

adjust a read voltage level for the flash memory in the storage system, based on the comparing.

16 . The storage system of claim 15 , further comprising:

a first memory, configured by the one or more processors to have a data structure that records a block identifier for each of a plurality of blocks of the flash memory, a bit flip comparison or bit flip ratio for each of the plurality of blocks, and a plurality of offsets for read voltage levels for each of the plurality of blocks.

17 . The storage system of claim 15 , wherein:

to track the bit flips is to track the bit flips of each of a plurality of blocks of the flash memory;

to compare the ratio is to form the ratio for one of the plurality of blocks of the flash memory; and

to adjust the read voltage level is to direct the read voltage level of a logical unit number (LUN) of the flash memory that includes the one of the plurality of blocks of the flash memory.

18 . The storage system of claim 15 , wherein the one or more processors and the flash memory are configured so that the read voltage level for the flash memory remains as directed, until a next read voltage level is directed, without returning to a default read voltage level.

19 . The storage system of claim 15 , wherein:

to adjust the read voltage level for the flash memory is triggered by the comparison or the ratio exceeding a threshold; and

to adjust the read voltage level for the flash memory comprises sending a command, with read voltage level selection and read voltage level value, to the flash memory.

20 . The storage system of claim 15 , wherein:

to track the bit flips and to form the comparison or the ratio is relative to a specified page type in multilevel cell flash memory;

the read voltage level is related to the bit flips and the specified page type; and

