IP Library Granted Patent US 12,603,713
Granted Patent B2
US 12,603,713 · App. 19/276,669 · Granted Apr 14, 2026

Systems, methods, and devices for automatic signal detection based on power distribution by frequency over time within an electromagnetic spectrum

Inventors: David William Kleinbeck (Lees Summit, MO); Ronald C. Dzierwa (Baltimore, MD)
Assignee: Digital Global Systems, Inc.
H04B17/26H04B17/20H04B17/21H04B17/23H04B17/27H04B17/29H04B17/309H04W24/08H04W24/10H04W64/00H04B17/24H04W24/04
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Quick Facts
Patent No.
US 12,603,713
App. No.
19/276,669
Granted
Apr 14, 2026
Kind
B2
Abstract

Systems, methods, and apparatus for automatic signal detection in a radio-frequency (RF) environment are disclosed. At least one node device is in a fixed nodal network. The at least one node device is operable to measure and learn the RF environment in a predetermined period based on statistical learning techniques, thereby creating learning data. The at least one node device is operable to create a spectrum map based on the learning data. The at least one node device is operable to calculate a power distribution by frequency of the RF environment in real time or near real time, including a first derivative and a second derivative of fast Fourier transform (FFT) data of the RF environment. The at least one node device is operable to identify at least one signal based on the first derivative and the second derivative of FFT data.

Claims (64)

1 . A system for signal or interference detection in an electromagnetic environment, comprising:

at least one direction finding (DF) module;

at least one receiver operable to receive electromagnetic environment data including at least one signal; and

at least one node including at least one signal processor operable to process the electromagnetic environment data;

wherein the at least one signal processor is operable to process signal data using compressed data for deltas from at least one baseline;

wherein the at least one signal processor is operable to use a calibration vector, a first smoothing filter, and a second smoothing filter to de-bias raw signal data;

wherein the system is operable to detect at least one signal start and at least one signal end of at least one raw signal of the raw signal data using a gradient of the raw signal data;

wherein the system is operable to use the at least one signal start and the at least one signal end to create the calibration vector;

wherein the at least one node is operable to receive and analyze the processed signal data from the at least one signal processor;

wherein the at least one node is operable to analyze the processed signal data by conducting at least two fast Fourier transform (FFT) analyses to create FFT data, aggregating the FFT data from the at least two FFT analyses to create the at least one baseline;

wherein the at least one DF module is operable to determine a transmitter location for the at least one signal;

wherein the at least one node is operable to calculate a power distribution by frequency of the electromagnetic environment based on the FFT data including a first derivative of the FFT data and a second derivative of the FFT data;

wherein an FFT engine is operable to track the at least one signal using edge processing and the first derivative of the FFT data and/or the second derivative of the FFT data;

wherein the at least one node includes an event compositor operable to optimize a sensitivity parameter based on a number of transient signals above an energy threshold;

wherein the at least one node is operable to use the sensitivity parameter to set the energy threshold that determines if the at least one signal is a signal of interest; and

wherein the system is operable to display a map showing an average of the transmitter location and a location obtained from a location database.

2 . The system of claim 1 , wherein the at least one node includes an edge processor or is in network communication with the edge processor.

3 . The system of claim 2 , wherein the edge processor is operable to calculate a power distribution by frequency of the electromagnetic environment.

4 . The system of claim 1 , further comprising an event manager operable to decide a course of action based on data regarding potential conflicts, user supplied knowledge, publicly available data, job manifests, and/or learned data from at least one machine learning algorithm.

5 . The system of claim 4 , wherein the at least one machine learning algorithm compares at least one attribute of the at least one signal with at least one historical dataset.

6 . The system of claim 4 , wherein the at least one machine learning algorithm includes automatic signal variance determination to determine variance from different locations based on date and time.

7 . The system of claim 4 , wherein the course of action is operable to be sent to a controller and includes in-phase and quadrature (I/Q) data and DF from the at least one DF module.

8 . A method for signal or interference detection in an electromagnetic environment, comprising:

receiving, via at least one receiver, electromagnetic environment data including at least one signal;

processing, via at least one signal processor of at least one node, signal data using compressed data for deltas from at least one baseline;

de-biasing, via the at least one signal processor, raw signal data using a calibration vector, a first smoothing filter, and a second smoothing filter;

detecting at least one signal start and at least one signal end of at least one raw signal of the raw signal data using a gradient of the raw signal data;

creating the calibration vector using the at least one signal start and the at least one signal end;

receiving and analyzing, via the at least one node, the processed signal data from the at least one signal processor;

analyzing, via the at least one node, the processed signal data by conducting at least two fast Fourier transform (FFT) analyses to create FFT data, aggregating the FFT data from the at least two FFT analyses to create the at least one baseline;

determining, via at least one direction finding (DF) module, a transmitter location for the at least one signal;

calculating, via the at least one node, a power distribution by frequency of the electromagnetic environment based on the FFT data including a first derivative of the FFT data and a second derivative of the FFT data;

tracking, via an FFT engine, the at least one signal using edge processing and the first derivative of the FFT data and/or the second derivative of the FFT data;

optimizing, via an event compositor of the at least one node, a sensitivity parameter based on a number of transient signals above an energy threshold;

setting, via the at least one node, the energy threshold that determines if the at least one signal is a signal of interest using the sensitivity parameter; and

displaying a map showing an average of the transmitter location and a location obtained from a location database.

