JP6298214B2 - ユーティリティグリッド内での信号注入テストパターンの予想効用を最大化するためのシステム及び方法 - Google Patents
ユーティリティグリッド内での信号注入テストパターンの予想効用を最大化するためのシステム及び方法 Download PDFInfo
- Publication number
- JP6298214B2 JP6298214B2 JP2017502603A JP2017502603A JP6298214B2 JP 6298214 B2 JP6298214 B2 JP 6298214B2 JP 2017502603 A JP2017502603 A JP 2017502603A JP 2017502603 A JP2017502603 A JP 2017502603A JP 6298214 B2 JP6298214 B2 JP 6298214B2
- Authority
- JP
- Japan
- Prior art keywords
- grid
- signal injection
- signal
- sensor
- injection
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 238000002347 injection Methods 0.000 title claims description 240
- 239000007924 injection Substances 0.000 title claims description 240
- 238000000034 method Methods 0.000 title claims description 31
- 238000012360 testing method Methods 0.000 title description 20
- 230000004044 response Effects 0.000 claims description 45
- 230000002123 temporal effect Effects 0.000 claims description 23
- 230000003631 expected effect Effects 0.000 claims description 10
- 230000008859 change Effects 0.000 description 23
- 238000012423 maintenance Methods 0.000 description 17
- 230000033001 locomotion Effects 0.000 description 11
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 description 11
- 238000009826 distribution Methods 0.000 description 10
- 238000004458 analytical method Methods 0.000 description 8
- 239000003990 capacitor Substances 0.000 description 8
- VNWKTOKETHGBQD-UHFFFAOYSA-N methane Chemical compound C VNWKTOKETHGBQD-UHFFFAOYSA-N 0.000 description 8
- 238000012545 processing Methods 0.000 description 8
- 230000009467 reduction Effects 0.000 description 8
- 230000009471 action Effects 0.000 description 6
- 230000006399 behavior Effects 0.000 description 6
- 238000012512 characterization method Methods 0.000 description 6
- 230000000694 effects Effects 0.000 description 6
- 230000006872 improvement Effects 0.000 description 6
- 238000007726 management method Methods 0.000 description 6
- 230000008569 process Effects 0.000 description 6
- 230000008901 benefit Effects 0.000 description 5
- 230000001364 causal effect Effects 0.000 description 5
- 230000007423 decrease Effects 0.000 description 5
- 230000006870 function Effects 0.000 description 5
- 230000002829 reductive effect Effects 0.000 description 5
- 238000004364 calculation method Methods 0.000 description 4
- 239000002131 composite material Substances 0.000 description 4
- 238000007405 data analysis Methods 0.000 description 4
- 238000010586 diagram Methods 0.000 description 4
- 238000012937 correction Methods 0.000 description 3
- 238000002474 experimental method Methods 0.000 description 3
- 230000001404 mediated effect Effects 0.000 description 3
- 238000012544 monitoring process Methods 0.000 description 3
- 230000035945 sensitivity Effects 0.000 description 3
- 230000000875 corresponding effect Effects 0.000 description 2
- 238000013499 data model Methods 0.000 description 2
- 238000001514 detection method Methods 0.000 description 2
- 238000013401 experimental design Methods 0.000 description 2
- 238000005259 measurement Methods 0.000 description 2
- 238000003860 storage Methods 0.000 description 2
- 230000003213 activating effect Effects 0.000 description 1
- 230000002730 additional effect Effects 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 230000015556 catabolic process Effects 0.000 description 1
- 230000002301 combined effect Effects 0.000 description 1
- 238000004891 communication Methods 0.000 description 1
- 230000002860 competitive effect Effects 0.000 description 1
- 230000001276 controlling effect Effects 0.000 description 1
- 230000002596 correlated effect Effects 0.000 description 1
- 230000008878 coupling Effects 0.000 description 1
- 238000010168 coupling process Methods 0.000 description 1