the one or more processors are further configurable to direct further read voltage levels for the flash memory based on extrapolation from the read voltage level.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Dec 28, 2020
From: MILADINOVIC, NENAD; KANNAN, HARI; KARR, RONALD
To: PURE STORAGE, INC.
Reel/Frame 054759/0489 →
Continuity (3)
Continuation In Part 16258206 · Jan 25, 2019
Continuation In Part 15705678 · Sep 15, 2017
Related Publication 20210191638A1 · Jun 24, 2021
References Cited (400)
US 4901320A · Sawada · 1990 [cited by examiner]
US 5299162A · Kim · 1994 [cited by examiner]
US 5390327A · Lubbers et al. · 1995 [cited by applicant]
US 5450581A · Bergen et al. · 1995 [cited by applicant]
US 5479653A · Jones · 1995 [cited by applicant]
US 5488731A · Mendelsohn · 1996 [cited by applicant]
US 5504858A · Ellis et al. · 1996 [cited by applicant]
US 5564113A · Bergen et al. · 1996 [cited by applicant]
US 5574882A · Menon et al. · 1996 [cited by applicant]
US 5649093A · Hanko et al. · 1997 [cited by applicant]
US 5883909A · Dekoning et al. · 1999 [cited by applicant]
US 6000010A · Legg · 1999 [cited by applicant]
US 6260156B1 · Garvin et al. · 2001 [cited by applicant]
US 6269453B1 · Krantz · 2001 [cited by applicant]
US 6275898B1 · DeKoning · 2001 [cited by applicant]
US 6453428B1 · Stephenson · 2002 [cited by applicant]
US 6523087B2 · Busser · 2003 [cited by applicant]
US 6535417B2 · Tsuda · 2003 [cited by applicant]
US 6643748B1 · Wieland · 2003 [cited by applicant]
US 6725392B1 · Frey et al. · 2004 [cited by applicant]
US 6763455B2 · Hall · 2004 [cited by applicant]
US 6836816B2 · Kendall · 2004 [cited by applicant]
US 6985995B2 · Holland et al. · 2006 [cited by applicant]
US 7032125B2 · Holt et al. · 2006 [cited by applicant]
US 7047358B2 · Lee et al. · 2006 [cited by applicant]
US 7051155B2 · Talagala et al. · 2006 [cited by applicant]
US 7055058B2 · Lee et al. · 2006 [cited by applicant]
US 7065617B2 · Wang · 2006 [cited by applicant]
US 7069383B2 · Yamamoto et al. · 2006 [cited by applicant]
US 7076606B2 · Orsley · 2006 [cited by applicant]
US 7107480B1 · Moshayedi et al. · 2006 [cited by applicant]
US 7159150B2 · Kenchammana-Hosekote et al. · 2007 [cited by applicant]
US 7162575B2 · Dalal et al. · 2007 [cited by applicant]
US 7164608B2 · Lee · 2007 [cited by applicant]
US 7188270B1 · Nanda et al. · 2007 [cited by applicant]
US 7334156B2 · Land et al. · 2008 [cited by applicant]
US 7370220B1 · Nguyen et al. · 2008 [cited by applicant]
US 7386666B1 · Beauchamp et al. · 2008 [cited by applicant]
US 7398285B2 · Kisley · 2008 [cited by applicant]
US 7424498B1 · Patterson · 2008 [cited by applicant]
US 7424592B1 · Karr · 2008 [cited by applicant]
US 7444532B2 · Masuyama et al. · 2008 [cited by applicant]
US 7480658B2 · Heinla et al. · 2009 [cited by applicant]
US 7484056B2 · Madnani et al. · 2009 [cited by applicant]
US 7484057B1 · Madnani et al. · 2009 [cited by applicant]
US 7484059B1 · Ofer et al. · 2009 [cited by applicant]
US 7536506B2 · Ashmore et al. · 2009 [cited by applicant]
US 7558859B2 · Kasiolas · 2009 [cited by applicant]
US 7565446B2 · Talagala et al. · 2009 [cited by applicant]
US 7613947B1 · Coatney · 2009 [cited by applicant]
US 7634617B2 · Misra · 2009 [cited by applicant]
US 7634618B2 · Misra · 2009 [cited by applicant]