9 . The method of claim 8 , wherein the at least one node includes an edge processor or is in network communication with the edge processor.

10 . The method of claim 9 , further comprising analyzing, via the edge processor, the processed signal data based on the FFT data.

11 . The method of claim 8 , further comprising setting, via a pre-recognition delay parameter of the event compositor, a minimum number of consecutive scans in which the at least one signal must be observed to create an entry in the database.

12 . The method of claim 8 , further comprising measuring, via the at least one DF module, a direction from which the at least one signal is transmitted.

13 . The method of claim 8 , further comprising automatically detecting the at least one signal via a power distribution by frequency over time (PDFT) processor.

14 . The method of claim 8 , further comprising determining, via at least one machine learning algorithm for automatic signal variance determination, variance from different locations based on date and time from location set.

15 . A system for signal or interference detection in an electromagnetic environment, comprising:

at least one direction finding (DF) module;

at least one receiver operable to receive electromagnetic environment data including at least one signal;

at least one node including at least one signal processor operable to process the electromagnetic environment data; and

at least one data extraction module operable to select and organize spectral components in a format based on user input;

wherein the at least one signal processor is operable to process signal data using compressed data for deltas from at least one baseline;

wherein the at least one signal processor is operable to use a calibration vector, a first smoothing filter, and a second smoothing filter to de-bias raw signal data;

wherein the system is operable to detect at least one signal start and at least one signal end of at least one raw signal of the raw signal data using a gradient of the raw signal data;

wherein the system is operable to use the at least one signal start and the at least one signal end to create the calibration vector;

wherein the at least one node is operable to receive and analyze the processed signal data from the at least one signal processor;

wherein the at least one node is operable to analyze the processed signal data by conducting at least two fast Fourier transform (FFT) analyses to create FFT data, aggregating the FFT data from the at least two FFT analyses to create the at least one baseline;

wherein the at least one DF module is operable to determine a transmitter location for the at least one signal;

wherein the at least one node is operable to calculate a power distribution by frequency of the electromagnetic environment based on the FFT data including a first derivative of the FFT data and a second derivative of the FFT data;

wherein an FFT engine is operable to track the at least one signal using edge processing and the first derivative of the FFT data and/or the second derivative of the FFT data;

wherein the at least one node includes an event compositor operable to store the processed signal data in a database and optimize a sensitivity parameter based on a number of transient signals above an energy threshold;

wherein the at least one node is operable to use the sensitivity parameter to set the energy threshold that determines if the at least one signal is a signal of interest; and

wherein the system is operable to display a map showing an average of the transmitter location and a location obtained from a location database.

16 . The system of claim 15 , wherein the event compositor includes a pre-recognition delay parameter setting a minimum number of consecutive scans in which the at least one signal must be observed to create an entry in the database.

17 . The system of claim 15 , further comprising an event manager operable to decide a course of action regarding potential conflicts, user supplied knowledge, publicly available data, job manifests and/or learned data from at least one machine learning algorithm.

18 . The system of claim 17 , wherein the at least one machine learning algorithm compares at least one attribute of the at least one signal with at least one historical dataset.

19 . The system of claim 17 , wherein the at least one machine learning algorithm includes automatic signal variance determination to determine variance from different locations based on date and time.

20 . The system of claim 17 , wherein the course of action is operable to be sent to a controller and includes in-phase and quadrature (I/Q) data and DF from the at least one DF module.

