IP Library Granted Patent US 12,585,255
Granted Patent B2
US 12,585,255 · App. 16/143,305 · Granted Mar 24, 2026

Methods and systems for detection in an industrial internet of things data collection environment with noise pattern recognition for boiler and pipeline systems

Inventors: Charles Howard Cella (Pembroke, MA); Gerald William Duffy, Jr. (Philadelphia, PA); Jeffrey P. McGuckin (Philadelphia, PA); Mehul Desai (Oak Brook, IL)
Assignee: Strong Force IoT Portfolio 2016, LLC
H04B17/29B62D15/0215G01M13/028G01M13/04G01M13/045G05B13/028G05B19/4183G05B19/4184G05B19/41845G05B19/4185G05B19/41865G05B19/41875G05B23/0221G05B23/0229G05B23/024G05B23/0264G05B23/0283G05B23/0286G05B23/0289G05B23/0291G05B23/0294G05B23/0297G06F3/0608G06F3/0619G06F3/0635G06F3/067G06F18/2178G06N3/006G06N3/02G06N3/044G06N3/045G06N3/047G06N3/084G06N3/088G06N5/046G06N7/01G06N20/00G06Q10/04G06Q10/0639G06Q30/02G06Q30/0278G06Q30/06G06Q50/00G06V10/7784G06V10/82G16Z99/00H02M1/12H03M1/12H04B17/23H04B17/309H04B17/318H04B17/345H04L1/0002H04L1/0041H04L1/18H04L1/1874H04L67/1097H04L67/12H04W4/38H04W4/70B62D5/0463G05B19/042G05B23/02G05B23/0208G05B2219/32287G05B2219/35001G05B2219/37337G05B2219/37351G05B2219/37434G05B2219/37537G05B2219/40115G05B2219/45004G05B2219/45129G06F17/18G06F18/21G06F18/217G06F18/25G06N3/126H04B17/40H04L1/0009H04L5/0064H04L67/306Y02P80/10Y02P90/02Y02P90/80Y04S50/00Y04S50/12Y10S707/99939
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Quick Facts
Patent No.
US 12,585,255
App. No.
16/143,305
Granted
Mar 24, 2026
Kind
B2
Abstract

Methods and systems for a monitoring system for data collection in an industrial environment including a data collector communicatively coupled to a plurality of input channels connected to data collection points operationally coupled to at least one industrial component in at least one of an industrial boiler system or industrial pipeline system; a data storage structured to store a library of stored noise patterns associated with operation of the at least one industrial component; a data acquisition circuit structured to interpret a plurality of detection values from the collected data; and a data analysis circuit structured to: analyze the collected data, determine a measured noise pattern for the at least one industrial component, and compare the measured noise pattern to the library of stored noise patterns to identify a changed condition of the at least one industrial component.

Claims (39)

1 . A monitoring system for data collection in an industrial environment, the system comprising:

a data collector electrically coupled to a plurality of data input channels electrically connected to data collection points operationally coupled to at least one industrial component in at least one of an industrial boiler system or an industrial pipeline system, the data collection points being configured to collect data and electrically transmit the collected data to the data collector via the plurality of data input channels;

a data storage structured to store a library of stored noise patterns associated with operation of the at least one industrial component, the library of stored noise patterns being from a noise pattern data market, the noise pattern data market comprising a self-organizing data marketplace for industrial IoT noise pattern data;

a data acquisition circuit in electronic communication with the data collector and structured to interpret a plurality of detection values from collected data, each of the plurality of detection values corresponding to at least one of the plurality of data input channels; and

a data analysis circuit in electronic communication with the data acquisition circuit and structured to:

analyze the collected data;

determine a measured noise pattern for the at least one industrial component; and

compare the measured noise pattern to the library of stored noise patterns to identify a changed condition of the at least one industrial component.

2 . The system of claim 1 , wherein the library of stored noise patterns comprises a plurality of noise patterns corresponding to a plurality of associated states of the at least one industrial component.

3 . The system of claim 2 , wherein the data analysis circuit further comprises at least one of a rule-based expert system or a model-based expert system to identify changes in the measured noise pattern.

4 . The system of claim 3 , wherein the data analysis circuit is further structured to seed the at least one of the rule-based expert system or the model-based expert system using the library of stored noise patterns.

5 . The system of claim 1 , wherein the data analysis circuit utilizes a noise pattern analysis to determine if the measured noise pattern matches a noise pattern of a second industrial component stored in the library of stored noise patterns.

6 . The system of claim 1 , wherein the library of stored noise patterns uses a distributed ledger to store transactional data.

7 . The system of claim 1 , wherein the data analysis circuit utilizes a noise pattern analysis to identify the changed condition.