US 7681104B1 · Sim-Tang et al. · 2010 [cited by applicant]
US 7681105B1 · Sim-Tang et al. · 2010 [cited by applicant]
US 7681109B2 · Yang et al. · 2010 [cited by applicant]
US 7730257B2 · Franklin · 2010 [cited by applicant]
US 7730258B1 · Smith · 2010 [cited by applicant]
US 7730274B1 · Usgaonkar · 2010 [cited by applicant]
US 7743276B2 · Jacobsen et al. · 2010 [cited by applicant]
US 7752489B2 · Deenadhayalan et al. · 2010 [cited by applicant]
US 7757038B2 · Kitahara · 2010 [cited by applicant]
US 7757059B1 · Ofer et al. · 2010 [cited by applicant]
US 7778960B1 · Chatterjee et al. · 2010 [cited by applicant]
US 7783955B2 · Haratsch et al. · 2010 [cited by applicant]
US 7814272B2 · Barrall et al. · 2010 [cited by applicant]
US 7814273B2 · Barrall · 2010 [cited by applicant]
US 7818531B2 · Barrall · 2010 [cited by applicant]
US 7827351B2 · Suetsugu et al. · 2010 [cited by applicant]
US 7827439B2 · Matthew et al. · 2010 [cited by applicant]
US 7831768B2 · Ananthamurthy et al. · 2010 [cited by applicant]
US 7856583B1 · Smith · 2010 [cited by applicant]
US 7870105B2 · Arakawa et al. · 2011 [cited by applicant]
US 7873878B2 · Belluomini et al. · 2011 [cited by applicant]
US 7885938B1 · Greene et al. · 2011 [cited by applicant]
US 7886111B2 · Klemm et al. · 2011 [cited by applicant]
US 7908448B1 · Chatterjee et al. · 2011 [cited by applicant]
US 7916538B2 · Jeon et al. · 2011 [cited by applicant]
US 7921268B2 · Jakob · 2011 [cited by applicant]
US 7930499B2 · Duchesne · 2011 [cited by applicant]
US 7941697B2 · Mathew et al. · 2011 [cited by applicant]
US 7958303B2 · Shuster · 2011 [cited by applicant]
US 7971129B2 · Watson · 2011 [cited by applicant]
US 7984016B2 · Kisley · 2011 [cited by applicant]
US 7991822B2 · Bish et al. · 2011 [cited by applicant]
US 8006126B2 · Deenadhayalan et al. · 2011 [cited by applicant]
US 8010485B1 · Chatterjee et al. · 2011 [cited by applicant]
US 8010829B1 · Chatterjee et al. · 2011 [cited by applicant]
US 8020047B2 · Courtney · 2011 [cited by applicant]
US 8046548B1 · Chatterjee et al. · 2011 [cited by applicant]
US 8051361B2 · Sim-Tang et al. · 2011 [cited by applicant]
US 8051362B2 · Li et al. · 2011 [cited by applicant]
US 8074038B2 · Lionetti et al. · 2011 [cited by applicant]
US 8082393B2 · Galloway et al. · 2011 [cited by applicant]
US 8086603B2 · Nasre et al. · 2011 [cited by applicant]
US 8086634B2 · Mimatsu · 2011 [cited by applicant]
US 8086911B1 · Taylor · 2011 [cited by applicant]
US 8090837B2 · Shin et al. · 2012 [cited by applicant]
US 8108502B2 · Tabbara et al. · 2012 [cited by applicant]
US 8117388B2 · Jernigan, IV · 2012 [cited by applicant]
US 8117521B2 · Yang et al. · 2012 [cited by applicant]
US 8140821B1 · Raizen et al. · 2012 [cited by applicant]
US 8145838B1 · Miller et al. · 2012 [cited by applicant]
US 8145840B2 · Koul et al. · 2012 [cited by applicant]
US 8175012B2 · Haratsch et al. · 2012 [cited by applicant]
US 8176360B2 · Frost et al. · 2012 [cited by applicant]
US 8176405B2 · Hafner et al. · 2012 [cited by applicant]
US 8180855B2 · Aiello et al. · 2012 [cited by applicant]
US 8200922B2 · McKean et al. · 2012 [cited by applicant]
US 8209469B2 · Carpenter et al. · 2012 [cited by applicant]
US 8225006B1 · Karamcheti · 2012 [cited by applicant]