- 238000005859 coupling reaction Methods 0.000 description 1
- 238000013500 data storage Methods 0.000 description 1
- 230000003247 decreasing effect Effects 0.000 description 1
- 238000006731 degradation reaction Methods 0.000 description 1
- 230000003111 delayed effect Effects 0.000 description 1
- 238000011156 evaluation Methods 0.000 description 1
- 230000010354 integration Effects 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 230000002452 interceptive effect Effects 0.000 description 1
- 238000011835 investigation Methods 0.000 description 1
- 230000004807 localization Effects 0.000 description 1
- 238000010801 machine learning Methods 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 238000005065 mining Methods 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 230000036961 partial effect Effects 0.000 description 1
- 230000037361 pathway Effects 0.000 description 1
- 238000010248 power generation Methods 0.000 description 1
- 238000000513 principal component analysis Methods 0.000 description 1
- 238000011084 recovery Methods 0.000 description 1
- 230000001105 regulatory effect Effects 0.000 description 1
- 238000007665 sagging Methods 0.000 description 1
- 238000000926 separation method Methods 0.000 description 1
- 238000013179 statistical model Methods 0.000 description 1
- 230000009897 systematic effect Effects 0.000 description 1
- 230000009466 transformation Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N7/00—Computing arrangements based on specific mathematical models
- G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/06—Energy or water supply
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
- G05B23/0256—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults injecting test signals and analyzing monitored process response, e.g. injecting the test signal while interrupting the normal operation of the monitored system; superimposing the test signal onto a control signal during normal operation of the monitored system
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Business, Economics & Management (AREA)
- Software Systems (AREA)
- Economics (AREA)
- Health & Medical Sciences (AREA)
- Evolutionary Computation (AREA)
- Data Mining & Analysis (AREA)
- Artificial Intelligence (AREA)
- Mathematical Physics (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Tourism & Hospitality (AREA)
- Primary Health Care (AREA)
- General Business, Economics & Management (AREA)
- Strategic Management (AREA)
- Marketing (AREA)
- Human Resources & Organizations (AREA)
- Public Health (AREA)
- Water Supply & Treatment (AREA)
- General Health & Medical Sciences (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Mathematical Analysis (AREA)
- Algebra (AREA)
- Probability & Statistics with Applications (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Computational Mathematics (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Testing Electric Properties And Detecting Electric Faults (AREA)
- Remote Monitoring And Control Of Power-Distribution Networks (AREA)
- Supply And Distribution Of Alternating Current (AREA)
Description
Claims (4)
- ユーティリティグリッド内に信号を注入するための方法であって、
プロセッサに、複数の信号注入のうちの各信号注入の空間的到達範囲及び時間的到達範囲を受領させることと、
プロセッサに、複数の信号注入内の各信号注入の学習値を計算させることと、
プロセッサに、複数の信号注入内の各信号注入の予想効果値を計算させることと、
プロセッサに、学習値及び予想効果値に基づき、信号注入のセットを選択させることであって、セット内の各信号注入の空間的到達範囲及び時間的到達範囲のいずれも、セット内の別の信号注入の空間的到達範囲及び時間的到達範囲と重複しない、ことと、
信号注入の選択されたセットをユーティリティグリッド内に注入することと、を含む、方法。 - 注入された信号へのユーティリティグリッドの応答を計測することを更に含む、請求項1に記載の方法。
- プロセッサに、センサからのデータを、前記センサからのデータの時刻及び位置並びに信号注入の空間的到達範囲及び時間的到達範囲に基づき、信号注入と関連付けさせることを更に含む、請求項2に記載の方法。
- 複数の信号注入のそれぞれに対して空間的到達範囲を記憶するように構成された空間的到達範囲メモリと、
複数の信号注入のそれぞれに対して時間的到達範囲を記憶するように構成された時間的到達範囲メモリと、
信号注入の予想効果値を計算するように構成された予想効果値プロセッサと、
信号注入の学習値を計算するように構成された学習値プロセッサと、
