IP Library › Granted Patent US 12,315,013
Granted Patent B1
US 12,315,013 · App. 17/014,222 · Granted May 27, 2025

Determining a property of an insurance policy based on the autonomous features of a vehicle

Inventors: Suresh Augustine (Chicago, IL); Edward A. Biemer (Glencoe, IL); Dagmar Dugan (Hawthorn Woods, IL); Jennifer Field (Northbrook, IL); Laura Flodin (Chicago, IL)
Assignee: Allstate Insurance Company
G06Q40/08
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Quick Facts
Patent No.
US 12,315,013
App. No.
17/014,222
Filed
Sep 8, 2020
Granted
May 27, 2025
Kind
B1
Art Unit
3694
USPC
705/4
Abstract

Systems and methods are disclosed for generating vehicle insurance rates based on driver-independent variables and/or driver-dependent variables. Vehicle insurance rates may additionally or alternatively be based on changes in the level of autonomy of vehicles. In some embodiments, a density of vehicles near a target vehicle may be tracked. Vehicle insurance rates may be determined based on the vehicle density. Furthermore, systems and methods are disclosed for analyzing a driver's use of autonomous vehicle features and/or the driver's maintenance of the autonomous vehicle. The driver may also be taught certain driving skills by enabling vehicle teaching features. The driver's response to these teaching features may be monitored, and a reward or recommendation may be generated and provided to the driver based on the driver's response.

Claims (53)

1. A method comprising:

determining, by a computing device, a first autonomy level of a vehicle during a first time period, wherein the first autonomy level corresponds to complete autonomous control or semi-autonomous control of the vehicle;

sending, by the computing device, an instruction to cause the vehicle to change to a second autonomy level during a second time period based on an environmental condition of the vehicle, wherein the second autonomy level corresponds to the complete autonomous control or the semi-autonomous control of the vehicle, and wherein the first autonomy level is different from the second autonomy level;

determining, by the computing device, operational data of the vehicle during the first time period and the second time period after an autonomous driving feature is switched off, the determining the operational data of the vehicle comprising determining a history of response of a driver of the vehicle to the autonomous driving feature being switched off over a period of time;

determining a first mileage unit indicating a total distance traveled by the vehicle over at least one of a road-type or a weather condition when the vehicle was engaged in one of the first autonomy level or the second autonomy level;

determining a second mileage unit indicating a total distance traveled by the vehicle over at least one of the road-type or the weather condition;

determining a ratio between the first mileage unit and the second mileage unit;

determining, by the computing device, and based on the first autonomy level and based on the operational data associated with the first time period, a first value of a property of an insurance policy for the first time period;

determining, by the computing device, and based on the second autonomy level and based on the operational data associated with the second time period, a second value of the property of the insurance policy for the second time period; and

adjusting one of the first value or the second value based on the ratio.

2. The method of claim 1 , wherein the instruction comprises an instruction to cause the vehicle to switch from a currently engaged autonomous driving feature to a manual driving feature.

3. The method of claim 1 , wherein the first autonomy level corresponds to complete autonomous control, and the second autonomy level corresponds to semi-autonomous control,

wherein the determining the first value of the property of the insurance policy is independent from driver-dependent variables, and

wherein the determining the second value of the property of the insurance policy is further based on one or more driver-dependent variables.

4. The method of claim 1 , wherein the first autonomy level and the second autonomy level both correspond to semi-autonomous,

wherein the determining the first value of the property of the insurance policy is further based on one or more driver-dependent variables, and

wherein the determining the second value of the property of the insurance policy is further based on one or more driver-dependent variables.

5. The method of claim 1 , wherein the vehicle is engaged with an autonomous driving feature during the first time period, and the autonomous driving feature is switched off during the second time period.

6. The method of claim 1 , wherein the property of the insurance policy comprises at least one of a premium, a deductible, a coverage term, and a coverage amount.

7. The method of claim 1 , wherein the property of the insurance policy comprises an insurance quote for the vehicle.

8. The method of claim 1 , wherein the first autonomy level comprises an average level of autonomy of the vehicle over the first time period, and the second autonomy level comprises an average level of autonomy of the vehicle over the second time period.

9. The method of claim 1 , further comprising:

determining a difference between the first value of the property of the insurance policy and the second value of the property of the insurance policy; and

sending a notification of the difference.

10. The method of claim 1 , further comprising:

determining a density of surrounding vehicles that are within a predetermined distance of the vehicle during the first time period,

wherein the determining the first value of the property of the insurance policy is further based on the density of the surrounding vehicles.