US 8239618B2 · Kotzur et al. · 2012 [cited by applicant]
US 8244999B1 · Chatterjee et al. · 2012 [cited by applicant]
US 8261016B1 · Goel · 2012 [cited by applicant]
US 8271455B2 · Kesselman · 2012 [cited by applicant]
US 8285686B2 · Kesselman · 2012 [cited by applicant]
US 8305811B2 · Jeon · 2012 [cited by applicant]
US 8315999B2 · Chatley et al. · 2012 [cited by applicant]
US 8327080B1 · Der · 2012 [cited by applicant]
US 8335769B2 · Kesselman · 2012 [cited by applicant]
US 8341118B2 · Drobychev et al. · 2012 [cited by applicant]
US 8351290B1 · Huang et al. · 2013 [cited by applicant]
US 8364920B1 · Parkison et al. · 2013 [cited by applicant]
US 8365041B2 · Chu et al. · 2013 [cited by applicant]
US 8375146B2 · Sinclair · 2013 [cited by applicant]
US 8397016B2 · Talagala et al. · 2013 [cited by applicant]
US 8402152B2 · Duran · 2013 [cited by applicant]
US 8412880B2 · Leibowitz et al. · 2013 [cited by applicant]
US 8423739B2 · Ash et al. · 2013 [cited by applicant]
US 8429436B2 · Filingim et al. · 2013 [cited by applicant]
US 8452928B1 · Ofer et al. · 2013 [cited by applicant]
US 8473698B2 · Lionetti et al. · 2013 [cited by applicant]
US 8473778B2 · Simitci · 2013 [cited by applicant]
US 8473815B2 · Yu et al. · 2013 [cited by applicant]
US 8479037B1 · Chatterjee et al. · 2013 [cited by applicant]
US 8484414B2 · Sugimoto et al. · 2013 [cited by applicant]
US 8498967B1 · Chatterjee et al. · 2013 [cited by applicant]
US 8522073B2 · Cohen · 2013 [cited by applicant]
US 8533408B1 · Madnani et al. · 2013 [cited by applicant]
US 8533527B2 · Daikokuya et al. · 2013 [cited by applicant]
US 8539177B1 · Ofer et al. · 2013 [cited by applicant]
US 8544029B2 · Bakke et al. · 2013 [cited by applicant]
US 8549224B1 · Zeryck et al. · 2013 [cited by applicant]
US 8583861B1 · Ofer et al. · 2013 [cited by applicant]
US 8589625B2 · Colgrove et al. · 2013 [cited by applicant]
US 8595455B2 · Chatterjee et al. · 2013 [cited by applicant]
US 8615599B1 · Takefman et al. · 2013 [cited by applicant]
US 8627136B2 · Shankar et al. · 2014 [cited by applicant]
US 8627138B1 · Clark · 2014 [cited by applicant]
US 8639669B1 · Douglis et al. · 2014 [cited by applicant]
US 8639863B1 · Kanapathippillai et al. · 2014 [cited by applicant]
US 8640000B1 · Cypher · 2014 [cited by applicant]
US 8650343B1 · Kanapathippillai et al. · 2014 [cited by applicant]
US 8660131B2 · Vermunt et al. · 2014 [cited by applicant]
US 8661218B1 · Piszczek et al. · 2014 [cited by applicant]
US 8671072B1 · Shah et al. · 2014 [cited by applicant]
US 8689042B1 · Kanapathippillai et al. · 2014 [cited by applicant]
US 8700875B1 · Barron et al. · 2014 [cited by applicant]
US 8706694B2 · Chatterjee et al. · 2014 [cited by applicant]
US 8706914B2 · Duchesneau · 2014 [cited by applicant]
US 8706932B1 · Kanapathippillai et al. · 2014 [cited by applicant]
US 8712963B1 · Douglis et al. · 2014 [cited by applicant]
US 8713405B2 · Healey et al. · 2014 [cited by applicant]
US 8719621B1 · Karmarkar · 2014 [cited by applicant]
US 8725730B2 · Keeton et al. · 2014 [cited by applicant]
US 8751859B2 · Becker-szendy et al. · 2014 [cited by applicant]
US 8756387B2 · Frost et al. · 2014 [cited by applicant]
US 8762793B2 · Grube et al. · 2014 [cited by applicant]
US 8769232B2 · Suryabudi et al. · 2014 [cited by applicant]
