IP Library › Granted Patent US 12,424,836
Granted Patent B2
US 12,424,836 · App. 18/370,390 · Granted Sep 23, 2025

Systems and methods for utilizing electricity monitoring devices to reconstruct an electrical event

Inventors: Erin Ann Olander (Bloomington, IL); Christopher N. Kawakita (Bloomington, IL); Jeff Riblet (Normal, IL)
Assignee: State Farm Mutual Automobile Insurance Company
H02H3/04G05B15/02G06Q40/08H04W4/02G05B2219/163G05B2219/2642H02J3/001Y02B90/20Y04S20/14Y04S20/30
View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 12,424,836
App. No.
18/370,390
Granted
Sep 23, 2025
Kind
B2
Abstract

Methods and systems for identifying and correcting abnormal electrical activity about a home or other structure are provided. An electricity monitoring device may monitor electrical activity including transmission of electricity via an electrical distribution board to devices about the home. Electrical activity may be correlated with respective electrical devices to build an electrical profile associated with the structure. In response to a claimed damage to the structure or to electric devices therein, some electrical activity may be compared to the electrical profile to determine whether the damage occurred voluntarily or involuntarily.

Claims (51)

1. A computer-implemented method for analyzing electrical events, the computer-implemented method comprising:

monitoring, by an electricity monitoring device positioned in vicinity of an electrical distribution board of a structure, electrical activity about the structure by wirelessly detecting an electricity flow to a plurality of electric devices that are coupled to the electrical distribution board;

correlating, by one or more processors, the electrical activity with a respective electric device of the plurality of electric devices, based upon an electrical signature unique to the respective electric device;

building, by the one or more processors, based at least upon the correlated electrical activity, a structure electrical profile including data indicative of operation of the plurality of electric devices;

receiving, by the one or more processors, an indication of an insurance claim associated with claimed damage to the structure;

identifying, by the one or more processors, a subset of the electrical activity around a time at which the claimed damage is claimed to have occurred;

reconstructing, by the one or more processors, a series of electrical events around the time at which the claimed damage is claimed to have occurred using the subset of the electrical activity;

comparing, by the one or more processors, the subset of the electrical activity with the structure electrical profile to determine whether the claimed damage occurred involuntarily or voluntarily; and

processing, by the one or more processors, the insurance claim in response to determining that the claimed damage occurred involuntarily based upon the reconstructing and the comparing;

wherein comparing the subset of the electrical activity with the structure electrical profile includes comparing an occupancy of the structure indicated by the subset of the electrical activity to an expected occupancy of the structure indicated by the structure electrical profile.

2. The computer-implemented method of claim 1 , wherein the one or more processors include one or more processors of the electricity monitoring device.

3. The computer-implemented method of claim 1 , wherein the structure is a home.

4. The computer-implemented method of claim 1 , wherein comparing the subset of the electrical activity with the structure electrical profile includes comparing operation of a particular device of the plurality of electric devices indicated by the subset of the electrical activity to an expected operation of the particular device indicated by the structure electrical profile.

5. The computer-implemented method of claim 1 , wherein the claimed damage includes a fire, and wherein determining whether the claimed damage occurred involuntarily or voluntarily includes determining whether the fire was caused by arson.

6. The computer-implemented method of claim 1 , wherein determining whether the claimed damage occurred involuntarily or voluntarily includes determining whether the subset of electrical activity exhibits voluntary tampering of at least one of the plurality of electric devices.

7. The computer-implemented method of claim 1 , wherein the claimed damage to the structure includes claimed damage to one or more devices of the plurality of electric devices about the structure.

8. The computer-implemented method of claim 1 , further comprising:

identifying, by the electricity monitoring device, each electric device of the plurality of electric devices using the detected electricity flow based upon an electrical signature unique to a respective electric device.

9. The computer-implemented method of claim 1 , further comprising:

estimating a level of risk associated with the structure based at least in part upon the structure electrical profile.

10. A computer system for analyzing electrical events, the computer system comprising:

an electricity monitoring device positioned in vicinity of an electrical distribution board of a structure;

one or more processors; and

one or more memories storing computer-executable instructions that, when executed via the one or more processors, cause the system to:

monitor, by the electricity monitoring device, electrical activity about the structure by wirelessly detecting an electricity flow to a plurality of electric devices that are coupled to the electrical distribution board;

correlate the electrical activity with a respective electric device of the plurality of electric devices, based upon an electrical signature unique to the respective electric device;

build, based at least upon the correlated electrical activity, a structure electrical profile including data indicative of operation of the plurality of electric devices;

receive an indication of an insurance claim associated with claimed damage to the structure;

identify a subset of the electrical activity when the claimed damage is claimed to have occurred;

reconstruct a series of electrical events around when the claimed damage is claimed to have occurred using the subset of the electrical activity;

compare the subset of the electrical activity with the structure electrical profile to determine whether the claimed damage occurred involuntarily or voluntarily; and

process the insurance claim in response to determining that the claimed damage occurred involuntarily based upon the reconstructing and the comparing;

wherein to compare the subset of the electrical activity with the structure electrical profile includes to compare an occupancy of the structure indicated by the subset of the electrical activity to an expected occupancy of the structure indicated by the structure electrical profile.