信号注入のセットを生成するように構成された調整プロセッサであって、空間的到達範囲及び時間的到達範囲のいずれもが、セット内のいずれの信号注入についても重複しない、調整プロセッサと、
複数のユーティリティグリッド制御を実施または指示する手段と、
を備える、ユーティリティグリッドシステム。
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201462025610P | 2014-07-17 | 2014-07-17 | |
US62/025,610 | 2014-07-17 | ||
PCT/US2015/040350 WO2016011007A1 (en) | 2014-07-17 | 2015-07-14 | Systems and methods for maximizing expected utility of signal injection test patterns in utility grids |
Publications (2)
Publication Number | Publication Date |
---|---|
JP2017525330A JP2017525330A (ja) | 2017-08-31 |
JP6298214B2 true JP6298214B2 (ja) | 2018-03-20 |
Family
ID=55078976
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP2017502603A Active JP6298214B2 (ja) | 2014-07-17 | 2015-07-14 | ユーティリティグリッド内での信号注入テストパターンの予想効用を最大化するためのシステム及び方法 |
Country Status (8)
Country | Link |
---|---|
US (2) | US9922293B2 (ja) |
EP (1) | EP3170083A4 (ja) |
JP (1) | JP6298214B2 (ja) |
CN (1) | CN106537356B (ja) |
BR (1) | BR112017000880A2 (ja) |
CA (1) | CA2955008A1 (ja) |
TW (1) | TW201617874A (ja) |
WO (1) | WO2016011007A1 (ja) |
Families Citing this family (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10097240B2 (en) | 2013-02-19 | 2018-10-09 | Astrolink International, Llc | System and method for inferring schematic and topological properties of an electrical distribution grid |
JP6527857B2 (ja) | 2013-06-13 | 2019-06-05 | アストロリンク インターナショナル エルエルシー | 配電グリッドにおける非技術的損失 |
CN109952575B (zh) * | 2016-11-10 | 2023-12-29 | 3M创新有限公司 | 用于监督本地分析的系统和方法 |
US10163242B2 (en) * | 2017-01-31 | 2018-12-25 | Gordon Todd Jagerson, Jr. | Energy grid data platform |
JP6968282B2 (ja) | 2017-12-01 | 2021-11-17 | スリーエム イノベイティブ プロパティズ カンパニー | パワートレイン管理の因果分析 |
CN109272594B (zh) * | 2018-10-17 | 2020-10-13 | 重庆扬升信息技术有限公司 | 一种海量数据环境下无纸化会议签到判断工作方法 |
WO2020153903A1 (en) * | 2019-01-21 | 2020-07-30 | Nanyang Technological University | Method and system for monitoring a gas distribution network operating at low pressure |
WO2020188330A1 (en) * | 2019-03-15 | 2020-09-24 | 3M Innovative Properties Company | Operating a supply chain using causal models |
EP4111379A1 (en) * | 2020-02-28 | 2023-01-04 | 3M Innovative Properties Company | Deep causal learning for data storage and processing power management |
CN112232714B (zh) * | 2020-11-18 | 2023-06-20 | 中国科学院电工研究所 | 一种基于深度学习的结构参数不完备下配电网风险评估方法 |
WO2023287806A1 (en) * | 2021-07-12 | 2023-01-19 | Schneider Electric Systems Usa, Inc. | User behavior-based help recommendation for controlling execution of an industrial software program |
Family Cites Families (42)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2007087537A2 (en) | 2006-01-23 | 2007-08-02 | The Trustees Of Columbia University In The City Of New York | System and method for grading electricity distribution network feeders susceptible to impending failure |
US9557723B2 (en) * | 2006-07-19 | 2017-01-31 | Power Analytics Corporation | Real-time predictive systems for intelligent energy monitoring and management of electrical power networks |
WO2008057809A2 (en) * | 2006-11-02 | 2008-05-15 | Current Technologies, Llc. | System and method for detecting distribution transformer overload |
US7853417B2 (en) * | 2007-01-30 | 2010-12-14 | Silver Spring Networks, Inc. | Methods and system for utility network outage detection |
EP2003759B1 (de) * | 2007-06-14 | 2020-03-04 | SMA Solar Technology AG | Verfahren zur Inselnetzerkennung |
US8279870B2 (en) * | 2007-08-01 | 2012-10-02 | Silver Spring Networks, Inc. | Method and system of routing in a utility smart-grid network |
US7991512B2 (en) | 2007-08-28 | 2011-08-02 | General Electric Company | Hybrid robust predictive optimization method of power system dispatch |
US7821156B2 (en) | 2008-02-07 | 2010-10-26 | International Business Machines Corporation | System and methods for scheduling power usage |