8 . A computer-implemented method for data collection in an industrial environment, the method comprising:

collecting data via a data collector electrically coupled to a plurality of data input channels, the plurality of data input channels being electrically connected to data collection points operationally coupled to at least one industrial component in at least one of an industrial boiler system or an industrial pipeline system, the data collection points electrically transmitting the collected data to the data collector via the plurality of data input channels;

receiving a library of stored noise patterns from a noise pattern data market, the noise pattern data market comprising a self-organizing data marketplace for industrial IoT noise pattern data;

storing the library of stored noise patterns in a data storage, the stored noise patterns being associated with operation of the at least one industrial component;

interpreting a plurality of detection values from the collected data with a data acquisition circuit, each of the plurality of detection values corresponding to at least one of the plurality of data input channels;

analyzing the collected data;

determining a measured noise pattern for the at least one industrial component;

comparing the measured noise pattern to the library of stored noise patterns to identify a changed condition of the at least one industrial component; and

utilizing a noise pattern analysis to determine if the measured noise pattern matches a noise pattern of a second industrial component stored in the library of stored noise patterns.

9 . The method of claim 8 , further comprising using a distributed ledger to store transactional data relating to the library of stored noise patterns.

10 . The method of claim 8 , wherein the library of stored noise patterns comprises a plurality of noise patterns corresponding to a plurality of associated states of the at least one industrial component.

11 . The method of claim 8 , further comprising operating at least one of a rule-based expert system or a model-based expert system to identify the changed condition.

12 . An apparatus for monitoring data collection in an industrial environment, the apparatus comprising:

a data collector electrically coupled to a plurality of data input channels electrically connected to data collection points operationally coupled to at least one industrial component in at least one of an industrial boiler system or an industrial pipeline system;

a library of stored noise patterns received from a noise pattern data market, the noise pattern data market comprising a self-organizing data marketplace for industrial IoT noise pattern data;

a data storage structured to store the library of stored noise patterns associated with operation of the at least one industrial component;

a data acquisition circuit in electronic communication with the data collector and structured to interpret a plurality of detection values from collected data, each of the plurality of detection values corresponding to at least one of the plurality of data input channels; and

a data analysis circuit in electronic communication with the data acquisition circuit and structured to:

analyze the collected data;

determine a measured noise pattern for the at least one industrial component; and

compare the measured noise pattern to the library of stored noise patterns to identify a state value of the at least one industrial component,

wherein the library of stored noise patterns uses a distributed ledger to store transactional data.

13 . The apparatus of claim 12 , wherein the library of stored noise patterns comprises a plurality of noise patterns corresponding to a plurality of associated states of the at least one industrial component.

14 . The apparatus of claim 12 , wherein the data analysis circuit utilizes a noise pattern analysis to determine if the measured noise pattern matches a noise pattern of a second industrial component stored in the library of stored noise patterns.