11. The computer system of claim 10 , wherein the one or more processors include one or more processors of the electricity monitoring device.

12. The computer system of claim 10 , wherein the structure is a home.

13. The computer system of claim 10 , wherein to compare the subset of the electrical activity with the structure electrical profile includes to compare operation of a particular device of the plurality of electric devices indicated by the subset of the electrical activity to an expected operation of the particular device indicated by the structure electrical profile.

14. The computer system of claim 10 , wherein the claimed damage includes a fire, and wherein to determine whether the claimed damage occurred involuntarily or voluntarily includes to determine whether the fire was caused by arson.

15. The computer system of claim 10 , wherein the claimed damage to the structure includes claimed damage to one or more devices of the plurality of electric devices about the structure.

16. The computer system of claim 10 , wherein the computer-executable instructions that, when executed via the one or more processors, further cause the system to identify, by the electricity monitoring device, each electric device of the plurality of electric devices using the detected electricity flow based upon an electrical signature unique to each respective electric device.

17. The computer system of claim 10 , wherein determining whether the claimed damage occurred involuntarily or voluntarily includes determining whether the subset of electrical activity exhibits voluntary tampering of any of the plurality of electric devices.

18. The computer system of claim 10 , wherein the computer-executable instructions further cause the system to estimate a level of risk associated with the structure based at least in part upon the structure electrical profile.

19. At least one non-transitory computer-readable storage medium with instructions stored thereon for analyzing electrical events, wherein the instructions, when executed by at least one processor, cause the at least one processor to:

monitor, based upon inputs received from an electricity monitoring device, electrical activity about a structure by wirelessly detecting an electricity flow to a plurality of electric devices that are coupled to an electrical distribution board;

correlate the electrical activity with a respective electric device of the plurality of electric devices, based upon an electrical signature unique to the respective electric device;

build, based at least upon the correlated electrical activity, a structure electrical profile including data indicative of operation of the plurality of electric devices;

receive an indication of an insurance claim associated with claimed damage to the structure;

identify a subset of the electrical activity when the claimed damage is claimed to have occurred;

reconstruct a series of electrical events around when the claimed damage is claimed to have occurred using the subset of the electrical activity;

compare the subset of the electrical activity with the structure electrical profile to determine whether the claimed damage occurred involuntarily or voluntarily; and

process the insurance claim in response to determining that the claimed damage occurred involuntarily based upon the reconstructing and the comparing;

