IP Library › Granted Patent US 12,511,525
Granted Patent B2
US 12,511,525 · App. 17/424,793 · Granted Dec 30, 2025

Method and apparatus for power line communication network

Inventor: Saeid Safavi (San Diego, CA)
Assignee: Endura IP Holdings Ltd.
G06N3/065G06F1/3206
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 12,511,525
App. No.
17/424,793
Granted
Dec 30, 2025
Kind
B2
Abstract

A reliable method and apparatus for communications over AC power lines that may have substantial interference is disclosed. A controller can be plugged into an AC outlet and communicate with a device plugged into any other AC outlet over the power lines within the facility. The controller may perform an analysis of the interference that is present on the power lines that run throughout the facility. In some cases, the particular path for power line signals can be selected to reduce the potential for interference. In some cases, the controller has a front end that comprises a Fast Fourier Transform (FFT) module and a neural network. In addition, devices under the control of the controller may have neural networks that can be used in combination to form a collaborative neural network.

Claims (17)

1 . A power line communication controller comprising:

a) a front end comprising:

i. a spectrum analyzer having an input coupled to an AC outlet into which the controller is plugged and configured to detect, analyze and output the spectral content of a power line; and

ii. a signal generator configured to output commands to be transmitted over the power line;

b) a communication processor having an input and an output, the input coupled to the output of the spectrum analyzer and configured to:

i. receive the spectral content of the power line;

ii. determine, from the spectral content, when interference is present and when communications can be transmitted over the power line with a predetermined likelihood of success and which frequencies are clear of interference at a particular time and send a transmission at a particular frequency and time when interference is unlikely to be present; and

iii. output control signals to the signal generator to control the transmission of the commands output by the signal generator based on an analysis of the spectral content, the analysis having been received from the spectrum analyzer, the control signals causing the transmission of the command output to occur when the power line is clear enough of interference that the communications can be transmitted over the power line with the predetermined likelihood of success.

2 . The power line communication controller of claim 1 , wherein the spectrum analyzer is a Fast Fourier Transform (FFT) module.

3 . The power line communication controller of claim 1 , wherein the spectrum analyzer is a filter/detector module.

4 . The power line communication controller of claim 1 , wherein the output of the spectrum analyzer is a sequence of words, each word representing whether interference present on the power line is above a predetermined threshold.

5 . The power line communication controller of claim 4 , wherein the predetermined threshold is set based upon a determination as to the amount of interference that would result in an unacceptable likelihood of a successful communication between the power line controller and a device to which the power line controller is attempting to send commands.

6 . The power line communication controller of claim 1 , wherein the communication processor comprises an artificial intelligence module.

7 . The power line communication controller of claim 6 , wherein the artificial intelligence module is a neural network.

8 . The power line communication controller of claim 7 , wherein the neural network determines the likelihood that communications from the power line communication controller will be successfully received by a device plugged into an AC output on the power line.

9 . The power line communication controller of claim 8 , wherein the neural network predicts when communications from the power line communication controller to at least one device plugged into an AC outlet of the power line will have a likelihood of success that is acceptable.

10 . The power line communication controller of claim 8 , wherein the neural network predicts which frequency from among a predetermined set of frequencies will support communications from the power line communication controller to at least one device plugged into an AC outlet of the power line with an acceptable likelihood of success.

Assignments (2)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 22, 2025
From: ENDURA TECHNOLOGIES
To: ENDURA IP HOLDINGS
Reel/Frame 071797/0796 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 23, 2022
From: SAFAVI, SAEID
To: ENDURA TECHNOLOGIES
Reel/Frame 059080/0188 →
Continuity (2)
Provisional Application 62797090 · Jan 25, 2019
Related Publication 20220108160A1 · Apr 7, 2022
References Cited (15)
US 3881097A · Lehmann · 1975 [cited by examiner]
US 20030061004A1 · Discenzo · 2003 [cited by examiner]
US 20070206345A1 · Kodama · 2007 [cited by examiner]
US 20080055067A1 · Curt · 2008 [cited by examiner]
US 20090072985A1 · Patel et al. · 2009 [cited by applicant]
US 20110228691A1 · Wu · 2011 [cited by examiner]
US 20160112263A1 · Henry · 2016 [cited by examiner]
US 20170078170A1 · Vasseur · 2017 [cited by examiner]
US 20170272305A1 · Lu · 2017 [cited by examiner]
CN 106100903A · 2016 [cited by examiner]
WO 2008099035 · 2008 [cited by applicant]
WO 2020154514 · 2020 [cited by applicant]
Young, Lee, International Search Report and Written Opinion received from the USRO dated May 22, 20 for appln. No. PCT/US2020/014811, 43 pgs. [cited by applicant]
Cichocki, et al., “Artificial Neural Networks for Real-Time Estimation of Basic Waveforms of Voltages and Currents”, Power Industry Computer Application Conference, 1993, Conference Proceedings May 4-7, 1993, pp. 357-36… [cited by applicant]
Wang, Xin, International Preliminary Report on Patentability received from the USRO dated Aug. 5, 2021 for appln. No. PCT/US2020/014811, 6 pgs. [cited by applicant]