15 . The apparatus of claim 12 , wherein the data analysis circuit further comprises at least one of a rule-based expert system or a model-based expert system to identify the state value.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Apr 24, 2020
From: CELLA, CHARLES HOWARD; DUFFY, GERALD WILLIAM, JR; MCGUCKIN, JEFFREY P.; DESAI, MEHUL
To: STRONG FORCE IOT PORTFOLIO 2016, LLC
Reel/Frame 052486/0898 →
Continuity (13)
Continuation 15973406 · May 7, 2018
Continuation In Part PCTUS2017031721 · May 9, 2017
Continuation PCTUS2018045036 · Aug 2, 2018
Continuation 15973406 · May 7, 2018
Provisional Application 62333589 · May 9, 2016
Provisional Application 62350672 · Jun 15, 2016
Provisional Application 62412843 · Oct 26, 2016
Provisional Application 62427141 · Nov 28, 2016
Provisional Application 62540557 · Aug 2, 2017
Provisional Application 62562487 · Sep 24, 2017
Provisional Application 62583487 · Nov 8, 2017
Provisional Application 62540513 · Aug 2, 2017
Related Publication 20190025812A1 · Jan 24, 2019
References Cited (400)
US 3706982A · Gehman · 1972 [cited by applicant]
US 3714822A · Lutz · 1973 [cited by applicant]
US 3731526A · Games · 1973 [cited by applicant]
US 3758764A · Harner · 1973 [cited by applicant]
US 4060716A · Pekrul et al. · 1977 [cited by applicant]
US 4074142A · Jackson · 1978 [cited by applicant]
US 4144768A · Andersson et al. · 1979 [cited by applicant]
US 4410065A · Harvey · 1983 [cited by applicant]
US 4605928A · Georgiou · 1986 [cited by applicant]
US 4620304A · Faran et al. · 1986 [cited by applicant]
US 4665398A · Lynch et al. · 1987 [cited by applicant]
US 4740736A · Sidman et al. · 1988 [cited by applicant]
US 4852083A · Niehaus et al. · 1989 [cited by applicant]
US 4881071A · Monterosso et al. · 1989 [cited by applicant]
US 4945540A · Kaneko · 1990 [cited by applicant]
US 4980844A · Demjanenko et al. · 1990 [cited by applicant]
US 4985857A · Bajpai et al. · 1991 [cited by applicant]
US 4991429A · Stacey et al. · 1991 [cited by applicant]
US 5045851A · Davis et al. · 1991 [cited by applicant]
US 5065819A · Kasevich · 1991 [cited by applicant]
US 5072366A · Simcoe · 1991 [cited by applicant]
US 5123011A · Hein et al. · 1992 [cited by applicant]
US 5155802A · Mueller et al. · 1992 [cited by applicant]
US 5157629A · Sato et al. · 1992 [cited by applicant]
US 5182760A · Montgomery · 1993 [cited by applicant]
US 5276620A · Bottesch · 1994 [cited by applicant]
US 5311562A · Palusamy et al. · 1994 [cited by applicant]
US 5386373A · Keeler et al. · 1995 [cited by applicant]
US 5407265A · Hamidieh et al. · 1995 [cited by applicant]
US 5455778A · Ide et al. · 1995 [cited by applicant]
US 5465162A · Nishii et al. · 1995 [cited by applicant]
US 5469150A · Sitte · 1995 [cited by applicant]
US 5541914A · Krishnamoorthy et al. · 1996 [cited by applicant]
US 5543245A · Andrieu et al. · 1996 [cited by applicant]
US 5548584A · Beck et al. · 1996 [cited by applicant]
US 5548597A · Kayama et al. · 1996 [cited by applicant]
US 5566092A · Wang et al. · 1996 [cited by applicant]
US 5568356A · Schwartz · 1996 [cited by applicant]
US 5602761A · Spoerre et al. · 1997 [cited by applicant]
US 5629870A · Farag et al. · 1997 [cited by applicant]
US 5650951A · Staver · 1997 [cited by applicant]
US 5663894A · Seth et al. · 1997 [cited by applicant]
US 5701394A · Arita et al. · 1997 [cited by applicant]
US 5710723A · Hoth et al. · 1998 [cited by applicant]
US 5715821A · Faupel · 1998 [cited by applicant]
US 5724475A · Kirsten · 1998 [cited by applicant]
US 5788789A · Cooper · 1998 [cited by applicant]
US 5794224A · Yufik · 1998 [cited by applicant]
US 5809490A · Guiver et al. · 1998 [cited by applicant]
US 5825646A · Keeler et al. · 1998 [cited by applicant]
US 5826982A · Schieferdecker et al. · 1998 [cited by applicant]
US 5842034A · Bolstad et al. · 1998 [cited by applicant]
US 5852793A · Board et al. · 1998 [cited by applicant]
US 5854994A · Canada et al. · 1998 [cited by applicant]