wherein to compare the subset of the electrical activity with the structure electrical profile includes to compare an occupancy of the structure indicated by the subset of the electrical activity to an expected occupancy of the structure indicated by the structure electrical profile.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Dec 27, 2023
From: OLANDER, ERIN ANN; KAWAKITA, CHRISTOPHER N.; RIBLET, JEFF
To: STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY
Reel/Frame 065961/0144 →
Continuity (4)
Continuation 15624942 · Jun 16, 2017
Provisional Application 62458292 · Feb 13, 2017
Provisional Application 62413511 · Oct 27, 2016
Related Publication 20240013311A1 · Jan 11, 2024
References Cited (400)
US 1042341A · Harrington · 1912 [cited by applicant]
US 1047974A · Moore · 1912 [cited by applicant]
US 1055793A · Pogue · 1913 [cited by applicant]
US 1057664A · Patterson · 1913 [cited by applicant]
US 1446000A · Cleland · 1923 [cited by applicant]
US 5483153A · Leeb et al. · 1996 [cited by applicant]
US 5872358A · Todokoro et al. · 1999 [cited by applicant]
US 5900629A · Todokoro et al. · 1999 [cited by applicant]
US 6069356A · Todokoro et al. · 2000 [cited by applicant]
US 6084238A · Todokoro et al. · 2000 [cited by applicant]
US 6853894B1 · Kolls · 2005 [cited by applicant]
US 6982710B2 · Salomie · 2006 [cited by applicant]
US 6988026B2 · Breed et al. · 2006 [cited by applicant]
US 7082359B2 · Breed · 2006 [cited by applicant]
US 7089099B2 · Shostak et al. · 2006 [cited by applicant]
US 7103460B1 · Breed · 2006 [cited by applicant]
US 7289965B1 · Bradley et al. · 2007 [cited by applicant]
US RE40073E · Breed · 2008 [cited by applicant]
US 7421321B2 · Breed et al. · 2008 [cited by applicant]
US 7747534B2 · Villicana · 2010 [cited by examiner]
US 7835919B1 · Bradley et al. · 2010 [cited by applicant]
US 7966203B1 · Pietrzak · 2011 [cited by applicant]
US 7974854B1 · Bradley et al. · 2011 [cited by applicant]
US 8010377B1 · Bradley et al. · 2011 [cited by applicant]
US 8027850B1 · Pietrzak · 2011 [cited by applicant]
US 8055529B1 · Jackson et al. · 2011 [cited by applicant]
US 8155900B1 · Adams · 2012 [cited by examiner]
US 8289160B1 · Billman · 2012 [cited by applicant]
US 8433344B1 · Virga · 2013 [cited by applicant]
US 8490006B1 · Reeser et al. · 2013 [cited by applicant]
US 8515783B1 · Weeks · 2013 [cited by applicant]
US 8527306B1 · Reeser et al. · 2013 [cited by applicant]
US 8533144B1 · Reeser et al. · 2013 [cited by applicant]
US 8595034B2 · Bauer et al. · 2013 [cited by applicant]
US 8595130B2 · Johnson et al. · 2013 [cited by applicant]
US 8640038B1 · Reeser et al. · 2014 [cited by applicant]
US 8650048B1 · Hopkins, III et al. · 2014 [cited by applicant]
US 8655595B1 · Green et al. · 2014 [cited by applicant]
US 8665084B2 · Shapiro et al. · 2014 [cited by applicant]
US 8674544B2 · Rada et al. · 2014 [cited by applicant]
US 8674831B1 · Merrill et al. · 2014 [cited by applicant]
US 8682682B1 · Bradley et al. · 2014 [cited by applicant]
US 8712805B1 · Ferries et al. · 2014 [cited by applicant]
US 8760285B2 · Billman et al. · 2014 [cited by applicant]
US 8799029B2 · Bodas · 2014 [cited by applicant]
US 8825583B2 · Sanchez Loureda · 2014 [cited by examiner]
US 8890680B2 · Reeser et al. · 2014 [cited by applicant]
US 8892263B1 · Morris et al. · 2014 [cited by applicant]
US 8892451B2 · Everett et al. · 2014 [cited by applicant]
US 8917186B1 · Grant · 2014 [cited by applicant]
US 8949052B2 · Chakradhar · 2015 [cited by examiner]
US 8976937B2 · Shapiro et al. · 2015 [cited by applicant]
US 9049168B2 · Jacob et al. · 2015 [cited by applicant]
US 9057746B1 · Houlette et al. · 2015 [cited by applicant]
US 9111349B2 · Szeliski et al. · 2015 [cited by applicant]
US 9117349B2 · Shapiro et al. · 2015 [cited by applicant]
US 9142119B1 · Grant · 2015 [cited by applicant]
US 9152737B1 · Micali et al. · 2015 [cited by applicant]
US 9183578B1 · Reeser et al. · 2015 [cited by applicant]
US 9202363B1 · Grant · 2015 [cited by applicant]
US 9213994B2 · Green et al. · 2015 [cited by applicant]
US 9262909B1 · Grant · 2016 [cited by applicant]
US 9280793B2 · English et al. · 2016 [cited by applicant]
US 9286772B2 · Shapiro et al. · 2016 [cited by applicant]
US 9311676B2 · Helitzer et al. · 2016 [cited by applicant]
US 9344330B2 · Jacob et al. · 2016 [cited by applicant]
US 9424737B2 · Bailey et al. · 2016 [cited by applicant]