11. A method comprising:

sending, by a computing device, an instruction to a first vehicle being operated in an autonomous or semi-autonomous mode having autonomous driving features to switch at least one of the autonomous driving features to a manual driving feature based on a determination that an environmental condition of the vehicle has been met and a teaching feature has been enabled;

determining, by the computing device, operational data of the first vehicle operated under the manual driving feature after the at least one of the autonomous driving features is switched to the manual driving feature, the determining the operational data of the first vehicle comprising determining a history of response of a driver of the vehicle to the at least one of the autonomous driving features being switched to the manual driving feature over a period of time;

determining, by the computing device, a density of surrounding vehicles that are within a predetermined distance of the first vehicle;

determining, by the computing device, a value of a property of an insurance policy for the first vehicle, wherein the determining the value of the property of the insurance policy is based on:

the operational data of the first vehicle operated under the manual driving feature after the at least one of the autonomous driving features is switched to the manual driving feature, and

the density of the surrounding vehicles;

determining a first mileage unit indicating a total distance traveled by the first vehicle when the first vehicle was operated in the autonomous or semi-autonomous mode over at least one of a road-type or a weather condition;

determining a second mileage unit indicating a total distance traveled by the first vehicle over at least one of the road-type or the weather condition;

determining a ratio between the first mileage unit and the second mileage unit; and

adjusting the value of the property of the insurance policy for the first vehicle based on the ratio.

12. The method of claim 11 , further comprising:

receiving data associated with vehicle types of the surrounding vehicles, wherein the vehicle types comprise a completely autonomous vehicle, a semi-autonomous vehicle, and a non-autonomous vehicle; and

determining, based on the received data, a density of completely autonomous vehicles of the surrounding vehicles, a density of semi-autonomous vehicles of the surrounding vehicles, and a density of non-autonomous vehicles of the surrounding vehicles.

13. The method of claim 12 , further comprising:

based on comparison between the density of the completely autonomous vehicles of the surrounding vehicles, the density of the semi-autonomous vehicles of the surrounding vehicles, and the density of the non-autonomous vehicles of the surrounding vehicles, adjusting the value of the property of the insurance policy.

14. The method of claim 13 , further comprising:

based on the density of the completely autonomous vehicles exceeding a first threshold density or the density of the semi-autonomous vehicles exceeding a second threshold density, decreasing the value of the property of the insurance policy.

15. The method of claim 13 , further comprising:

based on the density of the non-autonomous vehicles exceeding a third threshold density, increasing the value of the property of the insurance policy.

16. The method of claim 11 , wherein the property of the insurance policy comprises at least one of a premium, a deductible, a coverage term, and a coverage amount.

17. The method of claim 11 , wherein the property of the insurance policy comprises an insurance quote for the first vehicle.

18. The method of claim 11 , wherein the first vehicle is completely autonomous, and

wherein the determining the value of the property of the insurance policy is independent from driver-dependent variables.

