DK3804268T3 - System og fremgangsmåde til anomali- og cybertrusseldetektion i en vindmølle - Google Patents
System og fremgangsmåde til anomali- og cybertrusseldetektion i en vindmølle Download PDFInfo
- 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
- Authority
- DK
- Denmark
- Prior art keywords
- anomaly
- wind turbine
- threat detection
- cyber threat
- cyber
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
- G06F21/55—Detecting local intrusion or implementing counter-measures
- G06F21/554—Detecting local intrusion or implementing counter-measures involving event detection and direct action
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L63/00—Network architectures or network communication protocols for network security
- H04L63/14—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
- H04L63/1408—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic by monitoring network traffic
- H04L63/1425—Traffic logging, e.g. anomaly detection
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D17/00—Monitoring or testing of wind motors, e.g. diagnostics
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D7/00—Controlling wind motors
- F03D7/02—Controlling wind motors the wind motors having rotation axis substantially parallel to the air flow entering the rotor
- F03D7/04—Automatic control; Regulation
- F03D7/042—Automatic control; Regulation by means of an electrical or electronic controller
- F03D7/043—Automatic control; Regulation by means of an electrical or electronic controller characterised by the type of control logic
- F03D7/045—Automatic control; Regulation by means of an electrical or electronic controller characterised by the type of control logic with model-based controls
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F03—MACHINES OR ENGINES FOR LIQUIDS; WIND, SPRING, OR WEIGHT MOTORS; PRODUCING MECHANICAL POWER OR A REACTIVE PROPULSIVE THRUST, NOT OTHERWISE PROVIDED FOR
- F03D—WIND MOTORS
- F03D80/00—Details, components or accessories not provided for in groups F03D1/00 - F03D17/00
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
- G06F21/55—Detecting local intrusion or implementing counter-measures
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2260/00—Function
- F05B2260/84—Modelling or simulation
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2270/00—Control
- F05B2270/30—Control parameters, e.g. input parameters
- F05B2270/32—Wind speeds
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05B—INDEXING SCHEME RELATING TO WIND, SPRING, WEIGHT, INERTIA OR LIKE MOTORS, TO MACHINES OR ENGINES FOR LIQUIDS COVERED BY SUBCLASSES F03B, F03D AND F03G
- F05B2270/00—Control
- F05B2270/30—Control parameters, e.g. input parameters
- F05B2270/335—Output power or torque
-
- Y—GENERAL 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
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E10/00—Energy generation through renewable energy sources
- Y02E10/70—Wind energy
- Y02E10/72—Wind turbines with rotation axis in wind direction
-
- Y—GENERAL 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
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS 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
- Y04S40/00—Systems 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
- Y04S40/20—Information 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)
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) |
Families Citing this family (30)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN108536881B (zh) * | 2017-03-06 | 2020-10-16 | 新疆金风科技股份有限公司 | 用于计算风电场发电量的方法和设备 |
| 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 |
| SG10202008469RA (en) * | 2020-09-01 | 2020-10-29 | Ensign Infosecurity Pte Ltd | A deep embedded self-taught learning system and method for detecting suspicious network behaviours |
| US12038354B2 (en) * | 2020-09-25 | 2024-07-16 | Ge Infrastructure Technology Llc | Systems and methods for operating a power generating asset |
| 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 |
| CN113627539A (zh) * | 2021-08-12 | 2021-11-09 | 北京信息科技大学 | 滚动轴承复合故障诊断方法、系统、存储介质及计算设备 |
| US12560150B2 (en) | 2021-10-07 | 2026-02-24 | GE Vernova Renovables Espana, S.L. | Systems and methods for controlling a wind turbine |
| EP4187082A1 (en) * | 2021-11-24 | 2023-05-31 | Siemens Gamesa Renewable Energy A/S | Method and system for protecting wind turbines |
| 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 |
| CN119933954B (zh) * | 2025-01-06 | 2025-11-07 | 华能国际电力股份有限公司安徽风电分公司 | 一种基于svd-ssa-lstm的风电机组故障诊断方法及系统 |
| CN119760654B (zh) * | 2025-03-07 | 2025-07-22 | 北京能科瑞元数字技术有限公司 | 一种风洞健康监测数据的挖掘方法、介质及系统 |
| CN120832500B (zh) * | 2025-09-19 | 2026-01-30 | 北京华能新锐控制技术有限公司 | 风电机组运行策略变化检测及预警方法、装置 |
| CN121388797B (zh) * | 2025-12-25 | 2026-04-14 | 江西五十铃汽车有限公司 | 一种跨产线协同的汽车冲压模具健康管理方法及系统 |
Family Cites Families (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP5363927B2 (ja) | 2009-09-07 | 2013-12-11 | 株式会社日立製作所 | 異常検知・診断方法、異常検知・診断システム、及び異常検知・診断プログラム |
| US8219356B2 (en) | 2010-12-23 | 2012-07-10 | General Electric Company | System and method for detecting anomalies in wind turbines |
| US8860237B2 (en) * | 2012-10-15 | 2014-10-14 | General Electric Company | System and method of selecting wind turbine generators in a wind park for curtailment of output power to provide a wind reserve |
| KR101986984B1 (ko) | 2013-03-05 | 2019-06-10 | 한국전력공사 | 파워커브 모니터링을 통한 경보 발생 방법 |
| US9379951B2 (en) | 2014-01-10 | 2016-06-28 | Instep Software, Llc | Method and apparatus for detection of anomalies in integrated parameter systems |
| US10132295B2 (en) * | 2015-05-15 | 2018-11-20 | General Electric Company | Digital system and method for managing a wind farm having plurality of wind turbines coupled to power grid |
| DK178840B1 (en) * | 2015-08-19 | 2017-03-20 | Scada Int Aps | Fremgangsmåde til detektion af en anomali i et vindmølleblad |
| US20170284896A1 (en) | 2016-03-31 | 2017-10-05 | General Electric Company | System and method for unsupervised anomaly detection on industrial time-series data |
| US9998487B2 (en) | 2016-04-25 | 2018-06-12 | General Electric Company | Domain level threat detection for industrial asset control system |
| WO2017214178A1 (en) | 2016-06-06 | 2017-12-14 | Maher David P | Anomaly detection systems and methods |
| US10678912B2 (en) | 2016-11-15 | 2020-06-09 | General Electric Company | Dynamic normalization of monitoring node data for threat detection in industrial asset control system |
-
2018
- 2018-05-24 US US15/988,515 patent/US11113395B2/en active Active
-
2019
- 2019-05-23 WO PCT/US2019/033664 patent/WO2019226853A1/en not_active Ceased
- 2019-05-23 EP EP19731829.8A patent/EP3804268B1/en active Active
- 2019-05-23 ES ES19731829T patent/ES2966287T3/es active Active
- 2019-05-23 DK DK19731829.8T patent/DK3804268T3/da active
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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