US 9443195B2 · Micali et al. · 2016 [cited by applicant]
US 9472092B1 · Grant · 2016 [cited by applicant]
US 9552611B2 · Cook · 2017 [cited by applicant]
US 9589441B2 · Shapiro et al. · 2017 [cited by applicant]
US 9609003B1 · Chmielewski et al. · 2017 [cited by applicant]
US 9665892B1 · Reeser et al. · 2017 [cited by applicant]
US 9666060B2 · Reeser et al. · 2017 [cited by applicant]
US 9699529B1 · Petri et al. · 2017 [cited by applicant]
US 9702959B2 · Marshall et al. · 2017 [cited by applicant]
US 9739813B2 · Houlette et al. · 2017 [cited by applicant]
US 9786158B2 · Beaver et al. · 2017 [cited by applicant]
US 9798979B2 · Fadell et al. · 2017 [cited by applicant]
US 9798993B2 · Payne et al. · 2017 [cited by applicant]
US 9800570B1 · Bleisch · 2017 [cited by applicant]
US 9800958B1 · Petri et al. · 2017 [cited by applicant]
US 9812001B1 · Grant · 2017 [cited by applicant]
US 9818158B1 · Devereaux et al. · 2017 [cited by applicant]
US 9824398B2 · English et al. · 2017 [cited by applicant]
US 9888371B1 · Jacob · 2018 [cited by applicant]
US 9892463B1 · Hakimi-Boushehri et al. · 2018 [cited by applicant]
US 9898168B2 · Shapiro et al. · 2018 [cited by applicant]
US 9898912B1 · Jordan, II et al. · 2018 [cited by applicant]
US 9911042B1 · Cardona et al. · 2018 [cited by applicant]
US 9923971B2 · Madey et al. · 2018 [cited by applicant]
US 9942630B1 · Petri et al. · 2018 [cited by applicant]
US 9947051B1 · Allen et al. · 2018 [cited by applicant]
US 9947202B1 · Moon et al. · 2018 [cited by applicant]
US 9978033B1 · Payne et al. · 2018 [cited by applicant]
US 9996882B1 · Manzella et al. · 2018 [cited by applicant]
US 9997056B2 · Bleisch · 2018 [cited by applicant]
US 10002295B1 · Cardona et al. · 2018 [cited by applicant]
US 10042341B1 · Jacob · 2018 [cited by applicant]
US 10047974B1 · Riblet et al. · 2018 [cited by applicant]
US 10055793B1 · Call et al. · 2018 [cited by applicant]
US 10055803B2 · Orduna et al. · 2018 [cited by applicant]
US 10057664B1 · Moon et al. · 2018 [cited by applicant]
US 10062118B1 · Bernstein et al. · 2018 [cited by applicant]
US 10073929B2 · Vaynriber et al. · 2018 [cited by applicant]
US 10102584B1 · Devereaux et al. · 2018 [cited by applicant]
US 10102585B1 · Bryant et al. · 2018 [cited by applicant]
US 10102589B1 · Tofte et al. · 2018 [cited by applicant]
US 10107708B1 · Schick et al. · 2018 [cited by applicant]
US 10142394B2 · Chmielewski et al. · 2018 [cited by applicant]
US 10176705B1 · Grant · 2019 [cited by applicant]
US 10181160B1 · Hakimi-Boushehri et al. · 2019 [cited by applicant]
US 10186134B1 · Moon et al. · 2019 [cited by applicant]
US 10187707B2 · Norwood et al. · 2019 [cited by applicant]
US 10198771B1 · Madigan et al. · 2019 [cited by applicant]
US 10210498B1 · Meyyappan et al. · 2019 [cited by applicant]
US 10217068B1 · Davis et al. · 2019 [cited by applicant]
US 10223750B1 · Loo et al. · 2019 [cited by applicant]
US 10223751B1 · Hutchinson · 2019 [cited by examiner]
US 10229394B1 · Davis et al. · 2019 [cited by applicant]
US 10244294B1 · Moon et al. · 2019 [cited by applicant]
US 10249158B1 · Jordan, II et al. · 2019 [cited by applicant]
US 10269074B1 · Patel et al. · 2019 [cited by applicant]
US 10282787B1 · Hakimi-Boushehri et al. · 2019 [cited by applicant]
US 10282788B1 · Jordan, II et al. · 2019 [cited by applicant]
US 10282961B1 · Jordan, II et al. · 2019 [cited by applicant]
US 10295431B1 · Schick et al. · 2019 [cited by applicant]
US 10296978B1 · Corder et al. · 2019 [cited by applicant]
US 10297138B2 · Reeser et al. · 2019 [cited by applicant]
US 10304313B1 · Moon et al. · 2019 [cited by applicant]
US 10311521B1 · Capone et al. · 2019 [cited by applicant]
US 10323860B1 · Riblet et al. · 2019 [cited by applicant]
US 10325473B1 · Moon et al. · 2019 [cited by applicant]
US 10332059B2 · Matsuoka et al. · 2019 [cited by applicant]
US 10338112B2 · Micali · 2019 [cited by examiner]
US 10346811B1 · Jordan, II · 2019 [cited by examiner]
US 10353359B1 · Jordan, II et al. · 2019 [cited by applicant]
US 10356303B1 · Jordan, II et al. · 2019 [cited by applicant]
US 10380692B1 · Parker et al. · 2019 [cited by applicant]
US 10387966B1 · Shah et al. · 2019 [cited by applicant]
US 10388135B1 · Jordan, II et al. · 2019 [cited by applicant]
US 10412169B1 · Madey et al. · 2019 [cited by applicant]
US 10446000B2 · Friar et al. · 2019 [cited by applicant]
US 10453146B1 · Stricker et al. · 2019 [cited by applicant]