19. The method of claim 11 , wherein the first vehicle is semi-autonomous, and

wherein the determining the value of the property of the insurance policy is further based on one or more driver-dependent variables.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 8, 2020
From: AUGUSTINE, SURESH; BIEMER, EDWARD A.; DUGAN, DAGMAR; FIELD, JENNIFER; FLODIN, LAURA
To: ALLSTATE INSURANCE COMPANY
Reel/Frame 053712/0055 →
Continuity (2)
Continuation 14458796 · Aug 13, 2014
Continuation In Part 14184272 · Feb 19, 2014
References Cited (400)
US 83960A · Heator · 1868 [cited by applicant]
US 4119166A · Ayotte et al. · 1978 [cited by applicant]
US 4622636A · Tachibana · 1986 [cited by applicant]
US 4706072A · Ikeyama · 1987 [cited by applicant]
US 4926336A · Yamada · 1990 [cited by applicant]
US 5053964A · Mister et al. · 1991 [cited by applicant]
US 5270708A · Kamishima · 1993 [cited by applicant]
US 5295551A · Sukonick · 1994 [cited by applicant]
US 5430432A · Camhi et al. · 1995 [cited by applicant]
US 5465079A · Bouchard et al. · 1995 [cited by applicant]
US 5475387A · Matsumoto · 1995 [cited by applicant]
US 5572449A · Tang et al. · 1996 [cited by applicant]
US 5680122A · Mio · 1997 [cited by applicant]
US 5710565A · Shirai et al. · 1998 [cited by applicant]
US 5797134A · McMillan et al. · 1998 [cited by applicant]
US 5848373A · DeLorme et al. · 1998 [cited by applicant]
US 6026345A · Shah et al. · 2000 [cited by applicant]
US 6060989A · Gehlot · 2000 [cited by applicant]
US 6064970A · McMillan et al. · 2000 [cited by applicant]
US 6116369A · King et al. · 2000 [cited by applicant]
US 6128559A · Saitou et al. · 2000 [cited by applicant]
US 6186793B1 · Brubaker · 2001 [cited by applicant]
US 6188950B1 · Tsutsumi et al. · 2001 [cited by applicant]
US 6265978B1 · Atlas · 2001 [cited by applicant]
US 6301530B1 · Tamura · 2001 [cited by applicant]
US 6366207B1 · Murphy · 2002 [cited by applicant]
US 6389351B1 · Egawa et al. · 2002 [cited by applicant]
US 6415226B1 · Kozak · 2002 [cited by applicant]
US 6502020B2 · Lang · 2002 [cited by applicant]
US 6502035B2 · Levine · 2002 [cited by applicant]
US 6647328B2 · Walker · 2003 [cited by applicant]
US 6675094B2 · Russell et al. · 2004 [cited by applicant]
US 6707378B2 · MacNeille et al. · 2004 [cited by applicant]
US 6732024B2 · Wilhelm Rekow et al. · 2004 [cited by applicant]
US 6780077B2 · Baumgartner et al. · 2004 [cited by applicant]
US 6868386B1 · Henderson et al. · 2005 [cited by applicant]
US 6931309B2 · Phelan et al. · 2005 [cited by applicant]
US 6982635B2 · Obradovich · 2006 [cited by applicant]
US 7054831B2 · Koenig · 2006 [cited by applicant]
US 7116248B2 · Lu et al. · 2006 [cited by applicant]
US 7133771B1 · Nesbitt · 2006 [cited by applicant]
US 7186199B1 · Baxter, Jr. · 2007 [cited by applicant]
US 7242112B2 · Wolf et al. · 2007 [cited by applicant]
US 7286825B2 · Shishido et al. · 2007 [cited by applicant]
US 7304589B2 · Kagawa · 2007 [cited by applicant]
US 7315239B2 · Cheng et al. · 2008 [cited by applicant]
US 7339483B1 · Farmer · 2008 [cited by applicant]
US 7353111B2 · Takahashi et al. · 2008 [cited by applicant]
US 7356516B2 · Richey et al. · 2008 [cited by applicant]
US 7366892B2 · Spaur et al. · 2008 [cited by applicant]
US 7389198B1 · Dimitriadis · 2008 [cited by applicant]
US 7546206B1 · Miller et al. · 2009 [cited by applicant]
US 7610210B2 · Helitzer et al. · 2009 [cited by applicant]
US 7644019B2 · Woda et al. · 2010 [cited by applicant]
US 7650211B2 · Wang et al. · 2010 [cited by applicant]
US 7657370B2 · Nagase et al. · 2010 [cited by applicant]
US 7657441B2 · Richey et al. · 2010 [cited by applicant]
US 7660725B2 · Wahlbin et al. · 2010 [cited by applicant]
US 7664589B2 · Etori et al. · 2010 [cited by applicant]
US 7739087B2 · Qiu · 2010 [cited by applicant]
US 7805321B2 · Wahlbin et al. · 2010 [cited by applicant]
US 7818187B2 · Wahlbin et al. · 2010 [cited by applicant]
