KR102801619B1 - 스마트 미터로부터의 데이터 분석을 위한 기술 - Google Patents

스마트 미터로부터의 데이터 분석을 위한 기술 Download PDF

Info

Publication number
KR102801619B1
KR102801619B1 KR1020217008920A KR20217008920A KR102801619B1 KR 102801619 B1 KR102801619 B1 KR 102801619B1 KR 1020217008920 A KR1020217008920 A KR 1020217008920A KR 20217008920 A KR20217008920 A KR 20217008920A KR 102801619 B1 KR102801619 B1 KR 102801619B1
Authority
KR
South Korea
Prior art keywords
smart
smart meters
smart meter
points
transformer
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
Application number
KR1020217008920A
Other languages
English (en)
Korean (ko)
Other versions
KR20210055716A (ko
Inventor
레밍턴 클라크
제프 버키머
시크 하산
Original Assignee
새크라멘토 뮤니시플 유틸리티 디스트릭트
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by 새크라멘토 뮤니시플 유틸리티 디스트릭트 filed Critical 새크라멘토 뮤니시플 유틸리티 디스트릭트
Publication of KR20210055716A publication Critical patent/KR20210055716A/ko
Application granted granted Critical
Publication of KR102801619B1 publication Critical patent/KR102801619B1/ko
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R22/00Arrangements for measuring time integral of electric power or current, e.g. electricity meters
    • G01R22/06Arrangements for measuring time integral of electric power or current, e.g. electricity meters by electronic methods
    • G01R22/061Details of electronic electricity meters
    • G01R22/063Details of electronic electricity meters related to remote communication
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R22/00Arrangements for measuring time integral of electric power or current, e.g. electricity meters
    • G01R22/06Arrangements for measuring time integral of electric power or current, e.g. electricity meters by electronic methods
    • G01R22/061Details of electronic electricity meters
    • G01R22/066Arrangements for avoiding or indicating fraudulent use
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R22/00Arrangements for measuring time integral of electric power or current, e.g. electricity meters
    • G01R22/06Arrangements for measuring time integral of electric power or current, e.g. electricity meters by electronic methods
    • G01R22/10Arrangements for measuring time integral of electric power or current, e.g. electricity meters by electronic methods using digital techniques
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q10/00Administration; Management
    • G06Q10/20Administration of product repair or maintenance
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/06Energy or water supply
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S10/00Systems supporting electrical power generation, transmission or distribution
    • Y04S10/50Systems or methods supporting the power network operation or management, involving a certain degree of interaction with the load-side end user applications
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S20/00Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
    • Y04S20/30Smart metering, e.g. specially adapted for remote reading

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Power Engineering (AREA)
  • Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Human Resources & Organizations (AREA)
  • Economics (AREA)
  • Software Systems (AREA)
  • Marketing (AREA)
  • General Business, Economics & Management (AREA)
  • Tourism & Hospitality (AREA)
  • Strategic Management (AREA)
  • Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Primary Health Care (AREA)
  • General Health & Medical Sciences (AREA)
  • Water Supply & Treatment (AREA)
  • Public Health (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Operations Research (AREA)
  • Quality & Reliability (AREA)
  • Remote Monitoring And Control Of Power-Distribution Networks (AREA)
  • Supply And Distribution Of Alternating Current (AREA)
KR1020217008920A 2018-08-27 2019-08-01 스마트 미터로부터의 데이터 분석을 위한 기술 Active KR102801619B1 (ko)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US16/114,096 2018-08-27
US16/114,096 US11092629B2 (en) 2018-08-27 2018-08-27 Techniques for analysis of data from smart meters
PCT/US2019/044733 WO2020046536A1 (en) 2018-08-27 2019-08-01 Techniques for analysis of data from smart meters

Publications (2)

Publication Number Publication Date
KR20210055716A KR20210055716A (ko) 2021-05-17
KR102801619B1 true KR102801619B1 (ko) 2025-04-29

Family

ID=69584501

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1020217008920A Active KR102801619B1 (ko) 2018-08-27 2019-08-01 스마트 미터로부터의 데이터 분석을 위한 기술

Country Status (6)

Country Link
US (3) US11092629B2 (https=)
EP (2) EP3844509B1 (https=)
JP (1) JP7390362B2 (https=)
KR (1) KR102801619B1 (https=)
TW (1) TWI829735B (https=)
WO (1) WO2020046536A1 (https=)