US 10453149B1 · Gaudin et al. · 2019 [cited by applicant]
US 10467476B1 · Cardona et al. · 2019 [cited by applicant]
US 10480825B1 · Riblet et al. · 2019 [cited by applicant]
US 10482746B1 · Moon et al. · 2019 [cited by applicant]
US 10504189B1 · Gaudin et al. · 2019 [cited by applicant]
US 10506411B1 · Jacob · 2019 [cited by applicant]
US 10510120B1 · Roll · 2019 [cited by applicant]
US 10514669B1 · Call et al. · 2019 [cited by applicant]
US 10515372B1 · Jordan, II et al. · 2019 [cited by applicant]
US 10522009B1 · Jordan, II et al. · 2019 [cited by applicant]
US 10546478B1 · Moon et al. · 2020 [cited by applicant]
US 10547918B1 · Moon et al. · 2020 [cited by applicant]
US 10565541B2 · Payne et al. · 2020 [cited by applicant]
US 10572947B1 · Berends et al. · 2020 [cited by applicant]
US 10573146B1 · Jordan, II et al. · 2020 [cited by applicant]
US 10573149B1 · Jordan, II et al. · 2020 [cited by applicant]
US 10579028B1 · Jacob · 2020 [cited by applicant]
US 10579971B1 · Davis et al. · 2020 [cited by applicant]
US 10586177B1 · Choueiter et al. · 2020 [cited by applicant]
US 10607295B1 · Hakimi-Boushehri et al. · 2020 [cited by applicant]
US 10623509B2 · Delinselle et al. · 2020 [cited by applicant]
US 10634576B1 · Schick et al. · 2020 [cited by applicant]
US 10652257B1 · Shah et al. · 2020 [cited by applicant]
US 10664922B1 · Madigan et al. · 2020 [cited by applicant]
US 10672081B1 · Lyons et al. · 2020 [cited by applicant]
US 10679292B1 · Call et al. · 2020 [cited by applicant]
US 10685402B1 · Bryant et al. · 2020 [cited by applicant]
US 10699346B1 · Corder et al. · 2020 [cited by applicant]
US 10713726B1 · Allen et al. · 2020 [cited by applicant]
US 10726492B2 · Snyder et al. · 2020 [cited by applicant]
US 10726494B1 · Shah et al. · 2020 [cited by applicant]
US 10726500B1 · Shah et al. · 2020 [cited by applicant]
US 10733671B1 · Hakimi-Boushehri et al. · 2020 [cited by applicant]
US 10733868B2 · Moon et al. · 2020 [cited by applicant]
US 10735829B2 · Petri et al. · 2020 [cited by applicant]
US 10740691B2 · Choueiter et al. · 2020 [cited by applicant]
US 10741033B1 · Jordan, II et al. · 2020 [cited by applicant]
US 10750252B2 · Petri et al. · 2020 [cited by applicant]
US 10795329B1 · Jordan, II et al. · 2020 [cited by applicant]
US 10796557B2 · Sundermeyer et al. · 2020 [cited by applicant]
US 10823458B1 · Riblet et al. · 2020 [cited by applicant]
US 10824971B1 · Davis et al. · 2020 [cited by applicant]
US 10825320B1 · Moon et al. · 2020 [cited by applicant]
US 10825321B2 · Moon et al. · 2020 [cited by applicant]
US 10832225B1 · Davis et al. · 2020 [cited by applicant]
US 10846800B1 · Bryant et al. · 2020 [cited by applicant]
US 10861115B1 · Stricker et al. · 2020 [cited by applicant]
US 10922756B1 · Call et al. · 2021 [cited by applicant]
US 10922948B1 · Moon et al. · 2021 [cited by applicant]
US 10930141B2 · De Paz Alberola et al. · 2021 [cited by applicant]
US 10943306B1 · Gaudin et al. · 2021 [cited by applicant]
US 10943447B1 · Jordan, II et al. · 2021 [cited by applicant]
US 10949928B1 · Roll · 2021 [cited by applicant]
US 10970990B1 · Jacob · 2021 [cited by applicant]
US 10990069B1 · Jacob · 2021 [cited by applicant]
US 11003334B1 · Conway et al. · 2021 [cited by applicant]
US 11004320B1 · Jordan, II et al. · 2021 [cited by applicant]
US 11015997B1 · Schick et al. · 2021 [cited by applicant]
US 11017480B2 · Shah et al. · 2021 [cited by applicant]
US 11037255B1 · Ganev et al. · 2021 [cited by applicant]
US 11042137B1 · Call et al. · 2021 [cited by applicant]
US 11042942B1 · Hakimi-Boushehri et al. · 2021 [cited by applicant]
US 11043098B1 · Jordan, II et al. · 2021 [cited by applicant]
US 11049078B1 · Jordan, II et al. · 2021 [cited by applicant]
US 11049189B2 · Shah et al. · 2021 [cited by applicant]
US 11055797B1 · Carone · 2021 [cited by applicant]
US 11074659B1 · Hakimi-Boushehri et al. · 2021 [cited by applicant]
US 11087347B1 · De Guia et al. · 2021 [cited by applicant]
US 11087420B1 · Trundle · 2021 [cited by applicant]
US 11100594B1 · West et al. · 2021 [cited by applicant]
US 11118812B1 · Riblet et al. · 2021 [cited by applicant]
US 11126708B2 · Reimer · 2021 [cited by applicant]
US 11151654B2 · Trainor et al. · 2021 [cited by applicant]
US 11210741B1 · Allen et al. · 2021 [cited by applicant]
US 11232873B1 · Aspro et al. · 2022 [cited by applicant]
US 11308247B2 · McDade · 2022 [cited by applicant]