US 7821421B2 · Tamir et al. · 2010 [cited by applicant]
US 7822384B2 · Anschutz et al. · 2010 [cited by applicant]
US 7937278B1 · Cripe et al. · 2011 [cited by applicant]
US 7966118B2 · Kade · 2011 [cited by applicant]
US 7991629B2 · Gay et al. · 2011 [cited by applicant]
US 8031062B2 · Smith · 2011 [cited by applicant]
US 8065169B1 · Oldham et al. · 2011 [cited by applicant]
US 8078349B1 · Prada Gomez et al. · 2011 [cited by applicant]
US 8078382B2 · Sugano et al. · 2011 [cited by applicant]
US 8086523B1 · Palmer · 2011 [cited by applicant]
US 8090598B2 · Bauer et al. · 2012 [cited by applicant]
US 8108083B2 · Kameyama · 2012 [cited by applicant]
US 8139109B2 · Schmiedel et al. · 2012 [cited by applicant]
US 8145393B2 · Foster et al. · 2012 [cited by applicant]
US 8152589B2 · Bowen et al. · 2012 [cited by applicant]
US 8160809B2 · Farwell et al. · 2012 [cited by applicant]
US 8180655B1 · Hopkins, III · 2012 [cited by applicant]
US 8195394B1 · Zhu et al. · 2012 [cited by applicant]
US 8204666B2 · Takeuchi et al. · 2012 [cited by applicant]
US 8229618B2 · Tolstedt et al. · 2012 [cited by applicant]
US 8280308B2 · Anschutz et al. · 2012 [cited by applicant]
US 8280752B1 · Cripe et al. · 2012 [cited by applicant]
US 8290701B2 · Mason et al. · 2012 [cited by applicant]
US 8314718B2 · Muthaiah et al. · 2012 [cited by applicant]
US 8326473B2 · Simpson et al. · 2012 [cited by applicant]
US 8335607B2 · Gatten et al. · 2012 [cited by applicant]
US 8352112B2 · Mudalige · 2013 [cited by applicant]
US 8407139B1 · Palmer · 2013 [cited by applicant]
US 8457827B1 · Ferguson et al. · 2013 [cited by applicant]
US 8457892B2 · Aso et al. · 2013 [cited by applicant]
US 8538785B2 · Coleman et al. · 2013 [cited by applicant]
US 8549318B2 · White et al. · 2013 [cited by applicant]
US 8554468B1 · Bullock · 2013 [cited by applicant]
US 8566126B1 · Hopkins, III · 2013 [cited by applicant]
US 8577703B2 · McClellan et al. · 2013 [cited by applicant]
US 8595037B1 · Hyde et al. · 2013 [cited by applicant]
US 8606512B1 · Bogovich et al. · 2013 [cited by applicant]
US 8620575B2 · Vogt et al. · 2013 [cited by applicant]
US 8620693B1 · Schumann, Jr. · 2013 [cited by applicant]
US 8630795B2 · Breed et al. · 2014 [cited by applicant]
US 8639535B1 · Kazenas · 2014 [cited by applicant]
US 8659436B2 · Ngo · 2014 [cited by applicant]
US 8676466B2 · Mudalige · 2014 [cited by applicant]
US 8686844B1 · Wine · 2014 [cited by applicant]
US 8718861B1 · Montemerlo et al. · 2014 [cited by applicant]
US 8725311B1 · Breed · 2014 [cited by applicant]
US 8750306B2 · Yousefi et al. · 2014 [cited by applicant]
US 8757309B2 · Schmitt et al. · 2014 [cited by applicant]
US 8781669B1 · Teller et al. · 2014 [cited by applicant]
US 8798841B1 · Nickolaou et al. · 2014 [cited by applicant]
US 8799036B1 · Christensen et al. · 2014 [cited by applicant]
US 8812330B1 · Cripe et al. · 2014 [cited by applicant]
US 8818725B2 · Ricci · 2014 [cited by applicant]
US 8930269B2 · He et al. · 2015 [cited by applicant]
US 8949016B1 · Ferguson et al. · 2015 [cited by applicant]
US 8954226B1 · Binion et al. · 2015 [cited by applicant]
US 8996303B1 · Bogovich et al. · 2015 [cited by applicant]
US 9020751B1 · Bogovich et al. · 2015 [cited by applicant]
US 9046374B2 · Ricci · 2015 [cited by applicant]
US 9063543B2 · An et al. · 2015 [cited by applicant]
US 9079587B1 · Rupp et al. · 2015 [cited by applicant]
US 9141582B1 · Brinkmann et al. · 2015 [cited by applicant]
US 9188985B1 · Hobbs et al. · 2015 [cited by applicant]
US 9216737B1 · Zhu et al. · 2015 [cited by applicant]
US 9262787B2 · Binion et al. · 2016 [cited by applicant]
US 9330571B2 · Ferguson et al. · 2016 [cited by applicant]
US 9338607B2 · Takehara et al. · 2016 [cited by applicant]
US 9355423B1 · Slusar · 2016 [cited by applicant]
US 9355546B2 · Kim et al. · 2016 [cited by applicant]
US 9373149B2 · Abhyanker · 2016 [cited by applicant]