Assignments (2)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 22, 2025
From: KLEINBECK, DAVID WILLIAM
To: DIGITAL GLOBAL SYSTEMS, INC.
Reel/Frame 071795/0396 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 22, 2025
From: DZIERWA, RONALD C.
To: DIGITAL GLOBAL SYSTEMS, INC.
Reel/Frame 071795/0510 →
Continuity (20)
Continuation 19045210 · Feb 4, 2025
Continuation 18901882 · Sep 30, 2024
Continuation 18631796 · Apr 10, 2024
Continuation 18620241 · Mar 28, 2024
Continuation 18368317 · Sep 14, 2023
Continuation 17507302 · Oct 21, 2021
Continuation 16863587 · Apr 30, 2020
Continuation 16517067 · Jul 19, 2019
Continuation 16408153 · May 9, 2019
Continuation In Part 16360841 · Mar 21, 2019
Continuation In Part 16275575 · Feb 14, 2019
Continuation In Part 16274933 · Feb 13, 2019
Continuation In Part 16180690 · Nov 5, 2018
Continuation 15681521 · Aug 21, 2017
Continuation In Part 15478916 · Apr 4, 2017
Continuation In Part 15412982 · Jan 23, 2017
Continuation In Part 15412982 · Jan 23, 2017
Provisional Application 62722420 · Aug 24, 2018
Provisional Application 62632276 · Feb 19, 2018
Related Publication 20250350381A1 · Nov 13, 2025
References Cited (400)
US 4215345A · Robert et al. · 1980 [cited by applicant]
US 4400700A · Rittenbach · 1983 [cited by applicant]
US 4453137A · Rittenbach · 1984 [cited by applicant]
US 4501020A · Wakeman · 1985 [cited by applicant]
US 4581769A · Grimsley et al. · 1986 [cited by applicant]
US 4638493A · Bishop et al. · 1987 [cited by applicant]
US 4676641A · Bott · 1987 [cited by applicant]
US 4781460A · Bott · 1988 [cited by applicant]
US 4794325A · Britton et al. · 1988 [cited by applicant]
US 4928106A · Ashjaee et al. · 1990 [cited by applicant]
US 5103402A · Morton et al. · 1992 [cited by applicant]
US 5126654A · Murphy et al. · 1992 [cited by applicant]
US 5134407A · Lorenz et al. · 1992 [cited by applicant]
US 5144642A · Weinberg et al. · 1992 [cited by applicant]
US 5166664A · Fish · 1992 [cited by applicant]
US 5230087A · Meyer et al. · 1993 [cited by applicant]
US 5293170A · Lorenz et al. · 1994 [cited by applicant]
US 5343212A · Rose et al. · 1994 [cited by applicant]
US 5393713A · Schwob · 1995 [cited by applicant]
US 5416593A · Vercruysse · 1995 [cited by applicant]
US 5448309A · Won · 1995 [cited by applicant]
US 5506864A · Schilling · 1996 [cited by applicant]
US 5513385A · Tanaka · 1996 [cited by applicant]
US 5548809A · Lemson · 1996 [cited by applicant]
US 5570099A · DesJardins · 1996 [cited by applicant]
US 5589835A · Gildea et al. · 1996 [cited by applicant]
US 5612703A · Mallinckrodt · 1997 [cited by applicant]
US 5642732A · Wang · 1997 [cited by applicant]
US 5831874A · Boone et al. · 1998 [cited by applicant]
US 5835857A · Otten · 1998 [cited by applicant]
US 5838906A · Doyle et al. · 1998 [cited by applicant]
US 5846208A · Pichlmayr et al. · 1998 [cited by applicant]
US 5856803A · Pevler · 1999 [cited by applicant]
US 5936575A · Azzarelli et al. · 1999 [cited by applicant]
US 6018312A · Haworth · 2000 [cited by applicant]
US 6039692A · Kristoffersen · 2000 [cited by applicant]
US 6081223A · Kitahara et al. · 2000 [cited by applicant]
US 6085090A · Yee et al. · 2000 [cited by applicant]
US 6115580A · Chuprun et al. · 2000 [cited by applicant]
US 6134445A · Gould et al. · 2000 [cited by applicant]
US 6144336A · Preston et al. · 2000 [cited by applicant]
US 6157619A · Ozluturk et al. · 2000 [cited by applicant]
US 6160511A · Pfeil et al. · 2000 [cited by applicant]
US 6167277A · Kawamoto · 2000 [cited by applicant]
US 6167359A · Demir et al. · 2000 [cited by applicant]
US 6185309B1 · Attias · 2001 [cited by applicant]
US 6188715B1 · Partyka · 2001 [cited by applicant]
US 6191731B1 · McBurney et al. · 2001 [cited by applicant]
US 6198414B1 · McPherson et al. · 2001 [cited by applicant]
US 6243576B1 · Seike et al. · 2001 [cited by applicant]
US 6249252B1 · Dupray · 2001 [cited by applicant]