US 11451043B1 · Olander · 2022 [cited by examiner]
US 11501100B1 · Geng et al. · 2022 [cited by applicant]
US 11556995B1 · Little et al. · 2023 [cited by applicant]
US 11656097B2 · Vega et al. · 2023 [cited by applicant]
US 11715074B2 · Aspro et al. · 2023 [cited by applicant]
US 11748817B2 · Szott · 2023 [cited by applicant]
US 11783423B1 · Yager et al. · 2023 [cited by applicant]
US 11941712B2 · Trundle · 2024 [cited by applicant]
US 20030120588A1 · Dodd et al. · 2003 [cited by applicant]
US 20050055249A1 · Helitzer et al. · 2005 [cited by applicant]
US 20050065678A1 · Smith et al. · 2005 [cited by applicant]
US 20050085973A1 · Furem et al. · 2005 [cited by applicant]
US 20050171645A1 · Oswald · 2005 [cited by examiner]
US 20050276401A1 · Madill, Jr. et al. · 2005 [cited by applicant]
US 20060031180A1 · Tamarkin · 2006 [cited by examiner]
US 20060136273A1 · Zizzamia et al. · 2006 [cited by applicant]
US 20070088507A1 · Haberlen et al. · 2007 [cited by applicant]
US 20070185391A1 · Morgan · 2007 [cited by applicant]
US 20070260401A1 · Sydor et al. · 2007 [cited by applicant]
US 20080000779A1 · Wang et al. · 2008 [cited by applicant]
US 20080255862A1 · Bailey et al. · 2008 [cited by applicant]
US 20090177500A1 · Swahn · 2009 [cited by applicant]
US 20090206059A1 · Kiko · 2009 [cited by applicant]
US 20090261943A1 · Jana et al. · 2009 [cited by applicant]
US 20090265193A1 · Collins et al. · 2009 [cited by applicant]
US 20100050264A1 · Aebig et al. · 2010 [cited by applicant]
US 20100125911A1 · Bhaskaran · 2010 [cited by applicant]
US 20100211222A1 · Ghosn · 2010 [cited by examiner]
US 20100217702A1 · Tu · 2010 [cited by applicant]
US 20100293130A1 · Stephan et al. · 2010 [cited by applicant]
US 20110047086A1 · Heisterkamp et al. · 2011 [cited by applicant]
US 20110270773A1 · Siekman et al. · 2011 [cited by applicant]
US 20110295624A1 · Chapin et al. · 2011 [cited by applicant]
US 20120016528A1 · Raman et al. · 2012 [cited by applicant]
US 20120035777A1 · Park · 2012 [cited by applicant]
US 20120072239A1 · Gibbard et al. · 2012 [cited by applicant]
US 20120116820A1 · English et al. · 2012 [cited by applicant]
US 20120158618A1 · Roskos · 2012 [cited by applicant]
US 20120290104A1 · Holt et al. · 2012 [cited by applicant]
US 20120290230A1 · Berges Gonzalez · 2012 [cited by examiner]
US 20130006674A1 · Bowne et al. · 2013 [cited by applicant]
US 20130041841A1 · Lyons · 2013 [cited by applicant]
US 20130066479A1 · Shetty et al. · 2013 [cited by applicant]
US 20130096857A1 · Chakradhar · 2013 [cited by applicant]
US 20130160072A1 · Reus et al. · 2013 [cited by applicant]
US 20130197807A1 · Du et al. · 2013 [cited by applicant]
US 20130262473A1 · Scanlon et al. · 2013 [cited by applicant]
US 20130275263A1 · Carlin, Jr. et al. · 2013 [cited by applicant]
US 20130307694A1 · Amar · 2013 [cited by applicant]
US 20130338948A1 · Zeifman · 2013 [cited by applicant]
US 20140032433A1 · Eick et al. · 2014 [cited by applicant]
US 20140129160A1 · Tran · 2014 [cited by applicant]
US 20140136242A1 · Weekes et al. · 2014 [cited by applicant]
US 20140200929A1 · Fitzgerald et al. · 2014 [cited by applicant]
US 20140214750A1 · Healy et al. · 2014 [cited by applicant]
US 20140266669A1 · Fadell et al. · 2014 [cited by applicant]
US 20140266682A1 · Gettings et al. · 2014 [cited by applicant]
US 20140270176A1 · Gettings et al. · 2014 [cited by applicant]
US 20140306833A1 · Ricci · 2014 [cited by applicant]
US 20140358592A1 · Wedig et al. · 2014 [cited by applicant]
US 20150019262A1 · Du et al. · 2015 [cited by applicant]
US 20150025917A1 · Stempora · 2015 [cited by applicant]
US 20150061859A1 · Matsuoka et al. · 2015 [cited by applicant]
US 20150154712A1 · Cook · 2015 [cited by examiner]
US 20150154847A1 · Oliver et al. · 2015 [cited by applicant]
US 20150170503A1 · Wedig · 2015 [cited by examiner]
US 20150248643A1 · Nathanson · 2015 [cited by applicant]
US 20150268281A1 · Haghighat-Kashani · 2015 [cited by applicant]
US 20150302529A1 · Jagannathan · 2015 [cited by applicant]
US 20150316594A1 · Kania · 2015 [cited by examiner]
US 20150347910A1 · Fadell et al. · 2015 [cited by applicant]
US 20150357153A1 · Makino et al. · 2015 [cited by applicant]
US 20150357155A1 · Dohi et al. · 2015 [cited by applicant]
US 20160035150A1 · Barfield, Jr. et al. · 2016 [cited by applicant]
US 20160048934A1 · Gross · 2016 [cited by applicant]
US 20160055593A1 · Groeneveld · 2016 [cited by applicant]