US 5864773A · Barna et al. · 1999 [cited by applicant]
US 5874790A · Macks · 1999 [cited by applicant]
US 5884224A · Mcnabb et al. · 1999 [cited by applicant]
US 5895857A · Robinson et al. · 1999 [cited by applicant]
US 5917352A · Dunlap et al. · 1999 [cited by applicant]
US 5917428A · Discenzo et al. · 1999 [cited by applicant]
US 5924499A · Birchak et al. · 1999 [cited by applicant]
US 5941305A · Thrasher et al. · 1999 [cited by applicant]
US 5965819A · Piety et al. · 1999 [cited by applicant]
US 5974150A · Kaish et al. · 1999 [cited by applicant]
US 5991308A · Fuhrmann et al. · 1999 [cited by applicant]
US 6003030A · Kenner et al. · 1999 [cited by applicant]
US 6034662A · Kim · 2000 [cited by applicant]
US 6078847A · Eidson et al. · 2000 [cited by applicant]
US 6084911A · Ishikawa · 2000 [cited by applicant]
US 6111333A · Takahashi et al. · 2000 [cited by applicant]
US 6141355A · Palmer et al. · 2000 [cited by applicant]
US 6184713B1 · Agrawal et al. · 2001 [cited by applicant]
US 6198246B1 · Yutkowitz · 2001 [cited by applicant]
US 6222456B1 · Tice · 2001 [cited by applicant]
US 6272479B1 · Farry et al. · 2001 [cited by applicant]
US 6298308B1 · Reid et al. · 2001 [cited by applicant]
US 6298454B1 · Schleiss et al. · 2001 [cited by applicant]
US 6301572B1 · Harrison · 2001 [cited by applicant]
US 6330525B1 · Hays et al. · 2001 [cited by applicant]
US 6344747B1 · Lunghofer et al. · 2002 [cited by applicant]
US 6385513B1 · Murray et al. · 2002 [cited by applicant]
US 6388597B1 · Maezawa et al. · 2002 [cited by applicant]
US 6421341B1 · Han et al. · 2002 [cited by applicant]
US 6426602B1 · McCann et al. · 2002 [cited by applicant]
US 6434512B1 · Discenzo · 2002 [cited by applicant]
US 6446058B1 · Brown · 2002 [cited by applicant]
US 6448758B1 · Krahn et al. · 2002 [cited by applicant]
US 6484109B1 · Lofall · 2002 [cited by applicant]
US 6502042B1 · Eid et al. · 2002 [cited by applicant]
US 6502125B1 · Kenner et al. · 2002 [cited by applicant]
US 6554978B1 · Vandenborre · 2003 [cited by applicant]
US 6581048B1 · Werbos · 2003 [cited by applicant]
US 6628567B1 · Prosser et al. · 2003 [cited by applicant]
US 6633782B1 · Schleiss et al. · 2003 [cited by applicant]
US 6678268B1 · Francis et al. · 2004 [cited by applicant]
US 6694049B1 · Woodall · 2004 [cited by applicant]
US 6735579B1 · Woodall · 2004 [cited by applicant]
US 6737958B1 · Satyanarayana · 2004 [cited by applicant]
US 6789030B1 · Coyle et al. · 2004 [cited by applicant]
US 6795794B2 · Anastasio et al. · 2004 [cited by applicant]
US 6847353B1 · Sasselli et al. · 2005 [cited by applicant]
US 6853920B2 · Hsiung et al. · 2005 [cited by applicant]
US 6856600B1 · Russell et al. · 2005 [cited by applicant]
US 6865509B1 · Hsiung et al. · 2005 [cited by applicant]
US 6970758B1 · Shi et al. · 2005 [cited by applicant]
US 6977889B1 · Kawaguchi et al. · 2005 [cited by applicant]
US 6977890B2 · Oohashi et al. · 2005 [cited by applicant]
US 6982974B1 · Saleh et al. · 2006 [cited by applicant]
US 7027981B2 · Bizjak · 2006 [cited by applicant]
US 7034711B2 · Sakatani et al. · 2006 [cited by applicant]
US 7043728B1 · Galpin · 2006 [cited by applicant]
US 7058712B1 · Vasko et al. · 2006 [cited by applicant]
US 7072295B1 · Benson et al. · 2006 [cited by applicant]
US 7135888B1 · Hutton et al. · 2006 [cited by applicant]
US 7142990B2 · Bouse et al. · 2006 [cited by applicant]
US 7174176B1 · Liu · 2007 [cited by applicant]
US 7206646B2 · Blevins et al. · 2007 [cited by applicant]
US 7218974B2 · Rumi et al. · 2007 [cited by applicant]
US 7225037B2 · Shani · 2007 [cited by applicant]
US 7228241B1 · Butas et al. · 2007 [cited by applicant]
US 7249284B2 · Shah et al. · 2007 [cited by applicant]
US 7304587B2 · Boaz · 2007 [cited by applicant]
US 7386352B2 · Davis et al. · 2008 [cited by applicant]
US 7525360B1 · Wang et al. · 2009 [cited by applicant]
US 7539549B1 · Discenzo et al. · 2009 [cited by applicant]
US 7557702B2 · Eryurek et al. · 2009 [cited by applicant]
US 7558687B1 · Bode · 2009 [cited by applicant]
