DK3804268T3 - System og fremgangsmåde til anomali- og cybertrusseldetektion i en vindmølle - Google Patents

System og fremgangsmåde til anomali- og cybertrusseldetektion i en vindmølle Download PDF

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Publication number
DK3804268T3
DK3804268T3 DK19731829.8T DK19731829T DK3804268T3 DK 3804268 T3 DK3804268 T3 DK 3804268T3 DK 19731829 T DK19731829 T DK 19731829T DK 3804268 T3 DK3804268 T3 DK 3804268T3
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DK
Denmark
Prior art keywords
anomaly
wind turbine
threat detection
cyber threat
cyber
Prior art date
Application number
DK19731829.8T
Other languages
English (en)
Inventor
Masoud Abbaszadeh
Original Assignee
General Electric Renovables Espana Sl
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 General Electric Renovables Espana Sl filed Critical General Electric Renovables Espana Sl
Application granted granted Critical
Publication of DK3804268T3 publication Critical patent/DK3804268T3/da

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Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/50Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
    • G06F21/55Detecting local intrusion or implementing counter-measures
    • G06F21/554Detecting local intrusion or implementing counter-measures involving event detection and direct action
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/14Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
    • H04L63/1408Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic by monitoring network traffic
    • H04L63/1425Traffic logging, e.g. anomaly detection
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F03MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
    • F03DWIND MOTORS
    • F03D17/00Monitoring or testing of wind motors, e.g. diagnostics
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F03MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
    • F03DWIND MOTORS
    • F03D7/00Controlling wind motors 
    • F03D7/02Controlling wind motors  the wind motors having rotation axis substantially parallel to the air flow entering the rotor
    • F03D7/04Automatic control; Regulation
    • F03D7/042Automatic control; Regulation by means of an electrical or electronic controller
    • F03D7/043Automatic control; Regulation by means of an electrical or electronic controller characterised by the type of control logic
    • F03D7/045Automatic control; Regulation by means of an electrical or electronic controller characterised by the type of control logic with model-based controls
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F03MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
    • F03DWIND MOTORS
    • F03D80/00Details, components or accessories not provided for in groups F03D1/00 - F03D17/00
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/50Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
    • G06F21/55Detecting local intrusion or implementing counter-measures
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05BINDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
    • F05B2260/00Function
    • F05B2260/84Modelling or simulation
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05BINDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
    • F05B2270/00Control
    • F05B2270/30Control parameters, e.g. input parameters
    • F05B2270/32Wind speeds
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F05INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
    • F05BINDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
    • F05B2270/00Control
    • F05B2270/30Control parameters, e.g. input parameters
    • F05B2270/335Output power or torque
    • 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
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02EREDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E10/00Energy generation through renewable energy sources
    • Y02E10/70Wind energy
    • Y02E10/72Wind turbines with rotation axis in wind direction
    • 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
    • Y04S40/00Systems for electrical power generation, transmission, distribution or end-user application management characterised by the use of communication or information technologies, or communication or information technology specific aspects supporting them
    • Y04S40/20Information technology specific aspects, e.g. CAD, simulation, modelling, system security

Landscapes

  • Engineering & Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Computer Security & Cryptography (AREA)
  • Sustainable Development (AREA)
  • Theoretical Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Combustion & Propulsion (AREA)
  • Software Systems (AREA)
  • Chemical & Material Sciences (AREA)
  • Sustainable Energy (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computer Hardware Design (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Wind Motors (AREA)
  • Remote Monitoring And Control Of Power-Distribution Networks (AREA)
DK19731829.8T 2018-05-24 2019-05-23 System og fremgangsmåde til anomali- og cybertrusseldetektion i en vindmølle DK3804268T3 (da)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US15/988,515 US11113395B2 (en) 2018-05-24 2018-05-24 System and method for anomaly and cyber-threat detection in a wind turbine
PCT/US2019/033664 WO2019226853A1 (en) 2018-05-24 2019-05-23 System and method for anomaly and cyber-threat detection in a wind turbine

Publications (1)