US 20160055594A1 · Emison et al. · 2016 [cited by applicant]
US 20160055595A1 · Green et al. · 2016 [cited by applicant]
US 20160066066A1 · Dharmadhikari et al. · 2016 [cited by applicant]
US 20160098530A1 · Dill et al. · 2016 [cited by applicant]
US 20160110818A1 · Shemesh et al. · 2016 [cited by applicant]
US 20160117646A1 · Lerick et al. · 2016 [cited by applicant]
US 20160127144A1 · Takahashi et al. · 2016 [cited by applicant]
US 20160146866A1 · Houlette · 2016 [cited by examiner]
US 20160147243A1 · Micali · 2016 [cited by examiner]
US 20160163186A1 · Davidson et al. · 2016 [cited by applicant]
US 20160212506A1 · Norwood et al. · 2016 [cited by applicant]
US 20160275633A1 · Gitt et al. · 2016 [cited by applicant]
US 20160283958A1 · Devereaux et al. · 2016 [cited by applicant]
US 20160284029A1 · Rhodes et al. · 2016 [cited by applicant]
US 20160321582A1 · Broudou et al. · 2016 [cited by applicant]
US 20160321587A1 · Gitt et al. · 2016 [cited by applicant]
US 20170006135A1 · Siebel et al. · 2017 [cited by applicant]
US 20170032466A1 · Feldman et al. · 2017 [cited by applicant]
US 20170039286A1 · Walke et al. · 2017 [cited by applicant]
US 20170061351A1 · Lee et al. · 2017 [cited by applicant]
US 20170076408A1 · Roy · 2017 [cited by applicant]
US 20170103465A1 · Zentler · 2017 [cited by applicant]
US 20170154382A1 · McLaughlin et al. · 2017 [cited by applicant]
US 20170161614A1 · Mehta et al. · 2017 [cited by applicant]
US 20170221149A1 · Hsu-Hoffman et al. · 2017 [cited by applicant]
US 20170322705A1 · Conway et al. · 2017 [cited by applicant]
US 20170352243A1 · Quanci et al. · 2017 [cited by applicant]
US 20180006899A1 · Ogrinz · 2018 [cited by applicant]
US 20180025430A1 · Perl et al. · 2018 [cited by applicant]
US 20180033087A1 · Delinselle et al. · 2018 [cited by applicant]
US 20180034657A1 · Brown et al. · 2018 [cited by applicant]
US 20180047107A1 · Perl et al. · 2018 [cited by applicant]
US 20180191867A1 · Siebel et al. · 2018 [cited by applicant]
US 20190011283A1 · Soutar et al. · 2019 [cited by applicant]
US 20190035028A1 · Jones et al. · 2019 [cited by applicant]
US 20190057466A1 · Udell · 2019 [cited by applicant]
US 20190102840A1 · Perl et al. · 2019 [cited by applicant]
US 20190121337A1 · Cohen et al. · 2019 [cited by applicant]
US 20190251520A1 · Bentley, III et al. · 2019 [cited by applicant]
US 20200302549A1 · Jordan, II et al. · 2020 [cited by applicant]
US 20200327791A1 · Moon et al. · 2020 [cited by applicant]
US 20210011448A1 · Coleman et al. · 2021 [cited by applicant]
US 20210018335A1 · Hood · 2021 [cited by applicant]
US 20210019847A1 · Sneed · 2021 [cited by applicant]
US 20210035432A1 · Moon et al. · 2021 [cited by applicant]
US 20210042843A1 · Bryant et al. · 2021 [cited by applicant]
US 20210090188A1 · Lai et al. · 2021 [cited by applicant]
US 20210090300A1 · Leppänen et al. · 2021 [cited by applicant]
US 20210150651A1 · Shoup · 2021 [cited by applicant]
US 20210158671A1 · Jordan, II et al. · 2021 [cited by applicant]
US 20210182986A1 · Butler et al. · 2021 [cited by applicant]
US 20210279791A1 · Jacoby · 2021 [cited by applicant]
US 20210293864A1 · Micali et al. · 2021 [cited by applicant]
US 20210350471A1 · Hakimi-Boushehri et al. · 2021 [cited by applicant]
US 20220012999A1 · Marotta et al. · 2022 [cited by applicant]
US 20220013222A1 · Marotta et al. · 2022 [cited by applicant]
US 20220343443A1 · Graham et al. · 2022 [cited by applicant]
US 20220391794A1 · Singh et al. · 2022 [cited by applicant]
US 20220405856A1 · Hedges et al. · 2022 [cited by applicant]
US 20230023808A1 · Wall et al. · 2023 [cited by applicant]
US 20230035517A1 · Bentley, III et al. · 2023 [cited by applicant]
US 20230153916A1 · Little et al. · 2023 [cited by applicant]
US 20230342732A1 · Aspro et al. · 2023 [cited by applicant]
US 20230342857A1 · Gibson et al. · 2023 [cited by applicant]
US 20230342858A1 · Gibson et al. · 2023 [cited by applicant]
US 20230342859A1 · Gibson et al. · 2023 [cited by applicant]
US 20230342862A1 · Gibson et al. · 2023 [cited by applicant]
US 20230342867A1 · Gibson et al. · 2023 [cited by applicant]
US 20230342868A1 · Gibson et al. · 2023 [cited by applicant]
US 20230342869A1 · Gibson et al. · 2023 [cited by applicant]
US 20230377070A1 · Gibson et al. · 2023 [cited by applicant]
US 20240037680A1 · Gibson et al. · 2024 [cited by applicant]
US 20240046366A1 · Yager et al. · 2024 [cited by applicant]