US 6286021B1 · Tran et al. · 2001 [cited by applicant]
US 6296612B1 · Mo et al. · 2001 [cited by applicant]
US 6304760B1 · Thomson et al. · 2001 [cited by applicant]
US 6314366B1 · Farmakis et al. · 2001 [cited by applicant]
US 6339396B1 · Mayersak · 2002 [cited by applicant]
US 6384776B1 · Martin · 2002 [cited by applicant]
US 6400647B1 · Huntress · 2002 [cited by applicant]
US 6418131B1 · Snelling et al. · 2002 [cited by applicant]
US 6430418B1 · Nivens et al. · 2002 [cited by applicant]
US 6433671B1 · Nysen · 2002 [cited by applicant]
US 6490318B1 · Larsson et al. · 2002 [cited by applicant]
US 6492945B2 · Counselman, III et al. · 2002 [cited by applicant]
US 6512788B1 · Kuhn et al. · 2003 [cited by applicant]
US 6608559B1 · Lemelson et al. · 2003 [cited by applicant]
US 6628231B2 · Mayersak · 2003 [cited by applicant]
US 6677895B1 · Holt · 2004 [cited by applicant]
US 6697439B1 · Trivedi et al. · 2004 [cited by applicant]
US 6707910B1 · Valve et al. · 2004 [cited by applicant]
US 6711404B1 · Arpee et al. · 2004 [cited by applicant]
US 6741595B2 · Maher et al. · 2004 [cited by applicant]
US 6771957B2 · Chitrapu · 2004 [cited by applicant]
US 6785321B1 · Yang et al. · 2004 [cited by applicant]
US 6834180B1 · Marshall · 2004 [cited by applicant]
US 6850557B1 · Gronemeyer · 2005 [cited by applicant]
US 6850735B2 · Sugar et al. · 2005 [cited by applicant]
US 6859831B1 · Gelvin et al. · 2005 [cited by applicant]
US 6861982B2 · Forstrom et al. · 2005 [cited by applicant]
US 6876326B2 · Martorana · 2005 [cited by applicant]
US 6898197B1 · Lavean · 2005 [cited by applicant]
US 6898235B1 · Carlin et al. · 2005 [cited by applicant]
US 6904269B1 · Deshpande et al. · 2005 [cited by applicant]
US 6985437B1 · Vogel · 2006 [cited by applicant]
US 6991514B1 · Meloni et al. · 2006 [cited by applicant]
US 7035593B2 · Miller et al. · 2006 [cited by applicant]
US 7043207B2 · Miyazaki · 2006 [cited by applicant]
US 7049965B2 · Kelliher et al. · 2006 [cited by applicant]
US 7110756B2 · Diener · 2006 [cited by applicant]
US 7116943B2 · Sugar et al. · 2006 [cited by applicant]
US 7146176B2 · Mchenry · 2006 [cited by applicant]
US 7151790B1 · Patenaude et al. · 2006 [cited by applicant]
US 7151938B2 · Weigand · 2006 [cited by applicant]
US 7152025B2 · Lusky et al. · 2006 [cited by applicant]
US 7162207B2 · Kursula et al. · 2007 [cited by applicant]
US 7171161B2 · Miller · 2007 [cited by applicant]
US 7187326B2 · Beadle et al. · 2007 [cited by applicant]
US 7206350B2 · Korobkov et al. · 2007 [cited by applicant]
US 7215716B1 · Smith · 2007 [cited by applicant]
US 7254191B2 · Sugar et al. · 2007 [cited by applicant]
US 7259868B2 · Ozcan et al. · 2007 [cited by applicant]
US 7269151B2 · Diener et al. · 2007 [cited by applicant]
US 7289733B1 · He · 2007 [cited by applicant]
US 7292656B2 · Kloper et al. · 2007 [cited by applicant]
US 7298327B2 · Dupray et al. · 2007 [cited by applicant]
US 7340375B1 · Patenaud et al. · 2008 [cited by applicant]
US 7366463B1 · Archer et al. · 2008 [cited by applicant]
US 7408907B2 · Diener · 2008 [cited by applicant]
US 7424268B2 · Diener et al. · 2008 [cited by applicant]
US 7428270B1 · Dubuc et al. · 2008 [cited by applicant]
US 7430254B1 · Anderson · 2008 [cited by applicant]
US 7459898B1 · Woodings · 2008 [cited by applicant]
US 7466960B2 · Sugar · 2008 [cited by applicant]
US 7471683B2 · Maher, III et al. · 2008 [cited by applicant]
US 7522917B1 · Purdy, Jr. et al. · 2009 [cited by applicant]
US 7555262B2 · Brenner · 2009 [cited by applicant]
US 7564816B2 · Mchenry et al. · 2009 [cited by applicant]
US 7595754B2 · Mehta · 2009 [cited by applicant]
US 7606335B2 · Kloper et al. · 2009 [cited by applicant]
US 7606597B2 · Weigand · 2009 [cited by applicant]
US 7620396B2 · Floam et al. · 2009 [cited by applicant]
US 7653020B2 · Roberts · 2010 [cited by applicant]
US 7676192B1 · Wilson · 2010 [cited by applicant]
US 7692532B2 · Fischer et al. · 2010 [cited by applicant]