US 8775858B2 · Gower et al. · 2014 [cited by applicant]
US 8775868B2 · Colgrove et al. · 2014 [cited by applicant]
US 8788913B1 · Xin et al. · 2014 [cited by applicant]
US 8793447B2 · Usgaonkar et al. · 2014 [cited by applicant]
US 8799746B2 · Baker et al. · 2014 [cited by applicant]
US 8819311B2 · Liao · 2014 [cited by applicant]
US 8819383B1 · Jobanputra et al. · 2014 [cited by applicant]
US 8824261B1 · Miller et al. · 2014 [cited by applicant]
US 8832528B2 · Thatcher et al. · 2014 [cited by applicant]
US 8838541B2 · Camble et al. · 2014 [cited by applicant]
US 8838892B2 · Li · 2014 [cited by applicant]
US 8843700B1 · Salessi et al. · 2014 [cited by applicant]
US 8850108B1 · Hayes et al. · 2014 [cited by applicant]
US 8850288B1 · Lazier et al. · 2014 [cited by applicant]
US 8856593B2 · Eckhardt et al. · 2014 [cited by applicant]
US 8856619B1 · Cypher · 2014 [cited by applicant]
US 8862617B2 · Kesselman · 2014 [cited by applicant]
US 8862847B2 · Feng et al. · 2014 [cited by applicant]
US 8862928B2 · Xavier et al. · 2014 [cited by applicant]
US 8868825B1 · Hayes · 2014 [cited by applicant]
US 8874836B1 · Hayes · 2014 [cited by applicant]
US 8880793B2 · Nagineni · 2014 [cited by applicant]
US 8880825B2 · Lionetti et al. · 2014 [cited by applicant]
US 8886778B2 · Nedved et al. · 2014 [cited by applicant]
US 8898383B2 · Yamamoto et al. · 2014 [cited by applicant]
US 8898388B1 · Kimmel · 2014 [cited by applicant]
US 8904231B2 · Coatney et al. · 2014 [cited by applicant]
US 8918478B2 · Ozzie et al. · 2014 [cited by applicant]
US 8924824B1 · Lu · 2014 [cited by examiner]
US 8930307B2 · Colgrove et al. · 2015 [cited by applicant]
US 8930633B2 · Amit et al. · 2015 [cited by applicant]
US 8943357B2 · Atzmony · 2015 [cited by applicant]
US 8949502B2 · McKnight et al. · 2015 [cited by applicant]
US 8959110B2 · Smith et al. · 2015 [cited by applicant]
US 8959388B1 · Kuang et al. · 2015 [cited by applicant]
US 8972478B1 · Storer et al. · 2015 [cited by applicant]
US 8972779B2 · Lee et al. · 2015 [cited by applicant]
US 8977597B2 · Ganesh et al. · 2015 [cited by applicant]
US 8996828B2 · Kalos et al. · 2015 [cited by applicant]
US 9003144B1 · Hayes et al. · 2015 [cited by applicant]
US 9009724B2 · Gold et al. · 2015 [cited by applicant]
US 9021053B2 · Bernbo et al. · 2015 [cited by applicant]
US 9021215B2 · Meir et al. · 2015 [cited by applicant]
US 9025393B2 · Wu · 2015 [cited by applicant]
US 9043372B2 · Makkar et al. · 2015 [cited by applicant]
US 9047214B1 · Sharon et al. · 2015 [cited by applicant]
US 9053808B2 · Sprouse · 2015 [cited by applicant]
US 9058155B2 · Cepulis et al. · 2015 [cited by applicant]
US 9063895B1 · Madnani et al. · 2015 [cited by applicant]
US 9063896B1 · Madnani et al. · 2015 [cited by applicant]
US 9098211B1 · Madnani et al. · 2015 [cited by applicant]
US 9110898B1 · Chamness et al. · 2015 [cited by applicant]
US 9110964B1 · Shilane et al. · 2015 [cited by applicant]
US 9116819B2 · Cope et al. · 2015 [cited by applicant]
US 9117536B2 · Yoon · 2015 [cited by applicant]
US 9122401B2 · Zaltsman et al. · 2015 [cited by applicant]
US 9123422B2 · Sharon et al. · 2015 [cited by applicant]
US 9124300B2 · Olbrich et al. · 2015 [cited by applicant]
US 9134908B2 · Horn et al. · 2015 [cited by applicant]
US 9153337B2 · Sutardja · 2015 [cited by applicant]