US 20240087290A1 · Hedges et al. · 2024 [cited by applicant]
AU 2015100551A4 · 2015 [cited by applicant]
EP 0769799A2 · 1997 [cited by applicant]
JP S53131755A · 1978 [cited by applicant]
JP H09017191A · 1997 [cited by applicant]
JP 2009272232A · 2009 [cited by applicant]
JP 2014010928A · 2014 [cited by applicant]
JP 2014143096A · 2014 [cited by applicant]
WO 2018052595A1 · 2018 [cited by applicant]
R. Ramakrishnan and L. Gaur, “Smart electricity distribution in residential areas: Internet of Things (IoT) based advanced metering infrastructure and cloud analytics,” 2016 International Conference on Internet of Thing… [cited by examiner]
D. Chen, S. Kalra, D. Irwin, P. Shenoy and J. Albrecht, “Preventing Occupancy Detection From Smart Meters,” in IEEE Transactions on Smart Grid, vol. 6, No. 5, pp. 2426-2434, Sep. 2015. (Year: 2015). [cited by examiner]
Chen et al., “Non-Intrusive Occupancy Monitoring using Smart Meters” BuildSys'13: Proceedings of the 5th ACM Workshop on Embedded Systems for Energy-Efficient Buildings, Nov. 2013, pp. 1-8. (Year: 2013). [cited by examiner]
Liu et al., “Design and Implementation of Smart-Home Monitoring System with the Internet of Things Technology,” p. 5, Jan. 2016. Retrieved from: https://www.researchgate.net/publication/300330870_Design_and_Implementati… [cited by applicant]
Michalis et al., “Quality Evaluation of Residential Houses: The Development of a Real-Time Quality Assessment Tool,” p. 11-12, Jan. 2013. Retrieved from: https://www.researchgate.net/publication/233841366_Quality_Evalua… [cited by applicant]
Moore et al., “An intelligent maintenance system for continuous cost-based prioritisation of maintenance activities,” Aug. 2006. Retrieved from: https://www.researchgate.net/publication/222428855_An_intelligent_maintena… [cited by applicant]
Spoor et al., “How can data generated by smart home devices help identify consumer needs?,” p. 7, Jul. 2016. Retrieved from: https://essay.utwente.nl/69990/1/Spoor_BA_BMS.pdf. [cited by applicant]
16 Factors that affect Homeowners Insurance premiums by Insurance.com (Year: 2013). [cited by applicant]
Anomaly Detection: A Survey Varun Chandola, Arindam Banerjee, and Vipin Kumar (Year: 2009). [cited by applicant]
Are Appliances Covered Under Homeowners Insurance Policies? by Robert Alley (Year: 2014). [cited by applicant]
Chen et al., Preventing Occupancy Detection From Smart Meters, IEEE Transactions on Smart Grid vol. 6, No. 5, Sep. 2015 Year: 2015). [cited by applicant]
Chen et al, “Non-Intrusive Occupancy Monitoring using Smart Meters” BuildSys'13: Proceedings of the 5th ACM Workshop on Embedded Systems for Energy-Efficient Buildings, Nov. 2013 pp. 1-8https://doi.org/10.1145/2528282.2… [cited by applicant]
Curb, https://energycurb.com/, Sep. 24, 2017 (Year: 2017). [cited by applicant]
Current Clamp, downloaded from en.wikipedia.org/wiki/Current clamp on Feb. 6, 2020 (Year: 2020). [cited by applicant]
Delany, John, Eyedro EBWEM1 Business Electricity Monitor Review, 2014, downloaded from www.pcmag.com/reviews/ eyedro-ebwem 1-business-electricity-monitor. Feb. 7, 2020 (Year: 2014). [cited by applicant]
Desjardins/Roost, Smart Water Leak and Freeze Detector, Retrieved from the Internet on May 24, 2019, <https://canadianunderwriter.ca/wp-content/uploads/2017/08/desjardins-370x247.jpg>, 1 page. [cited by applicant]
Does Homeowners Insurance Cover Spoiled Food After a Power Outage, by Allstate—Mar. 2018 (Year: 2018). [cited by applicant]
EOSVenturepartners.com, “Neos—a home insurance solution leveraging smart home technology,” 2019, Retrieved From the Internet on May 24, 219: <http://www.eosventurepartners.com/casestudy/neos-case-study/>, 3 pages. [cited by applicant]
Facts+ Statistics: Homeowners and renters insurance by homeowners (Year: 2020). [cited by applicant]
Francis, Next-Generation Insurance: Tapping into the Intelligence of Smart Homes, Cognizant (Year: 2015). [cited by applicant]
International Preliminary Report on Patentability received for PCT Patent Application No. PCT/JP2017/008755, mailed on Dec. 13, 2017, 11 pages (4 pages of English Translation and 7 pages of Original Document). [cited by applicant]
International Search Report and Written Opinion received for PCT Patent Application No. PCT/JP2017/008755, mailed Jn Jun. 6, 2017, 9 pages (2 pages of English Translation and 7 pages of Original Document). [cited by applicant]