US 7692573B1 · Funk · 2010 [cited by applicant]
US 7702044B2 · Nallapureddy et al. · 2010 [cited by applicant]
US 7725110B2 · Weigand · 2010 [cited by applicant]
US 7728755B1 · Jocic · 2010 [cited by applicant]
US 7801490B1 · Scherzer · 2010 [cited by applicant]
US 7813742B1 · Mitchell · 2010 [cited by applicant]
US 7835319B2 · Sugar · 2010 [cited by applicant]
US 7865140B2 · Levien et al. · 2011 [cited by applicant]
US 7893875B1 · Smith · 2011 [cited by applicant]
US 7929508B1 · Yucek et al. · 2011 [cited by applicant]
US 7933344B2 · Hassan et al. · 2011 [cited by applicant]
US 7945215B2 · Tang · 2011 [cited by applicant]
US 7953549B2 · Graham et al. · 2011 [cited by applicant]
US 7965641B2 · Ben Letaief et al. · 2011 [cited by applicant]
US 8001901B2 · Bass · 2011 [cited by applicant]
US 8006195B1 · Woodings et al. · 2011 [cited by applicant]
US 8023957B2 · Weigand · 2011 [cited by applicant]
US 8026846B2 · Mcfadden et al. · 2011 [cited by applicant]
US 8027249B2 · Mchenry et al. · 2011 [cited by applicant]
US 8027690B2 · Shellhammer · 2011 [cited by applicant]
US 8045654B1 · Anderson · 2011 [cited by applicant]
US 8045660B1 · Gupta · 2011 [cited by applicant]
US 8055204B2 · Livsics et al. · 2011 [cited by applicant]
US 8059694B2 · Junell et al. · 2011 [cited by applicant]
US 8060017B2 · Schlicht et al. · 2011 [cited by applicant]
US 8060035B2 · Haykin · 2011 [cited by applicant]
US 8060104B2 · Chaudhri et al. · 2011 [cited by applicant]
US 8064840B2 · McHenry et al. · 2011 [cited by applicant]
US 8077662B2 · Srinivasan et al. · 2011 [cited by applicant]
US RE43066E · McHenry · 2012 [cited by applicant]
US 8094610B2 · Wang et al. · 2012 [cited by applicant]
US 8107391B2 · Wu et al. · 2012 [cited by applicant]
US 8125213B2 · Goguillon et al. · 2012 [cited by applicant]
US 8131239B1 · Walker et al. · 2012 [cited by applicant]
US 8134493B2 · Noble et al. · 2012 [cited by applicant]
US 8151311B2 · Huffman et al. · 2012 [cited by applicant]
US 8155039B2 · Wu et al. · 2012 [cited by applicant]
US 8155649B2 · McHenry et al. · 2012 [cited by applicant]
US 8160839B1 · Woodings et al. · 2012 [cited by applicant]
US 8170577B2 · Singh · 2012 [cited by applicant]
US 8175539B2 · Diener et al. · 2012 [cited by applicant]
US 8184653B2 · Dain et al. · 2012 [cited by applicant]
US 8193981B1 · Hwang et al. · 2012 [cited by applicant]
US 8213868B2 · Du et al. · 2012 [cited by applicant]
US 8224254B2 · Haykin · 2012 [cited by applicant]
US 8229368B1 · Immendorf et al. · 2012 [cited by applicant]
US 8233928B2 · Stanforth et al. · 2012 [cited by applicant]
US 8238247B2 · Wu et al. · 2012 [cited by applicant]
US 8249028B2 · Porras et al. · 2012 [cited by applicant]
US 8249631B2 · Sawai · 2012 [cited by applicant]
US 8260207B2 · Srinivasan et al. · 2012 [cited by applicant]
US 8265684B2 · Sawai · 2012 [cited by applicant]
US 8279786B1 · Smith et al. · 2012 [cited by applicant]
US 8280433B2 · Quinn et al. · 2012 [cited by applicant]
US 8289907B2 · Seidel et al. · 2012 [cited by applicant]
US 8290503B2 · Sadek et al. · 2012 [cited by applicant]
US 8295859B1 · Yarkan et al. · 2012 [cited by applicant]
US 8295877B2 · Hui et al. · 2012 [cited by applicant]
US 8301075B2 · Sherman et al. · 2012 [cited by applicant]
US 8305215B2 · Markhovsky et al. · 2012 [cited by applicant]
US 8311483B2 · Tillman et al. · 2012 [cited by applicant]
US 8311509B2 · Feher · 2012 [cited by applicant]
US 8315571B2 · Lindoff et al. · 2012 [cited by applicant]
US 8320910B2 · Bobier · 2012 [cited by applicant]
US 8326240B1 · Kadambe et al. · 2012 [cited by applicant]
US 8326309B2 · Mody et al. · 2012 [cited by applicant]
US 8326313B2 · McHenry et al. · 2012 [cited by applicant]
US 8335204B2 · Samarasooriya et al. · 2012 [cited by applicant]
US 8346273B2 · Weigand · 2013 [cited by applicant]
US 8346578B1 · Hopkins, III et al. · 2013 [cited by applicant]
US 8350970B2 · Birkett et al. · 2013 [cited by applicant]