US 9158472B2 · Kesselman et al. · 2015 [cited by applicant]
US 9159422B1 · Lee et al. · 2015 [cited by applicant]
US 9164891B2 · Karamcheti et al. · 2015 [cited by applicant]
US 9183136B2 · Kawamura et al. · 2015 [cited by applicant]
US 9189650B2 · Jaye et al. · 2015 [cited by applicant]
US 9201733B2 · Verma · 2015 [cited by applicant]
US 9207876B2 · Shu et al. · 2015 [cited by applicant]
US 9229656B1 · Contreras et al. · 2016 [cited by applicant]
US 9229810B2 · He et al. · 2016 [cited by applicant]
US 9235475B1 · Shilane et al. · 2016 [cited by applicant]
US 9244626B2 · Shah et al. · 2016 [cited by applicant]
US 9250999B1 · Barroso · 2016 [cited by applicant]
US 9251066B2 · Colgrove et al. · 2016 [cited by applicant]
US 9268648B1 · Barash et al. · 2016 [cited by applicant]
US 9268806B1 · Kesselman et al. · 2016 [cited by applicant]
US 9286002B1 · Karamcheti et al. · 2016 [cited by applicant]
US 9292214B2 · Kalos et al. · 2016 [cited by applicant]
US 9298760B1 · Li et al. · 2016 [cited by applicant]
US 9304908B1 · Karamcheti et al. · 2016 [cited by applicant]
US 9311969B2 · Murin · 2016 [cited by applicant]
US 9311970B2 · Sharon et al. · 2016 [cited by applicant]
US 9323663B2 · Karamcheti et al. · 2016 [cited by applicant]
US 9323667B2 · Bennett · 2016 [cited by applicant]
US 9323681B2 · Apostolides et al. · 2016 [cited by applicant]
US 9335942B2 · Kumar et al. · 2016 [cited by applicant]
US 9348538B2 · Mallaiah et al. · 2016 [cited by applicant]
US 9355022B2 · Ravimohan et al. · 2016 [cited by applicant]
US 9384082B1 · Lee et al. · 2016 [cited by applicant]
US 9384252B2 · Akirav et al. · 2016 [cited by applicant]
US 9389958B2 · Sundaram et al. · 2016 [cited by applicant]
US 9390019B2 · Patterson et al. · 2016 [cited by applicant]
US 9396202B1 · Drobychev et al. · 2016 [cited by applicant]
US 9400828B2 · Kesselman et al. · 2016 [cited by applicant]
US 9405478B2 · Koseki et al. · 2016 [cited by applicant]
US 9411685B2 · Lee · 2016 [cited by applicant]
US 9417960B2 · Klein · 2016 [cited by applicant]
US 9417963B2 · He et al. · 2016 [cited by applicant]
US 9430250B2 · Hamid et al. · 2016 [cited by applicant]
US 9430542B2 · Akirav et al. · 2016 [cited by applicant]
US 9432541B2 · Ishida · 2016 [cited by applicant]
US 9454434B2 · Sundaram et al. · 2016 [cited by applicant]
US 9471579B1 · Natanzon · 2016 [cited by applicant]
US 9477554B2 · Chamness et al. · 2016 [cited by applicant]
US 9477632B2 · Du · 2016 [cited by applicant]
US 9501398B2 · George et al. · 2016 [cited by applicant]
US 9525737B2 · Friedman · 2016 [cited by applicant]
US 9529542B2 · Friedman et al. · 2016 [cited by applicant]
US 9535631B2 · Fu et al. · 2017 [cited by applicant]
US 9552248B2 · Miller et al. · 2017 [cited by applicant]
US 9552291B2 · Munetoh et al. · 2017 [cited by applicant]
US 9552299B2 · Stalzer · 2017 [cited by applicant]
US 9563517B1 · Natanzon et al. · 2017 [cited by applicant]
US 9588698B1 · Karamcheti et al. · 2017 [cited by applicant]
US 9588712B2 · Kalos et al. · 2017 [cited by applicant]
US 9594652B1 · Sathiamoorthy et al. · 2017 [cited by applicant]
US 9600193B2 · Ahrens et al. · 2017 [cited by applicant]
US 9619321B1 · Sharon et al. · 2017 [cited by applicant]
US 9619430B2 · Kannan et al. · 2017 [cited by applicant]