US 7581434B1 · Discenzo et al. · 2009 [cited by applicant]
US 7591183B2 · King · 2009 [cited by applicant]
US 7596803B1 · Barto et al. · 2009 [cited by applicant]
US 7657333B2 · Bradford et al. · 2010 [cited by applicant]
US 7710153B1 · Masleid et al. · 2010 [cited by applicant]
US 7836168B1 · Vasko et al. · 2010 [cited by applicant]
US 7896012B1 · Lee et al. · 2011 [cited by applicant]
US 8044793B2 · Eryurek et al. · 2011 [cited by applicant]
US 8057646B2 · Hinatsu et al. · 2011 [cited by applicant]
US 8060017B2 · Schlicht et al. · 2011 [cited by applicant]
US 8102188B1 · Chan et al. · 2012 [cited by applicant]
US 8200775B2 · Moore · 2012 [cited by applicant]
US 8229682B2 · El-Refaie et al. · 2012 [cited by applicant]
US 8352149B2 · Meacham · 2013 [cited by applicant]
US 8506656B1 · Turocy · 2013 [cited by applicant]
US 8571904B2 · Guru et al. · 2013 [cited by applicant]
US 8612029B2 · Cottrell et al. · 2013 [cited by applicant]
US 8615082B1 · Selman et al. · 2013 [cited by applicant]
US 8615374B1 · Discenzo · 2013 [cited by applicant]
US 8682930B2 · Das et al. · 2014 [cited by applicant]
US 8700360B2 · Garimella et al. · 2014 [cited by applicant]
US 8713476B2 · Martyn · 2014 [cited by applicant]
US 8761911B1 · Chapman et al. · 2014 [cited by applicant]
US 8766925B2 · Perlin et al. · 2014 [cited by applicant]
US 8799800B2 · Hood et al. · 2014 [cited by applicant]
US 8831788B2 · Flynn et al. · 2014 [cited by applicant]
US 8874283B1 · Cavote · 2014 [cited by applicant]
US 8924033B2 · Goutard et al. · 2014 [cited by applicant]
US 8977578B1 · Cruz-Albrecht et al. · 2015 [cited by applicant]
US 9092593B2 · Nasle · 2015 [cited by applicant]
US 9104189B2 · Berges Gonzalez et al. · 2015 [cited by applicant]
US 9104271B1 · Adams et al. · 2015 [cited by applicant]
US 9225783B2 · Stephanson · 2015 [cited by applicant]
US 9314190B1 · Giuffrida et al. · 2016 [cited by applicant]
US 9349098B1 · Ionson · 2016 [cited by applicant]
US 9403279B2 · Smith et al. · 2016 [cited by applicant]
US 9418339B1 · Leonard et al. · 2016 [cited by applicant]
US 9432298B1 · Smith · 2016 [cited by applicant]
US 9435684B2 · Baldwin · 2016 [cited by applicant]
US 9471206B2 · Girardeau · 2016 [cited by applicant]
US 9518459B1 · Bermudez et al. · 2016 [cited by applicant]
US 9557438B2 · Wessling et al. · 2017 [cited by applicant]
US 9567099B2 · Poux et al. · 2017 [cited by applicant]
US 9596298B1 · Bekiroglu et al. · 2017 [cited by applicant]
US 9604649B1 · Pastor et al. · 2017 [cited by applicant]
US 9617914B2 · Minto et al. · 2017 [cited by applicant]
US 9619999B2 · Stephanson · 2017 [cited by applicant]
US 9621173B1 · Xiu · 2017 [cited by applicant]
US 9638829B2 · Davoodi et al. · 2017 [cited by applicant]
US 9645575B2 · Watson · 2017 [cited by applicant]
US 9652962B1 · Bulumulla et al. · 2017 [cited by applicant]
US 9696198B2 · Turner et al. · 2017 [cited by applicant]
US 9721210B1 · Brown · 2017 [cited by applicant]
US 9729639B2 · Sustaeta et al. · 2017 [cited by applicant]
US 9755984B1 · Feroz et al. · 2017 [cited by applicant]
US 9759213B2 · Bassett et al. · 2017 [cited by applicant]
US 9760174B1 · Letendre · 2017 [cited by applicant]
US 9800646B1 · Stamatakis et al. · 2017 [cited by applicant]
US 9804588B2 · Blevins et al. · 2017 [cited by applicant]
US 9818136B1 · Hoffberg · 2017 [cited by applicant]
US 9824311B1 · Cruz-Albrecht et al. · 2017 [cited by applicant]
US 9843536B2 · Miller · 2017 [cited by applicant]
US 9846752B2 · Nasle · 2017 [cited by applicant]
US 9874923B1 · Brown et al. · 2018 [cited by applicant]
US 9912733B2 · T et al. · 2018 [cited by applicant]
US 9916702B2 · Rudenko et al. · 2018 [cited by applicant]
US 9976986B2 · Wayman et al. · 2018 [cited by applicant]
US 9979664B2 · Ho et al. · 2018 [cited by applicant]
US 9986313B2 · Schwarzkopf et al. · 2018 [cited by applicant]
US 9992088B1 · Ho et al. · 2018 [cited by applicant]
US 10045373B2 · Wang et al. · 2018 [cited by applicant]