US 8352223B1 · Anthony et al. · 2013 [cited by applicant]
US 8358723B1 · Hamkins et al. · 2013 [cited by applicant]
US 8364188B2 · Srinivasan et al. · 2013 [cited by applicant]
US 8369305B2 · Diener et al. · 2013 [cited by applicant]
US 8373759B2 · Samarasooriya et al. · 2013 [cited by applicant]
US 8391794B2 · Sawai et al. · 2013 [cited by applicant]
US 8391796B2 · Srinivasan et al. · 2013 [cited by applicant]
US 8401564B2 · Singh · 2013 [cited by applicant]
US 8406776B2 · Jallon · 2013 [cited by applicant]
US 8406780B2 · Mueck · 2013 [cited by applicant]
US RE44142E · Wilson · 2013 [cited by applicant]
US 8421676B2 · Moshfeghi · 2013 [cited by applicant]
US 8422453B2 · Abedi · 2013 [cited by applicant]
US 8422958B2 · Du et al. · 2013 [cited by applicant]
US RE44237E · Mchenry · 2013 [cited by applicant]
US 8437700B2 · Mody et al. · 2013 [cited by applicant]
US 8442445B2 · Mody et al. · 2013 [cited by applicant]
US 8447237B2 · Reial et al. · 2013 [cited by applicant]
US 8451751B2 · Challapali et al. · 2013 [cited by applicant]
US 8463195B2 · Shellhammer · 2013 [cited by applicant]
US 8467353B2 · Proctor · 2013 [cited by applicant]
US 8467996B2 · Perez et al. · 2013 [cited by applicant]
US 8483155B1 · Banerjea et al. · 2013 [cited by applicant]
US 8494464B1 · Kadambe et al. · 2013 [cited by applicant]
US 8503955B2 · Kang et al. · 2013 [cited by applicant]
US 8504087B2 · Stanforth et al. · 2013 [cited by applicant]
US 8514729B2 · Blackwell · 2013 [cited by applicant]
US 8515473B2 · Mody et al. · 2013 [cited by applicant]
US 8520606B2 · Cleveland · 2013 [cited by applicant]
US RE44492E · Mchenry · 2013 [cited by applicant]
US 8526974B2 · Olsson et al. · 2013 [cited by applicant]
US 8532686B2 · Schmidt et al. · 2013 [cited by applicant]
US 8538339B2 · Hu et al. · 2013 [cited by applicant]
US 8548521B2 · Hui et al. · 2013 [cited by applicant]
US 8554264B1 · Gibbons et al. · 2013 [cited by applicant]
US 8559301B2 · Mchenry et al. · 2013 [cited by applicant]
US 8565811B2 · Tan et al. · 2013 [cited by applicant]
US 8599024B2 · Bloy · 2013 [cited by applicant]
US 8718838B2 · Kokkeby et al. · 2014 [cited by applicant]
US 8761051B2 · Brisebois et al. · 2014 [cited by applicant]
US 8773966B1 · Petrovic et al. · 2014 [cited by applicant]
US 8780968B1 · Garcia et al. · 2014 [cited by applicant]
US 8792901B2 · Schmidt · 2014 [cited by applicant]
US 8798548B1 · Carbajal · 2014 [cited by applicant]
US 8805291B1 · Garcia et al. · 2014 [cited by applicant]
US 8818283B2 · McHenry et al. · 2014 [cited by applicant]
US 8824536B1 · Garcia et al. · 2014 [cited by applicant]
US 8843155B2 · Burton et al. · 2014 [cited by applicant]
US 8886210B1 · Sugar · 2014 [cited by applicant]
US 8941491B2 · Polk et al. · 2015 [cited by applicant]
US 8977212B2 · Carbajal · 2015 [cited by applicant]
US 9007262B1 · Witzgall · 2015 [cited by applicant]
US 9008587B2 · Carbajal · 2015 [cited by applicant]
US 9078162B2 · Garcia et al. · 2015 [cited by applicant]
US 9143968B1 · Manku et al. · 2015 [cited by applicant]
US 9185591B2 · Carbajal · 2015 [cited by applicant]
US 9229102B1 · Wright et al. · 2016 [cited by applicant]
US 9245378B1 · Villagomez et al. · 2016 [cited by applicant]
US 9288683B2 · Garcia et al. · 2016 [cited by applicant]
US 9356727B2 · Immendorf et al. · 2016 [cited by applicant]
US 9397619B2 · Lozhkin · 2016 [cited by applicant]
US 9406237B2 · Downey et al. · 2016 [cited by applicant]
US 9412278B1 · Gong et al. · 2016 [cited by applicant]
US 9413574B1 · Timofeev et al. · 2016 [cited by applicant]
US 9414237B2 · Garcia et al. · 2016 [cited by applicant]
US 9439078B2 · Menon et al. · 2016 [cited by applicant]
US 9466881B1 · Berry et al. · 2016 [cited by applicant]
US 9529360B1 · Melamed et al. · 2016 [cited by applicant]
US 9537586B2 · Carbajal · 2017 [cited by applicant]
US 9538040B2 · Goergen et al. · 2017 [cited by applicant]
US 9572055B2 · Immendorf et al. · 2017 [cited by applicant]