Families Citing this family (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP3696933A1 (en) * 2019-02-15 2020-08-19 ABB Power Grids Switzerland AG Arrangement comprising a voltage distribution line and electrical consumers
TWI748672B (zh) * 2020-10-05 2021-12-01 中華電信股份有限公司 自動讀表異常分析系統及其方法
GB2599698B (en) * 2020-10-09 2022-12-21 Neuville Grid Data Man Limited High-resolution electrical measurement data processing
CN112163781A (zh) * 2020-10-15 2021-01-01 国网冀北电力有限公司智能配电网中心 基于多维度指标聚类的园区用电群体生命周期评价方法
JP7631846B2 (ja) * 2021-02-02 2025-02-19 マツダ株式会社 複数の車両の各々に搭載されているバッテリの一括管理を支援する方法、サーバ、および、端末装置
US11554684B2 (en) 2021-02-17 2023-01-17 AMPLY Power, Inc. Aggregating capacity for depot charging
EP4050350B1 (en) * 2021-02-27 2024-10-16 Hitachi Energy Ltd Determination of phase connections in a power grid
US20230050693A1 (en) * 2021-08-11 2023-02-16 X Development Llc. Partitioning assets for electric grid connection mapping
CN113743501A (zh) * 2021-09-03 2021-12-03 国网江苏省电力有限公司常州供电分公司 通信基站的窃电识别方法、计算机设备和存储介质
US20230213569A1 (en) * 2021-12-31 2023-07-06 Duke Energy Corporation Systems and methods for estimating power loss using point-to-point differential load calculations
KR102810195B1 (ko) * 2022-01-03 2025-05-21 고려대학교 산학협력단 기계학습을 이용한 변압기 주파수 응답 모델 파라미터의 추정 장치 및 방법
EP4273564A1 (en) * 2022-05-02 2023-11-08 Siemens Aktiengesellschaft Apparatus, system and method for detecting anomalies in a grid
CN114997336A (zh) * 2022-07-05 2022-09-02 广西电网有限责任公司 一种基于fm-knn的智能电表运行状态评价方法
US11899516B1 (en) 2023-07-13 2024-02-13 T-Mobile Usa, Inc. Creation of a digital twin for auto-discovery of hierarchy in power monitoring
US20250035685A1 (en) * 2023-07-28 2025-01-30 Itron, Inc. Methods and apparatus of determining bypass of electrical meter
US20260016516A1 (en) * 2024-07-15 2026-01-15 Itron, Inc. Electricity meter management of circuit breaker open-switch events

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2017506870A (ja) 2014-02-25 2017-03-09 アイトロン インコーポレイテッド スマートグリッドのトポロジの推定
WO2017100916A1 (fr) * 2015-12-17 2017-06-22 HYDRO-QUéBEC Mise à jour d'une topologie d'un réseau de distribution par réattribution successive des compteurs

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2749770C (en) 2009-01-14 2021-07-20 Integral Analytics, Inc. Optimization of microgrid energy use and distribution
WO2010117363A1 (en) * 2009-04-09 2010-10-14 Michelin Recherche Et Technique, S.A. Tire metallic cable anomaly detection method and apparatus
WO2012117551A1 (ja) * 2011-03-03 2012-09-07 三菱電機株式会社 交流電気量測定装置および交流電気量測定方法
US9292794B2 (en) 2013-08-15 2016-03-22 International Business Machines Corporation Voltage-based clustering to infer connectivity information in smart grids
US11079417B2 (en) 2014-02-25 2021-08-03 Itron, Inc. Detection of electric power diversion
US9612133B2 (en) 2014-07-14 2017-04-04 International Technological University Smart meter system communication methods
US9799083B2 (en) 2014-10-28 2017-10-24 Oracle International Corporation Correlating consumption and voltage data to identify line loss in an electric grid
US9816836B2 (en) 2014-11-10 2017-11-14 Oracle International Corporation Correlating meter data to detect mismappings
JP6392155B2 (ja) 2015-03-27 2018-09-19 株式会社東芝 配電監視制御装置
US10312681B2 (en) 2015-05-28 2019-06-04 Itron, Inc. Automatic network device electrical phase identification
US10408866B2 (en) 2015-08-06 2019-09-10 Utopus Insights, Inc. Power theft location identification in distribution systems using voltage reading from smart meters
CN105446295B (zh) * 2015-12-02 2018-12-14 徐智慧 电器的识别方法及装置
WO2018027180A1 (en) 2016-08-05 2018-02-08 The Regents Of The University Of California Phase identification in power distribution systems
TWI592774B (zh) * 2016-08-08 2017-07-21 明基能源技術股份有限公司 電器設備的操作識別方法及應用其的操作識別系統
CN109190672A (zh) * 2018-08-02 2019-01-11 清华大学 电力系统运行工况无监督聚类方法及装置