US 10073447B2 · Uchida et al. · 2018 [cited by applicant]
US 10097403B2 · Anand et al. · 2018 [cited by applicant]
US 10120374B2 · Hosek et al. · 2018 [cited by applicant]
US 10168248B1 · Morey et al. · 2019 [cited by applicant]
US 10234853B2 · Mukkamala et al. · 2019 [cited by applicant]
US 10268191B1 · Lockwood et al. · 2019 [cited by applicant]
US 10338553B2 · Cella et al. · 2019 [cited by applicant]
US 10378994B2 · Raman et al. · 2019 [cited by applicant]
US 10382556B2 · Ferre et al. · 2019 [cited by applicant]
US 10394210B2 · Cella et al. · 2019 [cited by applicant]
US 10401846B2 · Chen et al. · 2019 [cited by applicant]
US 10409926B2 · Mehta et al. · 2019 [cited by applicant]
US 10476985B1 · Spina et al. · 2019 [cited by applicant]
US 10545472B2 · Cella et al. · 2020 [cited by applicant]
US 10545473B2 · Cella et al. · 2020 [cited by applicant]
US 10545474B2 · Cella et al. · 2020 [cited by applicant]
US 10560388B2 · Ho et al. · 2020 [cited by applicant]
US 10564638B1 · Lockwood et al. · 2020 [cited by applicant]
US 10678225B2 · Kidd et al. · 2020 [cited by applicant]
US 10706693B1 · Castillo Canales et al. · 2020 [cited by applicant]
US 10732582B2 · Weast et al. · 2020 [cited by applicant]
US 10739746B2 · Aparicio Ojea et al. · 2020 [cited by applicant]
US 10807804B2 · Kulick et al. · 2020 [cited by applicant]
US 10831093B1 · Lablans · 2020 [cited by applicant]
US 10983507B2 · Cella et al. · 2021 [cited by applicant]
US 11029680B2 · Cella et al. · 2021 [cited by applicant]
US 11327475B2 · Cella et al. · 2022 [cited by applicant]
US 11372394B2 · Cella et al. · 2022 [cited by applicant]
US 11442445B2 · Cella et al. · 2022 [cited by applicant]
US 11774944B2 · Cella et al. · 2023 [cited by applicant]
US 11791914B2 · Cella et al. · 2023 [cited by applicant]
US 20010015918A1 · Bhatnagar · 2001 [cited by applicant]
US 20010035912A1 · Cooper et al. · 2001 [cited by applicant]
US 20020002414A1 · Hsiung et al. · 2002 [cited by applicant]
US 20020004694A1 · McLeod et al. · 2002 [cited by applicant]
US 20020013664A1 · Strackeljan et al. · 2002 [cited by applicant]
US 20020018545A1 · Crichlow · 2002 [cited by applicant]
US 20020032544A1 · Reid et al. · 2002 [cited by applicant]
US 20020055334A1 · Simmons · 2002 [cited by applicant]
US 20020064453A1 · Tse · 2002 [cited by applicant]
US 20020075883A1 · Dell et al. · 2002 [cited by applicant]
US 20020077711A1 · Belvins et al. · 2002 [cited by applicant]
US 20020084815A1 · Murphy et al. · 2002 [cited by applicant]
US 20020109568A1 · Wohlfarth · 2002 [cited by applicant]
US 20020129661A1 · Clarke et al. · 2002 [cited by applicant]
US 20020152037A1 · Sunshine et al. · 2002 [cited by applicant]
US 20020174708A1 · Mattes · 2002 [cited by applicant]
US 20020177878A1 · Poore et al. · 2002 [cited by applicant]
US 20020178277A1 · Laksono · 2002 [cited by applicant]
US 20020181799A1 · Matsugu et al. · 2002 [cited by applicant]
US 20030014423A1 · Chuah et al. · 2003 [cited by applicant]
US 20030028268A1 · Eryurek et al. · 2003 [cited by applicant]
US 20030054960A1 · Bedard · 2003 [cited by applicant]
US 20030061004A1 · Discenzo · 2003 [cited by applicant]
US 20030069648A1 · Douglas et al. · 2003 [cited by applicant]
US 20030070059A1 · Dally et al. · 2003 [cited by applicant]
US 20030083756A1 · Hsiung et al. · 2003 [cited by applicant]
US 20030088529A1 · Klinker et al. · 2003 [cited by applicant]
US 20030094992A1 · Geysen · 2003 [cited by applicant]
US 20030101575A1 · Green et al. · 2003 [cited by applicant]
US 20030118081A1 · Philips et al. · 2003 [cited by applicant]
US 20030137648A1 · Van et al. · 2003 [cited by applicant]
US 20030147351A1 · Greenlee · 2003 [cited by applicant]
US 20030149456A1 · Rottenberg et al. · 2003 [cited by applicant]
US 20030151397A1 · Murphy et al. · 2003 [cited by applicant]
US 20030158795A1 · Markham et al. · 2003 [cited by applicant]
US 20030165398A1 · Waldo et al. · 2003 [cited by applicant]
US 20030174681A1 · Gilberton et al. · 2003 [cited by applicant]