US 9635669B2 · Gormley et al. · 2017 [cited by applicant]
US 9658341B2 · Mathews et al. · 2017 [cited by applicant]
US 9674684B1 · Mendelson · 2017 [cited by applicant]
US 9674836B2 · Gormley et al. · 2017 [cited by applicant]
US 9686789B2 · Gormley et al. · 2017 [cited by applicant]
US 9715009B1 · Parker et al. · 2017 [cited by applicant]
US 9749069B2 · Garcia et al. · 2017 [cited by applicant]
US 9755972B1 · Mao et al. · 2017 [cited by applicant]
US 9767699B1 · Borghese et al. · 2017 [cited by applicant]
US 9769834B2 · Immendorf et al. · 2017 [cited by applicant]
US 9805273B1 · Seeber et al. · 2017 [cited by applicant]
US 9819441B2 · Immendorf et al. · 2017 [cited by applicant]
US 9858947B2 · Hearing et al. · 2018 [cited by applicant]
US 9862489B1 · Weinstein et al. · 2018 [cited by applicant]
US 9923700B2 · Gormley et al. · 2018 [cited by applicant]
US 9942775B2 · Yun et al. · 2018 [cited by applicant]
US 9973278B2 · Wang et al. · 2018 [cited by applicant]
US 9989633B1 · Pandey et al. · 2018 [cited by applicant]
US 9998243B2 · Garcia et al. · 2018 [cited by applicant]
US 10027429B1 · Kiannejad · 2018 [cited by applicant]
US 10104559B2 · Immendorf et al. · 2018 [cited by applicant]
US 10157548B2 · Priest · 2018 [cited by applicant]
US 10194324B2 · Yun et al. · 2019 [cited by applicant]
US 10198955B1 · Boyd et al. · 2019 [cited by applicant]
US 10227429B2 · Watanabe et al. · 2019 [cited by applicant]
US 10234857B1 · Melamed et al. · 2019 [cited by applicant]
US 10235523B1 · Keller, III et al. · 2019 [cited by applicant]
US 10241140B2 · Moinuddin · 2019 [cited by applicant]
US 10251242B1 · Rosen et al. · 2019 [cited by applicant]
US 10281570B2 · Parker et al. · 2019 [cited by applicant]
US 10389616B2 · Ryan et al. · 2019 [cited by applicant]
US 10393784B2 · Logan et al. · 2019 [cited by applicant]
US 10408936B2 · Van Voorst · 2019 [cited by applicant]
US 10459020B2 · Dzierwa et al. · 2019 [cited by applicant]
US 10540905B2 · Bohanan et al. · 2020 [cited by applicant]
US 10552738B2 · Holt et al. · 2020 [cited by applicant]
US 10587352B2 · Kiannejad · 2020 [cited by applicant]
US 10594034B1 · Tran et al. · 2020 [cited by applicant]
US 10613209B2 · Emami et al. · 2020 [cited by applicant]
US 10642813B1 · Lazier et al. · 2020 [cited by applicant]
US 10698076B2 · Jones et al. · 2020 [cited by applicant]
US 10700721B2 · Ayala et al. · 2020 [cited by applicant]
US 10701574B2 · Gormley et al. · 2020 [cited by applicant]
US 10764718B1 · Boettcher et al. · 2020 [cited by applicant]
US 10784974B2 · Menon · 2020 [cited by applicant]
US 10811771B1 · Tran et al. · 2020 [cited by applicant]
US 10907940B1 · Parker et al. · 2021 [cited by applicant]
US 10916845B2 · Tran et al. · 2021 [cited by applicant]
US 10917797B2 · Menon et al. · 2021 [cited by applicant]
US 11012340B2 · Ryan et al. · 2021 [cited by applicant]
US 11035929B2 · Parker et al. · 2021 [cited by applicant]
US 11063653B2 · Ottersten et al. · 2021 [cited by applicant]
US 11190233B2 · Lo et al. · 2021 [cited by applicant]
US 11223431B2 · Garcia et al. · 2022 [cited by applicant]
US 11265652B2 · Kallai et al. · 2022 [cited by applicant]
US 11321282B2 · Tran · 2022 [cited by applicant]
US 11334807B1 · O'Shea et al. · 2022 [cited by applicant]
US 11336011B2 · Tran et al. · 2022 [cited by applicant]
US 11516071B2 · Karapantelakis et al. · 2022 [cited by applicant]
US 11637641B1 · Garcia et al. · 2023 [cited by applicant]
US 11663992B2 · Canberk et al. · 2023 [cited by applicant]
US 11671839B2 · Guo et al. · 2023 [cited by applicant]
US 11700304B2 · Brown, Jr. et al. · 2023 [cited by applicant]
US 11757185B2 · Tran et al. · 2023 [cited by applicant]
US 11777783B2 · Meirosu et al. · 2023 [cited by applicant]
US 11791913B2 · Garcia et al. · 2023 [cited by applicant]
US 11871103B2 · Kleinbeck · 2024 [cited by applicant]
US 11874674B2 · Groden et al. · 2024 [cited by applicant]
US 11880888B1 · Gold et al. · 2024 [cited by applicant]