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2017506870A (ja) 2014-02-25 2017-03-09 アイトロン インコーポレイテッド スマートグリッドのトポロジの推定
WO2017100916A1 (fr) * 2015-12-17 2017-06-22 HYDRO-QUéBEC Mise à jour d'une topologie d'un réseau de distribution par réattribution successive des compteurs

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
(비특허) Visualizing Smart Water Meter Dataset Clustering With Parametic T-distributed Stochastic Neighbour Embedding('18년 6월 공개)*

Also Published As

Publication number Publication date
JP2021535716A (ja) 2021-12-16
US20210349135A1 (en) 2021-11-11
EP3844509A1 (en) 2021-07-07
EP4530941A3 (en) 2025-07-02
EP3844509A4 (en) 2022-06-29
WO2020046536A1 (en) 2020-03-05
US20200064385A1 (en) 2020-02-27
TW202009852A (zh) 2020-03-01
US11092629B2 (en) 2021-08-17
KR20210055716A (ko) 2021-05-17
EP3844509B1 (en) 2025-01-15
JP7390362B2 (ja) 2023-12-01
TWI829735B (zh) 2024-01-21
EP4530941A2 (en) 2025-04-02
US20250093395A1 (en) 2025-03-20

Similar Documents

Publication Publication Date Title
KR102801619B1 (ko) 스마트 미터로부터의 데이터 분석을 위한 기술
US9292794B2 (en) Voltage-based clustering to infer connectivity information in smart grids
Mutanen et al. Customer classification and load profiling method for distribution systems
US10908198B2 (en) Determining meter phase using interval voltage measurements
Mitra et al. Voltage correlations in smart meter data
EP2495577B1 (en) Systems and methods for identifying faulty sensors within a power generation system
CN109713671B (zh) 配电台区运维方法、系统、存储介质及电子设备
KR101797915B1 (ko) 실시간 태양광 발전 효율에 기반한 태양광 발전 모니터링 시스템
Sharma et al. Electrical load profile analysis and peak load assessment using clustering technique
Arya et al. Voltage-based clustering to identify connectivity relationships in distribution networks
Gerbec et al. An approach to customers daily load profile determination
EP3449267B1 (en) A method for identifying the phases of a multi-phase distribution grid
US20140371932A1 (en) System and method for instantaneous power decomposition and estimation
McGarry et al. A scalable geospatial data-driven localization approach for modeling of low voltage distribution networks and low carbon technology impact assessment
Grigoraş et al. Load estimation for distribution systems using clustering techniques
CN113541306A (zh) 一种绿色能源低碳效能监测系统及方法
Wang et al. Micro-PMU Field Deployment and Data Analysis in Utility Distribution Grid with High Penetration of Distributed Energy Resources
Grigoraş et al. Use of data from smart meters in optimal operation of distribution systems
Shin et al. Spatiotemporal load-analysis model for electric power distribution facilities using consumer meter-reading data
Hajiaghapour-Moghimi et al. Residential load clustering contribution to accurate distribution transformer sizing
Ngaopitakkul et al. The effects of multi-distributed generator on distribution system reliability
Mantegna et al. Electric grid reliability in an era of unprecedented uncertainty: a review of advances in electric sector resource adequacy assessment and planning
Yahaya et al. Reliability assessment of load points including solar and wind DGs
Leitermann et al. Estimating LV secondary voltage drop using AMI data for improved distribution management
Janthong et al. A Rule-Based, Grey Wolf Optimizer, and Support Vector Machine Approach for Undervoltage Localization in Low-Voltage Distribution Systems

Legal Events

Date Code Title Description
PA0105 International application

Patent event date: 20210325

Patent event code: PA01051R01D

Comment text: International Patent Application

PG1501 Laying open of application
A201 Request for examination
PA0201 Request for examination

Patent event code: PA02012R01D

Patent event date: 20220712

Comment text: Request for Examination of Application

E902 Notification of reason for refusal
PE0902 Notice of grounds for rejection

Comment text: Notification of reason for refusal

Patent event date: 20240620

Patent event code: PE09021S01D

E701 Decision to grant or registration of patent right
PE0701 Decision of registration

Patent event code: PE07011S01D

Comment text: Decision to Grant Registration

Patent event date: 20250227

GRNT Written decision to grant
PR0701 Registration of establishment

Comment text: Registration of Establishment

Patent event date: 20250423

Patent event code: PR07011E01D

PR1002 Payment of registration fee

Payment date: 20250424

End annual number: 3

Start annual number: 1

PG1601 Publication of registration