US 9645754B2 · Li et al. · 2017 [cited by applicant]
US 9667720B1 · Bent et al. · 2017 [cited by applicant]
US 9710535B2 · Aizman et al. · 2017 [cited by applicant]
US 9733840B2 · Karamcheti et al. · 2017 [cited by applicant]
US 9734225B2 · Akirav et al. · 2017 [cited by applicant]
US 9740403B2 · Storer et al. · 2017 [cited by applicant]
US 9740700B1 · Chopra et al. · 2017 [cited by applicant]
US 9740762B2 · Horowitz et al. · 2017 [cited by applicant]
US 9747319B2 · Bestler et al. · 2017 [cited by applicant]
US 9747320B2 · Kesselman · 2017 [cited by applicant]
US 9767130B2 · Bestler et al. · 2017 [cited by applicant]
US 9781227B2 · Friedman et al. · 2017 [cited by applicant]
US 9785498B2 · Misra et al. · 2017 [cited by applicant]
US 9798486B1 · Singh · 2017 [cited by applicant]
US 9804925B1 · Carmi et al. · 2017 [cited by applicant]
US 9811285B1 · Karamcheti et al. · 2017 [cited by applicant]
US 9811546B1 · Bent et al. · 2017 [cited by applicant]
US 9818478B2 · Chung · 2017 [cited by applicant]
US 9829066B2 · Thomas et al. · 2017 [cited by applicant]
US 9836245B2 · Hayes et al. · 2017 [cited by applicant]
US 9891854B2 · Munetoh et al. · 2018 [cited by applicant]
US 9891860B1 · Delgado et al. · 2018 [cited by applicant]
US 9892005B2 · Kedem et al. · 2018 [cited by applicant]
US 9892186B2 · Akirav et al. · 2018 [cited by applicant]
US 9904589B1 · Donlan et al. · 2018 [cited by applicant]
US 9904717B2 · Anglin et al. · 2018 [cited by applicant]
US 9910748B2 · Pan · 2018 [cited by applicant]
US 9910904B2 · Anglin et al. · 2018 [cited by applicant]
US 9934237B1 · Shilane et al. · 2018 [cited by applicant]
US 9940065B2 · Kalos et al. · 2018 [cited by applicant]
US 9946604B1 · Glass · 2018 [cited by applicant]
US 9952809B2 · Shah · 2018 [cited by applicant]
US 9959167B1 · Donlan et al. · 2018 [cited by applicant]
US 9965539B2 · D'halluin et al. · 2018 [cited by applicant]
US 9998539B1 · Brock et al. · 2018 [cited by applicant]
US 10007457B2 · Hayes et al. · 2018 [cited by applicant]
US 10013177B2 · Liu et al. · 2018 [cited by applicant]
US 10013311B2 · Sundaram et al. · 2018 [cited by applicant]
US 10019314B2 · Litsyn et al. · 2018 [cited by applicant]
US 10019317B2 · Usvyatsky et al. · 2018 [cited by applicant]
US 10031703B1 · Natanzon et al. · 2018 [cited by applicant]
US 10061512B2 · Chu et al. · 2018 [cited by applicant]
US 10073626B2 · Karamcheti et al. · 2018 [cited by applicant]
US 10082985B2 · Hayes et al. · 2018 [cited by applicant]
US 10089012B1 · Chen et al. · 2018 [cited by applicant]
US 10089174B2 · Lin · 2018 [cited by applicant]
US 10089176B1 · Donlan et al. · 2018 [cited by applicant]
US 10108819B1 · Donlan et al. · 2018 [cited by applicant]
US 10146787B2 · Bashyam et al. · 2018 [cited by applicant]
US 10152268B1 · Chakraborty et al. · 2018 [cited by applicant]
US 10157098B2 · Chung et al. · 2018 [cited by applicant]
US 10162704B1 · Kirschner et al. · 2018 [cited by applicant]
US 10180875B2 · Northcott · 2019 [cited by applicant]
US 10185730B2 · Bestler et al. · 2019 [cited by applicant]
US 10235065B1 · Miller et al. · 2019 [cited by applicant]
US 20020144059A1 · Kendall · 2002 [cited by applicant]
US 20030105984A1 · Masuyama et al. · 2003 [cited by applicant]
US 20030110205A1 · Johnson · 2003 [cited by applicant]