Publication Number Publication Date
DK3804268T3 true DK3804268T3 (da) 2023-11-20

Family

ID=66952024

Family Applications (1)

Application Number Title Priority Date Filing Date
DK19731829.8T DK3804268T3 (da) 2018-05-24 2019-05-23 System og fremgangsmåde til anomali- og cybertrusseldetektion i en vindmølle

Country Status (5)

Country Link
US (1) US11113395B2 (da)
EP (1) EP3804268B1 (da)
DK (1) DK3804268T3 (da)
ES (1) ES2966287T3 (da)
WO (1) WO2019226853A1 (da)

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EP3646301B1 (en) * 2017-06-29 2023-10-25 Vestas Wind Systems A/S Smoke validation process for wind turbines
US11388178B1 (en) * 2018-11-20 2022-07-12 National Technology & Engineering Solutions Of Sandia, Llc Systems and methods for detecting and mitigating cyber attacks on power systems comprising distributed energy resources
US12613999B2 (en) * 2019-06-25 2026-04-28 International Business Machines Corporation Detecting electronic system modification
US11306705B2 (en) * 2019-10-04 2022-04-19 City University Of Hong Kong System and method for monitoring a device
FR3103861B1 (fr) * 2019-11-29 2022-07-22 Electricite De France Dispositif, procédé et produit programme d’ordinateur pour l’identification des modes de fonctionnement des éoliennes.
EP3879362A1 (en) * 2020-03-11 2021-09-15 Siemens Gamesa Renewable Energy A/S A method for computer-implemented identifying unauthorized access to a wind farm it infrastructure
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CN112232427B (zh) * 2020-10-13 2023-10-03 宁波大学 一种基于分布式回归模型的风力发电机故障检测方法
CN112648140B (zh) * 2020-12-21 2022-03-18 北京华能新锐控制技术有限公司 基于信号重构的风电机组桨距角编码器故障容错方法
CN114691021B (zh) * 2020-12-31 2025-06-13 伊姆西Ip控股有限责任公司 用于存储监测对象的指标值的方法、设备和计算机程序
US11790081B2 (en) 2021-04-14 2023-10-17 General Electric Company Systems and methods for controlling an industrial asset in the presence of a cyber-attack
US12034741B2 (en) * 2021-04-21 2024-07-09 Ge Infrastructure Technology Llc System and method for cyberattack detection in a wind turbine control system
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CN114483485B (zh) * 2022-02-24 2024-07-16 兰州大学 一种Nudging风电场观测资料改进风速预测的方法
CN114624630B (zh) * 2022-03-22 2024-08-06 华中科技大学 一种基于频谱分析的三相整流器故障诊断方法和系统
CN115146718B (zh) * 2022-06-27 2024-11-08 北京华能新锐控制技术有限公司 基于深度表示的风电机组异常检测方法
CN115496092B (zh) * 2022-08-29 2026-01-27 西安热工研究院有限公司 一种风力发电机组异常运行状态报警方法
CN115585104B (zh) * 2022-10-25 2025-07-15 武汉大学 一种仅用正常样本的风电机组异常在线检测方法及系统
JP2024067185A (ja) * 2022-11-04 2024-05-17 株式会社東芝 情報処理装置、情報処理方法及びプログラム
US20240405565A1 (en) * 2023-06-01 2024-12-05 General Electric Company Systems and method for distributed energy resources power estimation
CN118259731B (zh) * 2024-04-10 2025-04-25 深圳市卓仪光电科技有限公司 一种基于大数据的电源诊断方法、装置及存储介质
US12510052B1 (en) 2024-06-27 2025-12-30 GE Vernova Renovables Espana, S.L. System and method for optimizing control of a wind turbine
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Also Published As

Publication number Publication date
ES2966287T3 (es) 2024-04-19
EP3804268B1 (en) 2023-08-23
EP3804268A1 (en) 2021-04-14
US11113395B2 (en) 2021-09-07
US20190362070A1 (en) 2019-11-28
WO2019226853A1 (en) 2019-11-28

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