US 20030189163A1 · Ueyama et al. · 2003 [cited by applicant]
US 20030200022A1 · Streichsbier et al. · 2003 [cited by applicant]
US 20030229471A1 · Guralnik et al. · 2003 [cited by applicant]
US 20040019461A1 · Bouse et al. · 2004 [cited by applicant]
US 20040024568A1 · Eryurek et al. · 2004 [cited by applicant]
US 20040030450A1 · Solomon · 2004 [cited by applicant]
US 20040044744A1 · Grosner et al. · 2004 [cited by applicant]
US 20040068416A1 · Solomon · 2004 [cited by applicant]
US 20040093516A1 · Hornbeek et al. · 2004 [cited by applicant]
US 20040102924A1 · Jarrell et al. · 2004 [cited by applicant]
US 20040109065A1 · Tokunaga · 2004 [cited by applicant]
US 20040120359A1 · Frenzel et al. · 2004 [cited by applicant]
US 20040138832A1 · Judd · 2004 [cited by applicant]
US 20040165783A1 · Reynolds et al. · 2004 [cited by applicant]
US 20040172147A1 · Dillon · 2004 [cited by applicant]
US 20040186927A1 · Eryurek et al. · 2004 [cited by applicant]
US 20040194557A1 · Nagase · 2004 [cited by applicant]
US 20040205097A1 · Toumazou et al. · 2004 [cited by applicant]
US 20040249520A1 · Maine · 2004 [cited by applicant]
US 20040259563A1 · Morton et al. · 2004 [cited by applicant]
US 20040267395A1 · Discenzo et al. · 2004 [cited by applicant]
US 20050007249A1 · Eryurek et al. · 2005 [cited by applicant]
US 20050010462A1 · Dausch et al. · 2005 [cited by applicant]
US 20050010958A1 · Rakib et al. · 2005 [cited by applicant]
US 20050011266A1 · Robinson et al. · 2005 [cited by applicant]
US 20050011278A1 · Brown · 2005 [cited by examiner]
US 20050090756A1 · Wolf et al. · 2005 [cited by applicant]
US 20050100172A1 · Schliep et al. · 2005 [cited by applicant]
US 20050132808A1 · Brown et al. · 2005 [cited by applicant]
US 20050159921A1 · Louviere et al. · 2005 [cited by applicant]
US 20050162258A1 · King · 2005 [cited by applicant]
US 20050165581A1 · Roba et al. · 2005 [cited by applicant]
US 20050200497A1 · Smithson et al. · 2005 [cited by applicant]
US 20050204820A1 · Treiber et al. · 2005 [cited by applicant]
US 20050240289A1 · Hoyte et al. · 2005 [cited by applicant]
US 20050246140A1 · Oconnor et al. · 2005 [cited by applicant]
US 20060006997A1 · Rose-Pehrsson et al. · 2006 [cited by applicant]
US 20060010230A1 · Karklins et al. · 2006 [cited by applicant]
US 20060015294A1 · Yetter et al. · 2006 [cited by applicant]
US 20060020202A1 · Mathew et al. · 2006 [cited by applicant]
US 20060026164A1 · Jung et al. · 2006 [cited by applicant]
US 20060028993A1 · Yang et al. · 2006 [cited by applicant]
US 20060034569A1 · Shih et al. · 2006 [cited by applicant]
US 20060056372A1 · Karaoguz et al. · 2006 [cited by applicant]
US 20060069689A1 · Karklins et al. · 2006 [cited by applicant]
US 20060073013A1 · Emigholz et al. · 2006 [cited by applicant]
US 20060129340A1 · Straznicky · 2006 [cited by applicant]
US 20060150738A1 · Leigh · 2006 [cited by applicant]
US 20060152636A1 · Matsukawa et al. · 2006 [cited by applicant]
US 20060155900A1 · Sagues et al. · 2006 [cited by applicant]
US 20060167638A1 · Murphy et al. · 2006 [cited by applicant]
US 20060178762A1 · Wroblewski et al. · 2006 [cited by applicant]
US 20060184264A1 · Willis et al. · 2006 [cited by applicant]
US 20060223634A1 · Feldman et al. · 2006 [cited by applicant]
US 20060224254A1 · Rumi et al. · 2006 [cited by applicant]
US 20060224545A1 · Keith · 2006 [cited by applicant]
US 20060229739A1 · Morikawa · 2006 [cited by applicant]
US 20060241907A1 · Armstrong et al. · 2006 [cited by applicant]
US 20060250959A1 · Porat · 2006 [cited by applicant]
US 20060259163A1 · Hsiung et al. · 2006 [cited by applicant]
US 20060271617A1 · Hughes et al. · 2006 [cited by applicant]
US 20060271677A1 · Mercier · 2006 [cited by applicant]
US 20060272859A1 · Pastusek et al. · 2006 [cited by applicant]
US 20060274153A1 · Levien et al. · 2006 [cited by applicant]
US 20060279279A1 · Foley · 2006 [cited by applicant]
US 20070025382A1 · Jones et al. · 2007 [cited by applicant]
US 20070034019A1 · Doihara et al. · 2007 [cited by applicant]