US 9384148B2 · Muttik et al. · 2016 [cited by applicant]
US 9390451B1 · Slusar · 2016 [cited by applicant]
US 9433843B2 · Morlock · 2016 [cited by applicant]
US 9457814B2 · Kim et al. · 2016 [cited by applicant]
US 9495874B1 · Zhu et al. · 2016 [cited by applicant]
US 9605970B1 · Day et al. · 2017 [cited by applicant]
US 9618359B2 · Weast et al. · 2017 [cited by applicant]
US 9648107B1 · Penilla et al. · 2017 [cited by applicant]
US 9679487B1 · Hayward · 2017 [cited by applicant]
US 9691298B1 · Hsu-Hoffman et al. · 2017 [cited by applicant]
US 9715711B1 · Konrardy et al. · 2017 [cited by applicant]
US 9739627B1 · Chintakindi · 2017 [cited by applicant]
US 9758039B2 · Hannon · 2017 [cited by applicant]
US 9765516B2 · Van Dinther et al. · 2017 [cited by applicant]
US 9767516B1 · Konrardy et al. · 2017 [cited by applicant]
US 9792656B1 · Konrardy · 2017 [cited by examiner]
US 9801580B2 · Iizuka et al. · 2017 [cited by applicant]
US 9851214B1 · Chintakindi · 2017 [cited by applicant]
US 9858621B1 · Konrardy et al. · 2018 [cited by applicant]
US 9865019B2 · Bogovich et al. · 2018 [cited by applicant]
US 9870649B1 · Fields et al. · 2018 [cited by applicant]
US 9904289B1 · Hayward · 2018 [cited by applicant]
US 9904900B2 · Cao · 2018 [cited by applicant]
US 9922374B1 · Vose et al. · 2018 [cited by applicant]
US 9928432B1 · Sathyanarayana et al. · 2018 [cited by applicant]
US 9931062B2 · Cavallaro et al. · 2018 [cited by applicant]
US 9932033B2 · Slusar et al. · 2018 [cited by applicant]
US 9940676B1 · Biemer · 2018 [cited by applicant]
US 9940834B1 · Konrardy et al. · 2018 [cited by applicant]
US 9946334B2 · Pala et al. · 2018 [cited by applicant]
US 9953300B2 · Connor · 2018 [cited by applicant]
US 9972054B1 · Konrardy et al. · 2018 [cited by applicant]
US 10012510B2 · Denaro · 2018 [cited by applicant]
US 10037578B2 · Bogovich et al. · 2018 [cited by applicant]
US 10037580B2 · Bogovich et al. · 2018 [cited by applicant]
US 10046618B2 · Kirsch et al. · 2018 [cited by applicant]
US 10078871B2 · Sanchez et al. · 2018 [cited by applicant]
US 10096038B2 · Ramirez et al. · 2018 [cited by applicant]
US 10127737B1 · Manzella et al. · 2018 [cited by applicant]
US 10134091B2 · Adams · 2018 [cited by examiner]
US 10157422B2 · Jordan Peters et al. · 2018 [cited by applicant]
US 10657597B1 · Billman et al. · 2020 [cited by applicant]
US 10783586B1 · Augustine et al. · 2020 [cited by applicant]
US 10796369B1 · Augustine · 2020 [cited by examiner]
US 10803525B1 · Augustine et al. · 2020 [cited by applicant]
US 10956983B1 · Biemer · 2021 [cited by applicant]
US 20010020902A1 · Tamura · 2001 [cited by applicant]
US 20010020903A1 · Wang · 2001 [cited by applicant]
US 20010039509A1 · Dar et al. · 2001 [cited by applicant]
US 20020022920A1 · Straub · 2002 [cited by applicant]
US 20020024464A1 · Kovell et al. · 2002 [cited by applicant]
US 20020095249A1 · Lang · 2002 [cited by applicant]
US 20020111725A1 · Burge · 2002 [cited by applicant]
US 20020111738A1 · Iwami et al. · 2002 [cited by applicant]
US 20020120396A1 · Boies et al. · 2002 [cited by applicant]
US 20020128882A1 · Nakagawa et al. · 2002 [cited by applicant]
US 20020178033A1 · Yoshioka et al. · 2002 [cited by applicant]
US 20030043045A1 · Yasushi et al. · 2003 [cited by applicant]
US 20030088489A1 · Peters et al. · 2003 [cited by applicant]
US 20030128107A1 · Wilkerson · 2003 [cited by applicant]
US 20030182165A1 · Kato et al. · 2003 [cited by applicant]
US 20030187704A1 · Hashiguchi et al. · 2003 [cited by applicant]
US 20040021583A1 · Lau et al. · 2004 [cited by applicant]
US 20040036601A1 · Obradovich · 2004 [cited by applicant]
US 20040054452A1 · Bjorkman · 2004 [cited by applicant]
US 20040068555A1 · Satou · 2004 [cited by applicant]
US 20040098464A1 · Koch et al. · 2004 [cited by applicant]
US 20040103006A1 · Wahlbin et al. · 2004 [cited by applicant]
US 20040103010A1 · Wahlbin et al. · 2004 [cited by applicant]