US 20040161086A1 · Buntin et al. · 2004 [cited by applicant]
US 20050001652A1 · Malik et al. · 2005 [cited by applicant]
US 20050076228A1 · Davis et al. · 2005 [cited by applicant]
US 20050235132A1 · Karr et al. · 2005 [cited by applicant]
US 20050278460A1 · Shin et al. · 2005 [cited by applicant]
US 20050283649A1 · Turner et al. · 2005 [cited by applicant]
US 20060015683A1 · Ashmore et al. · 2006 [cited by applicant]
US 20060114930A1 · Lucas et al. · 2006 [cited by applicant]
US 20060174157A1 · Barrall et al. · 2006 [cited by applicant]
US 20060248294A1 · Nedved et al. · 2006 [cited by applicant]
US 20070079068A1 · Draggon · 2007 [cited by applicant]
US 20070214194A1 · Reuter · 2007 [cited by applicant]
US 20070214314A1 · Reuter · 2007 [cited by applicant]
US 20070234016A1 · Davis et al. · 2007 [cited by applicant]
US 20070268905A1 · Baker et al. · 2007 [cited by applicant]
US 20080080709A1 · Michtchenko et al. · 2008 [cited by applicant]
US 20080107274A1 · Worthy · 2008 [cited by applicant]
US 20080155191A1 · Anderson et al. · 2008 [cited by applicant]
US 20080295118A1 · Liao · 2008 [cited by applicant]
US 20090003058A1 · Kang · 2009 [cited by examiner]
US 20090077208A1 · Nguyen et al. · 2009 [cited by applicant]
US 20090138654A1 · Sutardja · 2009 [cited by applicant]
US 20090216910A1 · Duchesneau · 2009 [cited by applicant]
US 20090216920A1 · Lauterbach et al. · 2009 [cited by applicant]
US 20100017444A1 · Chatterjee et al. · 2010 [cited by applicant]
US 20100042636A1 · Lu · 2010 [cited by applicant]
US 20100094806A1 · Apostolides et al. · 2010 [cited by applicant]
US 20100115070A1 · Missimilly · 2010 [cited by applicant]
US 20100125695A1 · Wu et al. · 2010 [cited by applicant]
US 20100162076A1 · Sim-Tang et al. · 2010 [cited by applicant]
US 20100169707A1 · Mathew et al. · 2010 [cited by applicant]
US 20100174576A1 · Naylor · 2010 [cited by applicant]
US 20100268908A1 · Ouyang et al. · 2010 [cited by applicant]
US 20110040925A1 · Frost et al. · 2011 [cited by applicant]
US 20110060927A1 · Fillingim et al. · 2011 [cited by applicant]
US 20110119462A1 · Leach et al. · 2011 [cited by applicant]
US 20110219170A1 · Frost et al. · 2011 [cited by applicant]
US 20110238625A1 · Hamaguchi et al. · 2011 [cited by applicant]
US 20110264843A1 · Haines et al. · 2011 [cited by applicant]
US 20110302369A1 · Goto et al. · 2011 [cited by applicant]
US 20120011398A1 · Eckhardt · 2012 [cited by applicant]
US 20120079318A1 · Colgrove et al. · 2012 [cited by applicant]
US 20120089567A1 · Takahashi et al. · 2012 [cited by applicant]
US 20120110249A1 · Jeong et al. · 2012 [cited by applicant]
US 20120131253A1 · McKnight · 2012 [cited by applicant]
US 20120158923A1 · Mohamed et al. · 2012 [cited by applicant]
US 20120191900A1 · Kunimatsu et al. · 2012 [cited by applicant]
US 20120198152A1 · Terry et al. · 2012 [cited by applicant]
US 20120198261A1 · Brown et al. · 2012 [cited by applicant]
US 20120209943A1 · Jung · 2012 [cited by applicant]
US 20120226934A1 · Rao · 2012 [cited by applicant]
US 20120246435A1 · Meir et al. · 2012 [cited by applicant]
US 20120260055A1 · Murase · 2012 [cited by applicant]
US 20120311557A1 · Resch · 2012 [cited by applicant]
US 20130022201A1 · Glew et al. · 2013 [cited by applicant]
US 20130036314A1 · Glew et al. · 2013 [cited by applicant]