US8121741B2 (en) | 2008-05-09 | 2012-02-21 | International Business Machines Corporation | Intelligent monitoring of an electrical utility grid |
CN103762723B (zh) | 2008-05-09 | 2017-04-12 | 埃森哲环球服务有限公司 | 用于管理电网的方法和系统 |
US8234016B2 (en) | 2008-09-03 | 2012-07-31 | International Business Machines Corporation | Power metadata transfer over power lines |
US8788415B2 (en) | 2008-09-29 | 2014-07-22 | Battelle Memorial Institute | Using one-way communications in a market-based resource allocation system |
EP2377019A4 (en) | 2009-01-12 | 2013-04-17 | Grid Logic | METHOD AND DEVICES FOR STABILIZING THE POWER OF A CURRENT GRILLE |
US8103388B2 (en) | 2009-01-29 | 2012-01-24 | International Business Machines Corporation | System for prediction and communication of environmentally induced power useage limitation |
WO2010138906A1 (en) | 2009-05-28 | 2010-12-02 | The Trustees Of Columbia University In The City Of Newyork | Capital asset planning system |
US20100306014A1 (en) | 2009-06-01 | 2010-12-02 | Consolidated Edison Company | Utility service component reliability and management |
US8738546B2 (en) | 2009-11-10 | 2014-05-27 | International Business Machines Corporation | Self-organizing energy pricing |
US8249756B2 (en) | 2009-11-23 | 2012-08-21 | International Business Machines Corporation | Method, device and system for responsive load management using frequency regulation credits |
US8494826B2 (en) | 2010-01-13 | 2013-07-23 | The United States Postal Service | Systems and methods for analyzing equipment failures and maintenance schedules |
US8164217B1 (en) * | 2010-04-15 | 2012-04-24 | Science Applications International Corporation | System and method for management of a DC and AC bus microgrid |
US8583405B2 (en) | 2010-05-11 | 2013-11-12 | Maggie Chow | Contingency analysis information for utility service network |
US8600572B2 (en) | 2010-05-27 | 2013-12-03 | International Business Machines Corporation | Smarter-grid: method to forecast electric energy production and utilization subject to uncertain environmental variables |
US8504214B2 (en) | 2010-06-18 | 2013-08-06 | General Electric Company | Self-healing power grid and method thereof |
MX2013000577A (es) | 2010-07-16 | 2013-06-05 | Univ Columbia | Aprendizaje de maquina para redes electricas. |
US20140032187A1 (en) | 2010-11-04 | 2014-01-30 | Siemens Corporation | Stochastic state estimation for smart grids |
US8589198B2 (en) | 2010-11-18 | 2013-11-19 | General Electric Company | Methods and systems involving power system grid management |
US20120155557A1 (en) | 2010-12-17 | 2012-06-21 | General Electric Company | System and method for power grid communication |
US20120310559A1 (en) | 2011-05-31 | 2012-12-06 | Cisco Technology, Inc. | Distributed data collection for utility grids |
US20130077367A1 (en) | 2011-09-23 | 2013-03-28 | Huibin Zhu | Systems and methods for use in grid fault event control |
US9213387B2 (en) | 2011-11-14 | 2015-12-15 | Emeter Corporation | Smart meters, and systems and method for electrical power reconnection |
US20130191052A1 (en) | 2012-01-23 | 2013-07-25 | Steven J. Fernandez | Real-time simulation of power grid disruption |
US8930284B2 (en) | 2012-01-25 | 2015-01-06 | Siemens Aktiengesellschaft | Extended system average interruption duration index (ESAIDI) metric to assess the system reliability impact of distribution automation failures |
US9293949B2 (en) | 2012-02-06 | 2016-03-22 | Montana Tech Of The University Of Montana | Electric power grid signal processing methods, oscillatory mode estimation methods and mode shape estimation methods |
US9507367B2 (en) | 2012-04-09 | 2016-11-29 | Clemson University | Method and system for dynamic stochastic optimal electric power flow control |