US 20040128613A1 · Sinisi · 2004 [cited by applicant]
US 20040142678A1 · Krasner · 2004 [cited by applicant]
US 20040153362A1 · Bauer et al. · 2004 [cited by applicant]
US 20040236476A1 · Chowdhary · 2004 [cited by applicant]
US 20040254698A1 · Hubbard et al. · 2004 [cited by applicant]
US 20040260579A1 · Tremiti · 2004 [cited by applicant]
US 20050091175A9 · Farmer · 2005 [cited by applicant]
US 20050107951A1 · Brulle-Drews et al. · 2005 [cited by applicant]
US 20050137757A1 · Phelan et al. · 2005 [cited by applicant]
US 20050174217A1 · Basir et al. · 2005 [cited by applicant]
US 20050228622A1 · Jacobi · 2005 [cited by applicant]
US 20050256638A1 · Takahashi et al. · 2005 [cited by applicant]
US 20050264404A1 · Franczyk et al. · 2005 [cited by applicant]
US 20050273263A1 · Egami et al. · 2005 [cited by applicant]
US 20050283503A1 · Hancock et al. · 2005 [cited by applicant]
US 20050288046A1 · Zhao et al. · 2005 [cited by applicant]
US 20060006990A1 · Obradovich · 2006 [cited by applicant]
US 20060053038A1 · Warren et al. · 2006 [cited by applicant]
US 20060055565A1 · Kawamata et al. · 2006 [cited by applicant]
US 20060095301A1 · Gay · 2006 [cited by applicant]
US 20060129313A1 · Becker et al. · 2006 [cited by applicant]
US 20060129445A1 · McCallum · 2006 [cited by applicant]
US 20060161341A1 · Haegebarth et al. · 2006 [cited by applicant]
US 20060184321A1 · Kawakami et al. · 2006 [cited by applicant]
US 20060206623A1 · Gipps et al. · 2006 [cited by applicant]
US 20060221328A1 · Rouly · 2006 [cited by applicant]
US 20060247852A1 · Kortge et al. · 2006 [cited by applicant]
US 20060253307A1 · Warren et al. · 2006 [cited by applicant]
US 20070021910A1 · Iwami et al. · 2007 [cited by applicant]
US 20070027583A1 · Tamir et al. · 2007 [cited by applicant]
US 20070027726A1 · Warren et al. · 2007 [cited by applicant]
US 20070032929A1 · Yoshioka et al. · 2007 [cited by applicant]
US 20070136107A1 · Maguire et al. · 2007 [cited by applicant]
US 20070167147A1 · Krasner et al. · 2007 [cited by applicant]
US 20070182532A1 · Lengning et al. · 2007 [cited by applicant]
US 20070216521A1 · Guensler et al. · 2007 [cited by applicant]
US 20070256499A1 · Pelecanos et al. · 2007 [cited by applicant]
US 20070257815A1 · Gunderson et al. · 2007 [cited by applicant]
US 20070282638A1 · Surovy · 2007 [cited by applicant]
US 20080004802A1 · Horvitz · 2008 [cited by applicant]
US 20080013789A1 · Shima et al. · 2008 [cited by applicant]
US 20080033637A1 · Kuhlman et al. · 2008 [cited by applicant]
US 20080059007A1 · Whittaker et al. · 2008 [cited by applicant]
US 20080059351A1 · Richey et al. · 2008 [cited by applicant]
US 20080091309A1 · Walker · 2008 [cited by applicant]
US 20080091490A1 · Abrahams et al. · 2008 [cited by applicant]
US 20080114542A1 · Nambata et al. · 2008 [cited by applicant]
US 20080148409A1 · Ampunan et al. · 2008 [cited by applicant]
US 20080161987A1 · Breed · 2008 [cited by applicant]
US 20080167757A1 · Kanevsky et al. · 2008 [cited by applicant]
US 20080243558A1 · Gupte · 2008 [cited by applicant]
US 20080258890A1 · Follmer et al. · 2008 [cited by applicant]
US 20080288406A1 · Seguin et al. · 2008 [cited by applicant]
US 20080319602A1 · McClellan et al. · 2008 [cited by applicant]
US 20090012703A1 · Aso et al. · 2009 [cited by applicant]
US 20090024419A1 · McClellan et al. · 2009 [cited by applicant]
US 20090063201A1 · Nowotarski et al. · 2009 [cited by applicant]
US 20090079839A1 · Fischer et al. · 2009 [cited by applicant]
US 20090115638A1 · Shankwitz et al. · 2009 [cited by applicant]
US 20090140887A1 · Breed et al. · 2009 [cited by applicant]
US 20090312945A1 · Sakamoto et al. · 2009 [cited by applicant]
US 20100023183A1 · Huang et al. · 2010 [cited by applicant]
US 20100030586A1 · Taylor et al. · 2010 [cited by applicant]
US 20100042314A1 · Vogt et al. · 2010 [cited by applicant]
US 20100131300A1 · Collopy et al. · 2010 [cited by applicant]