US 11889351B2 · Tagg · 2024 [cited by applicant]
US 11910305B2 · Buyukdura · 2024 [cited by applicant]
US 11994880B2 · Vallelonga et al. · 2024 [cited by applicant]
US 12095518B2 · Garcia et al. · 2024 [cited by applicant]
US 12156037B2 · Montalvo · 2024 [cited by applicant]
US 12183213B1 · Kleinbeck et al. · 2024 [cited by applicant]
US 12184963B2 · Kleinbeck · 2024 [cited by applicant]
US 12243431B2 · Kleinbeck et al. · 2025 [cited by applicant]
US 12301976B2 · Kleinbeck · 2025 [cited by applicant]
US 12309483B1 · Kleinbeck · 2025 [cited by applicant]
US 20010000959A1 · Campana et al. · 2001 [cited by applicant]
US 20010005423A1 · Rhoads · 2001 [cited by applicant]
US 20010016503A1 · Kang · 2001 [cited by applicant]
US 20010020220A1 · Kurosawa · 2001 [cited by applicant]
US 20020044082A1 · Woodington et al. · 2002 [cited by applicant]
US 20020070889A1 · Griffin et al. · 2002 [cited by applicant]
US 20020072331A1 · Fischer et al. · 2002 [cited by applicant]
US 20020097184A1 · Mayersak · 2002 [cited by applicant]
US 20020119754A1 · Wakutsu et al. · 2002 [cited by applicant]
US 20020161775A1 · Lasensky et al. · 2002 [cited by applicant]
US 20020167417A1 · Welles, II et al. · 2002 [cited by applicant]
US 20020173341A1 · Abdelmonem et al. · 2002 [cited by applicant]
US 20030013454A1 · Hunzinger · 2003 [cited by applicant]
US 20030040277A1 · Deats · 2003 [cited by applicant]
US 20030083091A1 · Nuutinen et al. · 2003 [cited by applicant]
US 20030087648A1 · Mezhvinsky et al. · 2003 [cited by applicant]
US 20030104831A1 · Razavilar et al. · 2003 [cited by applicant]
US 20030144601A1 · Prichep · 2003 [cited by applicant]
US 20030145008A1 · Burrell · 2003 [cited by applicant]
US 20030145328A1 · Rabinowitz et al. · 2003 [cited by applicant]
US 20030198304A1 · Sugar et al. · 2003 [cited by applicant]
US 20030206640A1 · Malvar et al. · 2003 [cited by applicant]
US 20030224801A1 · Lovberg et al. · 2003 [cited by applicant]
US 20030232612A1 · Richards et al. · 2003 [cited by applicant]
US 20040001688A1 · Shen · 2004 [cited by applicant]
US 20040023674A1 · Miller · 2004 [cited by applicant]
US 20040041725A1 · Matsuda et al. · 2004 [cited by applicant]
US 20040127214A1 · Reddy et al. · 2004 [cited by applicant]
US 20040137915A1 · Diener et al. · 2004 [cited by applicant]
US 20040147254A1 · Reddy et al. · 2004 [cited by applicant]
US 20040171390A1 · Chitrapu · 2004 [cited by applicant]
US 20040203725A1 · Lahav et al. · 2004 [cited by applicant]
US 20040203826A1 · Sugar et al. · 2004 [cited by applicant]
US 20040208238A1 · Thomas et al. · 2004 [cited by applicant]
US 20040219885A1 · Sugar et al. · 2004 [cited by applicant]
US 20040233100A1 · Dibble et al. · 2004 [cited by applicant]
US 20050003828A1 · Sugar et al. · 2005 [cited by applicant]
US 20050096026A1 · Chitrapu et al. · 2005 [cited by applicant]
US 20050107102A1 · Yoon et al. · 2005 [cited by applicant]
US 20050114023A1 · Williamson et al. · 2005 [cited by applicant]
US 20050152317A1 · Awater et al. · 2005 [cited by applicant]
US 20050159928A1 · Moser · 2005 [cited by applicant]
US 20050176401A1 · Nanda et al. · 2005 [cited by applicant]
US 20050185618A1 · Friday et al. · 2005 [cited by applicant]
US 20050192727A1 · Shostak et al. · 2005 [cited by applicant]
US 20050227625A1 · Diener · 2005 [cited by applicant]
US 20050261563A1 · Zhou et al. · 2005 [cited by applicant]
US 20050285792A1 · Sugar et al. · 2005 [cited by applicant]
US 20060025118A1 · Chitrapu et al. · 2006 [cited by applicant]
US 20060047704A1 · Gopalakrishnan · 2006 [cited by applicant]
US 20060074558A1 · Williamson et al. · 2006 [cited by applicant]
US 20060080040A1 · Garczarek et al. · 2006 [cited by applicant]
US 20060100530A1 · Kliot et al. · 2006 [cited by applicant]
US 20060111899A1 · Padhi et al. · 2006 [cited by applicant]
US 20060128311A1 · Tesfai · 2006 [cited by applicant]
US 20060133263A1 · Bernard et al. · 2006 [cited by applicant]