US9727071B2 (en) * | 2012-05-04 | 2017-08-08 | Viridity Energy Solutions, Inc. | Facilitating revenue generation from wholesale electricity markets based on a self-tuning energy asset model |
US10679131B2 (en) * | 2012-07-12 | 2020-06-09 | Eaton Intelligent Power Limited | System and method for efficient data collection in distributed sensor measurement systems |
CN102856917B (zh) * | 2012-07-31 | 2014-11-19 | 上海交通大学 | 一种配电网无功优化方法 |
US9513648B2 (en) * | 2012-07-31 | 2016-12-06 | Causam Energy, Inc. | System, method, and apparatus for electric power grid and network management of grid elements |
US9122274B2 (en) | 2012-10-10 | 2015-09-01 | Siemens Aktiengesellschaft | Test system for determining a frequency response of a virtual power plant |
US9778629B2 (en) | 2012-11-28 | 2017-10-03 | Clemson University | Situational awareness / situational intelligence system and method for analyzing, monitoring, predicting and controlling electric power systems |
CN103633739B (zh) * | 2013-11-28 | 2015-05-20 | 中国科学院广州能源研究所 | 一种微电网能量管理系统和方法 |
CN103904641B (zh) * | 2014-03-14 | 2016-05-04 | 华南理工大学 | 基于相关均衡强化学习的孤岛微电网智能发电控制方法 |
-
2015
- 2015-07-14 BR BR112017000880A patent/BR112017000880A2/pt not_active IP Right Cessation
- 2015-07-14 US US15/324,809 patent/US9922293B2/en active Active
- 2015-07-14 CN CN201580039799.8A patent/CN106537356B/zh active Active
- 2015-07-14 CA CA2955008A patent/CA2955008A1/en not_active Abandoned
- 2015-07-14 EP EP15821866.9A patent/EP3170083A4/en not_active Ceased
- 2015-07-14 WO PCT/US2015/040350 patent/WO2016011007A1/en active Application Filing
- 2015-07-14 JP JP2017502603A patent/JP6298214B2/ja active Active
- 2015-07-16 TW TW104123122A patent/TW201617874A/zh unknown
-
2018
- 2018-02-06 US US15/889,637 patent/US10915835B2/en active Active
Also Published As
Publication number | Publication date |
---|---|
WO2016011007A1 (en) | 2016-01-21 |
TW201617874A (zh) | 2016-05-16 |
US20180165606A1 (en) | 2018-06-14 |
EP3170083A1 (en) | 2017-05-24 |
US10915835B2 (en) | 2021-02-09 |
EP3170083A4 (en) | 2018-03-07 |
US9922293B2 (en) | 2018-03-20 |
CN106537356B (zh) | 2020-03-10 |
CA2955008A1 (en) | 2016-01-21 |
JP2017525330A (ja) | 2017-08-31 |
CN106537356A (zh) | 2017-03-22 |
BR112017000880A2 (pt) | 2017-11-21 |
US20170206467A1 (en) | 2017-07-20 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
JP6298214B2 (ja) | ユーティリティグリッド内での信号注入テストパターンの予想効用を最大化するためのシステム及び方法 | |
CN107111844B (zh) | 用于选择网格动作以改善网格结果的系统和方法 | |
JP6599428B2 (ja) | グリッドの異常重大度を表す現場でのセンサ応答データパターンを分類するためのシステム及び方法 | |
US10637238B2 (en) | Systems and methods for coordinating signal injections to understand and maintain orthogonality among signal injections patterns in utility grids | |
JP7257455B2 (ja) | コントローラの意思決定論理の性能を監視するための方法および監視システム |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
A975 | Report on accelerated examination |
Free format text: JAPANESE INTERMEDIATE CODE: A971005 Effective date: 20170630 |
|
A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20170725 |
|
A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20171023 |
|
TRDD | Decision of grant or rejection written | ||
A01 | Written decision to grant a patent or to grant a registration (utility model) |
Free format text: JAPANESE INTERMEDIATE CODE: A01 Effective date: 20180123 |
|
A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20180222 |
|
R150 | Certificate of patent or registration of utility model |
Ref document number: 6298214 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R150 |
|
R250 | Receipt of annual fees |
Free format text: JAPANESE INTERMEDIATE CODE: R250 |
|
R250 | Receipt of annual fees |
Free format text: JAPANESE INTERMEDIATE CODE: R250 |
|
R250 | Receipt of annual fees |
Free format text: JAPANESE INTERMEDIATE CODE: R250 |
|
R250 | Receipt of annual fees |
Free format text: JAPANESE INTERMEDIATE CODE: R250 |