US 20100131303A1 · Collopy et al. · 2010 [cited by applicant]
US 20100131304A1 · Collopy et al. · 2010 [cited by applicant]
US 20100131307A1 · Collopy et al. · 2010 [cited by applicant]
US 20100138244A1 · Basir · 2010 [cited by applicant]
US 20100211270A1 · Chin et al. · 2010 [cited by applicant]
US 20100238009A1 · Cook et al. · 2010 [cited by applicant]
US 20100250087A1 · Sauter · 2010 [cited by applicant]
US 20100256852A1 · Mudalige · 2010 [cited by applicant]
US 20100280751A1 · Breed · 2010 [cited by applicant]
US 20100302371A1 · Abrams · 2010 [cited by applicant]
US 20100324775A1 · Kermani et al. · 2010 [cited by applicant]
US 20100332131A1 · Horvitz et al. · 2010 [cited by applicant]
US 20110029170A1 · Hyde et al. · 2011 [cited by applicant]
US 20110043350A1 · Ben David · 2011 [cited by applicant]
US 20110071718A1 · Norris · 2011 [cited by examiner]
US 20110077028A1 · Wilkes, III et al. · 2011 [cited by applicant]
US 20110161119A1 · Collins · 2011 [cited by applicant]
US 20110173015A1 · Chapman et al. · 2011 [cited by applicant]
US 20110202305A1 · Willis et al. · 2011 [cited by applicant]
US 20110210867A1 · Benedikt · 2011 [cited by applicant]
US 20120034876A1 · Nakamura et al. · 2012 [cited by applicant]
US 20120053808A1 · Arai et al. · 2012 [cited by applicant]
US 20120072243A1 · Collins · 2012 [cited by examiner]
US 20120083960A1 · Zhu · 2012 [cited by examiner]
US 20120084103A1 · Altieri · 2012 [cited by examiner]
US 20120101660A1 · Hattori · 2012 [cited by applicant]
US 20120109418A1 · Lorber · 2012 [cited by applicant]
US 20120123641A1 · Ferrin et al. · 2012 [cited by applicant]
US 20120123806A1 · Schumann, Jr. et al. · 2012 [cited by applicant]
US 20120173290A1 · Collins et al. · 2012 [cited by applicant]
US 20120197669A1 · Kote et al. · 2012 [cited by applicant]
US 20120209505A1 · Breed et al. · 2012 [cited by applicant]
US 20120290146A1 · Dedes et al. · 2012 [cited by applicant]
US 20120295592A1 · Peirce · 2012 [cited by applicant]
US 20130006469A1 · Green et al. · 2013 [cited by applicant]
US 20130006674A1 · Bowne et al. · 2013 [cited by applicant]
US 20130006675A1 · Bowne et al. · 2013 [cited by applicant]
US 20130013179A1 · Lection et al. · 2013 [cited by applicant]
US 20130018549A1 · Kobana et al. · 2013 [cited by applicant]
US 20130030606A1 · Mudalige et al. · 2013 [cited by applicant]
US 20130037650A1 · Heppe · 2013 [cited by applicant]
US 20130046559A1 · Coleman et al. · 2013 [cited by applicant]
US 20130052614A1 · Mollicone et al. · 2013 [cited by applicant]
US 20130066511A1 · Switkes et al. · 2013 [cited by applicant]
US 20130073321A1 · Hofmann et al. · 2013 [cited by applicant]
US 20130090821A1 · Abboud et al. · 2013 [cited by applicant]
US 20130116920A1 · Cavalcante et al. · 2013 [cited by applicant]
US 20130131905A1 · Green et al. · 2013 [cited by applicant]
US 20130131906A1 · Green · 2013 [cited by examiner]
US 20130144657A1 · Ricci · 2013 [cited by applicant]
US 20130147638A1 · Ricci · 2013 [cited by applicant]
US 20130158821A1 · Ricci · 2013 [cited by applicant]
US 20130166325A1 · Ganapathy et al. · 2013 [cited by applicant]
US 20130179198A1 · Bowne et al. · 2013 [cited by applicant]
US 20130198737A1 · Ricci · 2013 [cited by applicant]
US 20130198802A1 · Ricci · 2013 [cited by applicant]
US 20130200991A1 · Ricci et al. · 2013 [cited by applicant]
US 20130203400A1 · Ricci · 2013 [cited by applicant]
US 20130204645A1 · Lehman et al. · 2013 [cited by applicant]
US 20130212659A1 · Maher et al. · 2013 [cited by applicant]
US 20130218603A1 · Hagelstein et al. · 2013 [cited by applicant]
US 20130218604A1 · Hagelstein et al. · 2013 [cited by applicant]
US 20130226441A1 · Horita · 2013 [cited by applicant]
US 20130250933A1 · Yousefi et al. · 2013 [cited by applicant]
US 20130253809A1 · Jones et al. · 2013 [cited by applicant]
US 20130261944A1 · Koshizen · 2013 [cited by applicant]
US 20130297097A1 · Fischer et al. · 2013 [cited by applicant]