US 20070047444A1 · Leroy et al. · 2007 [cited by applicant]
US 20070056379A1 · Nassar et al. · 2007 [cited by applicant]
US 20070067678A1 · Hosek et al. · 2007 [cited by applicant]
US 20070076590A1 · Galpin et al. · 2007 [cited by applicant]
US 20070078802A1 · Bestgen et al. · 2007 [cited by applicant]
US 20070111661A1 · Bargroff et al. · 2007 [cited by applicant]
US 20070118286A1 · Wang et al. · 2007 [cited by applicant]
US 20070135984A1 · Breed et al. · 2007 [cited by applicant]
US 20070204023A1 · Ohta · 2007 [cited by applicant]
US 20070206505A1 · Forbes · 2007 [cited by applicant]
US 20070207752A1 · Behzad · 2007 [cited by applicant]
US 20070208483A1 · Rabin · 2007 [cited by applicant]
US 20070260656A1 · Wiig · 2007 [cited by applicant]
US 20070270671A1 · Gal · 2007 [cited by applicant]
US 20070277613A1 · Watsubo et al. · 2007 [cited by applicant]
US 20070280332A1 · Srikanteswara et al. · 2007 [cited by applicant]
US 20070296368A1 · Woodland et al. · 2007 [cited by applicant]
US 20080049747A1 · McNaughton et al. · 2008 [cited by applicant]
US 20080065331A1 · Pastusek et al. · 2008 [cited by applicant]
US 20080079029A1 · Williams · 2008 [cited by applicant]
US 20080082345A1 · Greiner et al. · 2008 [cited by applicant]
US 20080101683A1 · Zombo et al. · 2008 [cited by applicant]
US 20080112140A1 · Wong · 2008 [cited by applicant]
US 20080141072A1 · Kalgren et al. · 2008 [cited by applicant]
US 20080151694A1 · Slater · 2008 [cited by applicant]
US 20080156094A1 · Holmes et al. · 2008 [cited by applicant]
US 20080162302A1 · Sundaresan et al. · 2008 [cited by applicant]
US 20080169914A1 · Albertson et al. · 2008 [cited by applicant]
US 20080170853A1 · Rakib et al. · 2008 [cited by applicant]
US 20080194975A1 · MacQuarrie et al. · 2008 [cited by applicant]
US 20080205439A1 · Li et al. · 2008 [cited by applicant]
US 20080209046A1 · Karkanias et al. · 2008 [cited by applicant]
US 20080224845A1 · Bires · 2008 [cited by applicant]
US 20080234964A1 · Miyasaka et al. · 2008 [cited by applicant]
US 20080243342A1 · Breed · 2008 [cited by applicant]
US 20080243439A1 · Runkle et al. · 2008 [cited by applicant]
US 20080252481A1 · Vacar et al. · 2008 [cited by applicant]
US 20080262759A1 · Bosl et al. · 2008 [cited by applicant]
US 20080278197A1 · Murotake · 2008 [cited by applicant]
US 20080288321A1 · Dillon et al. · 2008 [cited by applicant]
US 20080319279A1 · Ramsay et al. · 2008 [cited by applicant]
US 20080320182A1 · Rugo et al. · 2008 [cited by applicant]
US 20090003599A1 · Hart et al. · 2009 [cited by applicant]
US 20090012654A1 · Culp et al. · 2009 [cited by applicant]
US 20090031419A1 · Laksono · 2009 [cited by applicant]
US 20090055126A1 · Yanovich et al. · 2009 [cited by applicant]
US 20090061775A1 · Warren et al. · 2009 [cited by applicant]
US 20090063026A1 · Laubender · 2009 [cited by applicant]
US 20090063739A1 · Weddle · 2009 [cited by applicant]
US 20090064250A1 · Nakata · 2009 [cited by applicant]
US 20090066505A1 · Jensen et al. · 2009 [cited by applicant]
US 20090071264A1 · Wray · 2009 [cited by applicant]
US 20090083019A1 · Nasle · 2009 [cited by applicant]
US 20090084657A1 · Brandt et al. · 2009 [cited by applicant]
US 20090089682A1 · Baier et al. · 2009 [cited by applicant]
US 20090093975A1 · Judd · 2009 [cited by applicant]
US 20090135761A1 · Khandekar et al. · 2009 [cited by applicant]
US 20090147673A1 · Niigata · 2009 [cited by applicant]
US 20090171950A1 · Lunenfeld · 2009 [cited by applicant]
US 20090194274A1 · Del et al. · 2009 [cited by applicant]
US 20090204232A1 · Guru et al. · 2009 [cited by applicant]
US 20090204234A1 · Sustaeta et al. · 2009 [cited by applicant]
US 20090204237A1 · Sustaeta et al. · 2009 [cited by applicant]
US 20090204245A1 · Sustaeta et al. · 2009 [cited by applicant]
US 20090204267A1 · Sustaeta et al. · 2009 [cited by applicant]
US 20090210081A1 · Sustaeta et al. · 2009 [cited by applicant]
US 20090222541A1 · Monga et al. · 2009 [cited by applicant]