IP Library Granted Patent US 9,621,569
Granted Patent B1
US 9,621,569 · App. 14/869,865 · Granted Apr 11, 2017

Method and apparatus for detecting cyber attacks on an alternating current power grid

Inventors: Alexander McEachern (Oakland, CA); Ronald Hofmann (Oakland, CA)
H04L63/1416H02J3/00H04L63/1441
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Quick Facts
Patent No.
US 9,621,569
App. No.
14/869,865
Granted
Apr 11, 2017
Kind
B1
Abstract

A method and apparatus for detecting cyber attacks on remotely-operable elements of an alternating current distribution grid. Two state estimates of the distribution grid are prepared, one of which uses micro-synchrophasors. A difference between the two state estimates indicates a possible cyber attack.

Claims (14)

1. A method for detecting a possible cyber attack on an alternating-current power distribution grid, wherein the alternating-current power distribution grid excluding high voltage transmission lines, and the alternating-current power distribution grid having a plurality of remotely-operable elements, each remotely-operable element having a present state, the method comprising the following steps:

periodically obtaining a first set of information about the present state of each remotely-operable element through a communication network or from instructions sent to the each remotely-operable element through a communication network, or both;

employing the first set of information obtained about the present state of each remotely-operable element to prepare a first state estimation of the alternating current power distribution grid;

periodically, but contemporaneously with obtaining the first set of information employed to prepare the first state estimation, making a plurality of micro-synchrophasor measurements at not less than two locations on the alternating current power distribution grid, wherein the micro-synchrophasor measurements being made with an angular resolution of ±0.015° or better;

using the micro-synchrophasor measurements to calculate a plurality of synchrophasor parameter values;

using the synchrophasor parameter values to calculate a second state estimation of the alternating current power distribution grid, wherein the second state estimation being contemporaneous with the first state estimation;

comparing the first state estimation to the second state estimation, and detecting a possible cyber attack if the first state estimation and the contemporaneous second state estimation are not equal.

2. The method of claim 1 , in which the step of comparing the first state estimation to the contemporaneous second state estimation includes an evaluation of confidence in the accuracy of the first state estimation, an evaluation of confidence in the accuracy of the contemporaneous second state estimation, or both, and uses the evaluation of confidence in accuracy to determine if there is sufficient information to conclude whether the first state estimation and the second state estimation are not equal.

3. An apparatus for detecting a possible cyber attack on an alternating-current power distribution grid, wherein the alternating-current power distribution grid excluding high-voltage transmission lines, and the alternating-current power distribution grid having a plurality remotely-operable elements, each of remotely-operable element having a present state, each such remotely-operable element capable of receiving commands to change its state, or each of remotely-operable element capable of reporting its present state, or both, the apparatus comprising the following elements, such elements not necessarily co-located:

a first state estimator element that periodically calculates a first state estimate of the alternating-current power distribution grid based on the commands to, and the reports from, the remotely operable elements;

a plurality, but not less than two, micro-synchrophasor instruments periodically making synchrophasor measurements on the alternating-current power distribution grid, each of micro-synchrophasor instrument capable of making micro-synchrophasor measurements with an angular resolution of ±0.015° or better, each of micro-synchrophasor instrument capable of reporting its synchrophasor measurements to a Phasor Data Concentrator element, such Phasor Data Concentrator element capable of calculating a plurality of synchrophasor and power flow parameters;

a second state estimator element that calculates a second state estimate, contemporaneous with the first state estimate, of the alternating-current power distribution grid based on the plurality of synchrophasor and power flow parameters;

a state estimate comparison element that compares the first state estimate with the contemporaneous second state estimate, and if the state estimates are not equal the state estimate comparison element reports that the alternating-current power distribution grid is under a possible cyber attack; wherein the first state estimator, the second state estimator and the state estimate comparison elements are executed inside the hardware apparatus.

4. The apparatus of claim 3 in which the state estimate comparison element includes an evaluation of confidence in the accuracy of the first state estimate, the accuracy of the second state estimate, or both, and uses the evaluation of confidence in accuracy to determine if there is sufficient information to conclude whether the first state estimate and the second state estimate are not equal.

Assignments (17)
RELEASE OF SECURITY INTEREST Recorded Feb 28, 2024
From: TARIF-ACTION INC.
To: POWER STANDARDS LAB, INC.
Reel/Frame 066589/0755 →
RELEASE OF SECURITY INTEREST Recorded Feb 16, 2024
From: PLACEMENT SYLVAIN LANOUE INC.
To: POWER STANDARDS LAB, INC.
Reel/Frame 066483/0431 →
RELEASE OF SECURITY INTEREST Recorded Feb 16, 2024
From: ESPRESSO CAPITAL LTD.
To: POWER STANDARDS LAB, INC.
Reel/Frame 066483/0559 →
RELEASE OF SECURITY INTEREST Recorded Feb 16, 2024
From: ENERTECH CAPITAL PARTNERS IV L.P.; ENERTECH CAPITAL PARTNERS IV (CANADA) L.P.; BDC CAPITAL INC.; INVESTISEEMENT QUEBEC; FONDS DE SALIDARITE DES TRAVAILLEURS DU QUEBEC
To: POWER STANDARDS LAB, INC.
Reel/Frame 066482/0505 →
RELEASE OF SECURITY INTEREST Recorded Feb 16, 2024
From: SILICON VALLEY BANK
To: POWER STANDARDS LAB, INC.; POWER SURVEY AND EQUIPMENT LTD.
Reel/Frame 066483/0216 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded Oct 27, 2021
From: POWER STANDARD LABS, INC.
To: ESPRESSO CAPITAL LTD.
Reel/Frame 057946/0036 →
SECURITY INTEREST Recorded Jun 3, 2019
From: POWER STANDARDS LAB, INC.
To: SILICON VALLEY BANK
Reel/Frame 049352/0603 →
RELEASE OF SECURITY INTEREST Recorded May 17, 2019
From: COMERICA BANK
To: POWER STANDARDS LAB, INC.
Reel/Frame 049219/0379 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded May 13, 2019
From: POWER STANDARDS LAB, INC.
To: TARIF-ACTION INC.
Reel/Frame 049155/0025 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded May 13, 2019
From: POWER STANDARDS LAB, INC.
To: PLACEMENT SYLVAIN LANOUE INC.
Reel/Frame 049154/0052 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded May 13, 2019
From: POWER STANDARDS LAB, INC.
To: BDC CAPITAL INC.
Reel/Frame 049155/0753 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded May 13, 2019
From: POWER STANDARDS LAB, INC.
To: ENERTECH CAPITAL PARTNERS IV (CANADA), L.P.
Reel/Frame 049158/0001 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded May 13, 2019
From: POWER STANDARDS LAB, INC.
To: ENERTECH CAPITAL PARTNERS IV, L.P.
Reel/Frame 049158/0434 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded May 13, 2019
From: POWER STANDARDS LAB, INC.
To: FONDS DE SOLIDARITE DES TRAVAILLEURS DU QUEBEC (F.T.Q.)
Reel/Frame 049158/0701 →
INTELLECTUAL PROPERTY SECURITY AGREEMENT Recorded May 13, 2019
From: POWER STANDARDS LAB, INC.
To: INVESTISSEMENT QUEBEC
Reel/Frame 049160/0220 →
SECURITY INTEREST Recorded Jul 17, 2018
From: POWER STANDARDS LAB, INC.
To: COMERICA BANK
Reel/Frame 046372/0891 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded May 25, 2017
From: MCEACHERN, ALEXANDER; HOFMANN, RONALD
To: POWER STANDARDS LAB, INC
Reel/Frame 042505/0459 →