US 20130304513A1 · Hyde · 2013 [cited by examiner]
US 20130304514A1 · Hyde · 2013 [cited by examiner]
US 20130311002A1 · Isaac · 2013 [cited by applicant]
US 20140037938A1 · Li et al. · 2014 [cited by applicant]
US 20140074512A1 · Hare et al. · 2014 [cited by applicant]
US 20140080098A1 · Price · 2014 [cited by applicant]
US 20140088855A1 · Ferguson · 2014 [cited by applicant]
US 20140108058A1 · Bourne et al. · 2014 [cited by applicant]
US 20140113619A1 · Tibbitts · 2014 [cited by examiner]
US 20140136414A1 · Abhyanker · 2014 [cited by applicant]
US 20140139341A1 · Green et al. · 2014 [cited by applicant]
US 20140156133A1 · Cullinane et al. · 2014 [cited by applicant]
US 20140156134A1 · Cullinane · 2014 [cited by examiner]
US 20140172221A1 · Solyom et al. · 2014 [cited by applicant]
US 20140172290A1 · Prokhorov et al. · 2014 [cited by applicant]
US 20140180723A1 · Cote et al. · 2014 [cited by applicant]
US 20140210644A1 · Breed · 2014 [cited by applicant]
US 20140257869A1 · Binion et al. · 2014 [cited by applicant]
US 20140257871A1 · Christensen et al. · 2014 [cited by applicant]
US 20140257873A1 · Hayward et al. · 2014 [cited by applicant]
US 20140266795A1 · Tseng et al. · 2014 [cited by applicant]
US 20140272810A1 · Fields et al. · 2014 [cited by applicant]
US 20140276090A1 · Breed · 2014 [cited by applicant]
US 20140278586A1 · Sanchez et al. · 2014 [cited by applicant]
US 20140300458A1 · Bennett · 2014 [cited by applicant]
US 20140300494A1 · Tseng et al. · 2014 [cited by applicant]
US 20140303827A1 · Dolgov et al. · 2014 [cited by applicant]
US 20140310075A1 · Ricci · 2014 [cited by applicant]
US 20140310186A1 · Ricci · 2014 [cited by applicant]
US 20140333468A1 · Zhu et al. · 2014 [cited by applicant]
US 20140335902A1 · Guba et al. · 2014 [cited by applicant]
US 20140350970A1 · Schumann, Jr. et al. · 2014 [cited by applicant]
US 20140358413A1 · Trombley et al. · 2014 [cited by applicant]
US 20140379384A1 · Duncan et al. · 2014 [cited by applicant]
US 20140379385A1 · Duncan et al. · 2014 [cited by applicant]
US 20140380264A1 · Misra et al. · 2014 [cited by applicant]
US 20150019266A1 · Stempora · 2015 [cited by applicant]
US 20150025917A1 · Stempora · 2015 [cited by applicant]
US 20150057931A1 · Pivonka · 2015 [cited by applicant]
US 20150081404A1 · Basir · 2015 [cited by applicant]
US 20150088334A1 · Bowers et al. · 2015 [cited by applicant]
US 20150088550A1 · Bowers et al. · 2015 [cited by applicant]
US 20150112543A1 · Binion et al. · 2015 [cited by applicant]
US 20150112730A1 · Binion et al. · 2015 [cited by applicant]
US 20150112731A1 · Binion et al. · 2015 [cited by applicant]
US 20150112733A1 · Baker et al. · 2015 [cited by applicant]
US 20150120124A1 · Bartels et al. · 2015 [cited by applicant]
US 20150134181A1 · Ollis · 2015 [cited by applicant]
US 20150142244A1 · You et al. · 2015 [cited by applicant]
US 20150149017A1 · Attard et al. · 2015 [cited by applicant]
US 20150149019A1 · Pilutti · 2015 [cited by examiner]
US 20150158486A1 · Healey et al. · 2015 [cited by applicant]
US 20150161738A1 · Stempora · 2015 [cited by applicant]
US 20150166059A1 · Ko · 2015 [cited by applicant]
US 20150166062A1 · Johnson et al. · 2015 [cited by applicant]
US 20150166069A1 · Engelman et al. · 2015 [cited by applicant]
US 20150170287A1 · Tirone · 2015 [cited by examiner]
US 20150175168A1 · Hoye et al. · 2015 [cited by applicant]
US 20150179062A1 · Ralston et al. · 2015 [cited by applicant]
US 20150187013A1 · Adams et al. · 2015 [cited by applicant]
US 20150187014A1 · Adams et al. · 2015 [cited by applicant]
US 20150187015A1 · Adams et al. · 2015 [cited by applicant]
US 20150187019A1 · Fernandes et al. · 2015 [cited by applicant]
US 20150194055A1 · Maass · 2015 [cited by applicant]
US 20150217763A1 · Reichel et al. · 2015 [cited by applicant]
US 20150241878A1 · Crombez · 2015 [cited by examiner]
US 20150242953A1 · Suiter · 2015 [cited by applicant]