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1. 发明公开

EP3191905A1 GAS TURBINE FAILURE PREDICTION UTILIZING SUPERVISED LEARNING METHODOLOGIES 审中-公开
标题翻译：采用监督学习方法的燃气轮机故障预测
公开(公告)号：EP3191905A1
公开(公告)日：2017-07-19
申请号：EP15766688.4
申请日：2015-09-03
申请人： Siemens Energy, Inc.
发明人： CAI, Xinmin , CHAKRABORTY, Amit , EVANS, Matthew , GOH, Siong Thye , YUAN, Chao
IPC分类号： G05B23/02
CPC分类号： G06N5/047 , G05B23/0229 , G06N99/005
摘要： A system and method for predicting failures of machinery such as a gas turbine. The system and method utilizes computer-based system to annotate historical data locate a prior failure event. Data associated with sensor readings prior to the failure event is annotated to note that it is likely associated with a failure and is compared to normal operating condition data. A fast boxes algorithm is used to learn the location of the pre-event data (positive class, minority group) with respect to the normal operation data (negative class, majority group). An evaluation is performed to analyze the discriminatory strength of the pre-event data with respect to the normal data, and if a relatively strong difference is found, the associated pre-event data is stored and used as a “symptom” to monitor the on-going performance of a machine and predict the possibility of an unexpected failure days before it would otherwise occur.
摘要翻译：一种用于预测诸如燃气轮机的机器故障的系统和方法。该系统和方法利用基于计算机的系统来标注定位先前故障事件的历史数据。与故障事件之前的传感器读数相关联的数据被注释以指出它可能与故障相关并且与正常操作条件数据相比较。使用快速盒子算法来学习正常操作数据（负类别，多数组）的事件前数据（正类，少数群）的位置。进行评估以分析事件前数据相对于正常数据的判别强度，并且如果发现相对较强的差异，则将相关联的事件前数据存储并用作症状以监视正在进行的机器的性能，并预测在发生其他情况发生之前几天发生意外故障的可能性。

2. 发明公开

EP3186598A1 MONITORING OF A DEVICE HAVING A MOVABLE PART 有权转让
标题翻译：监测具有可动部分的装置
公开(公告)号：EP3186598A1
公开(公告)日：2017-07-05
申请号：EP14873124.3
申请日：2014-12-02
申请人： Siemens Aktiengesellschaft
发明人： KOZIONOV, Alexey Petrovich , MANGUTOV, Oleg Vladimirovich , MOKHOV, Ilya Igorevich
IPC分类号： G01H1/00 , G01M13/04 , G05B19/4065
CPC分类号： G05B13/0285 , G01H1/003 , G01M13/045 , G05B23/0229 , G05B23/0235 , G05D19/02 , G06F17/142 , G06F17/18
摘要： An apparatus for monitoring of a device including a moveable part, especially a rotating device, wherein the apparatus includes a control module which receives a measured vibration signal of the device provided by a sensor connected to the device, provides a spectrum of the measured vibration signal, pre-processes the spectrum to determine base frequencies and side frequencies, where the base frequencies are frequencies having peak powers corresponding to eigen frequencies of the device or faulty frequencies and the side frequencies correspond to other frequencies, where the control module additionally processes the base and side frequencies by applying separately a one-class classification on the base and side frequencies, combines the results of the one-class classifications to obtain a classification signal representing a confidence level, and outputs a decision support signal based on the classification signal, where the decision support signal indicates an error status of the monitored device.
摘要翻译：本发明涉及一种用于监测具有可移动部件（尤其是旋转装置（20））的装置（20）的设备，所述设备包括：控制模块（10），其被配置为接收所述设备的测量振动信号（12）（20）提供的传感器（20），提供测量的振动信号（12）的频谱（14），预处理频谱（14），以便确定基频（16）和侧频率（18），其中基频（16）是峰值功率对应于装置（20）的本征频率或错误频率的频率，并且其中副频率（18）对应于其他频率，处理基频（16）（22）分别应用于基本频率（16）和旁侧频率（18），组合（26）一级分类（22）的结果从而获得一个分类分类信号（24）表示置信水平并且基于分类信号（24）输出判定支持信号，该判定支持信号指示被监测的设备（20）的错误状态。

3. 发明公开

EP3030819A1 PROCEDE DE SURVEILLANCE D'UNE VANNE D'UN MOTEUR D'AERONEF 有权转让
标题翻译： VERFAHREN ZURÜBERWACHUNGEINES VENTILS EINES FLUGZEUGOTORS
公开(公告)号：EP3030819A1
公开(公告)日：2016-06-15
申请号：EP14790171.4
申请日：2014-08-04
申请人： Snecma
发明人： BENSE, William
IPC分类号： F16K37/00
CPC分类号： F16K37/0091 , F16K37/0083 , G05B23/0229
摘要： The invention relates to a method and system for detecting first signs of failure in an aircraft engine valve, comprising: acquisition means configured to acquire output pressure measurements of said valve (3) and command and context data related to said valve (3); processing means (23) configured to define a series of indicators of the first signs of failure in accordance with said output pressure measurements and said command and context data; processing means (23) configured to monitor changes over time in each indicator of said set of indicators of the first signs of failure; and processing means (23) configured to detect a possible deviation of at least one indicator among said set of indicators, said deviation representing the first signs of failure of said valve.
摘要翻译：提供了一种用于检测飞机发动机气门的第一故障迹象的方法和系统。该系统包括被配置为获取阀的输出压力测量值和与该阀相关的命令和上下文数据的采集装置，以及配置成根据输出压力测量值定义故障的第一迹象的一组指示符的处理装置，以及命令和上下文数据。处理装置被配置为监视第一失败迹象的一组指示符的每个指示符中随时间的变化。处理装置被配置为检测指示器组中的至少一个指示器的可能偏差，该偏差表示阀的第一失效迹象。

4. 发明公开

EP2997343A1 PROCÉDÉ ET SYSTÈME D'ANALYSE VIBRATOIRE D'UN MOTEUR 有权转让
标题翻译：方法和系统发动机的振动分析
公开(公告)号：EP2997343A1
公开(公告)日：2016-03-23
申请号：EP14755127.9
申请日：2014-05-20
申请人： SNECMA
发明人： LACAILLE, Jérôme
IPC分类号： G01M15/12 , G05B23/02
CPC分类号： G01M15/12 , G05B23/0229
摘要： The invention relates to a method and system for the vibration analysis of an engine, comprising: processing means (3) for acquiring vibration signals related to the engine (15) and for forming at least one spectrogram that is representative of an operational state of said engine; processing means (3) for selecting at least one area of interest in said at least one spectrogram; processing means (3) for comparing each area of interest with a set of corresponding comparison areas belonging to annotated spectrograms stored in a reference database, and for determining a subset of comparison areas having vibration behaviour similar to that of said area of interest; and output means (9) for displaying said subset of comparison areas and annotations linked with said subset of comparison areas.

5. 发明公开

EP2821983A4 OPERATION LEARNING LEVEL EVALUATION SYSTEM 审中-公开
标题翻译：评估学习水平的系统
公开(公告)号：EP2821983A4
公开(公告)日：2015-11-04
申请号：EP13755369
申请日：2013-02-19
申请人： MITSUBISHI HEAVY IND LTD
发明人： KOYANAGI YOKO , TAKEDA KAZUHIRO
IPC分类号： G09B19/00 , G05B23/02 , G06Q50/04 , G06Q50/20 , G09B9/00
CPC分类号： G09B9/00 , G05B23/0229 , G06Q10/10 , G06Q50/20 , G09B19/00 , G09B19/14 , G09B19/167 , G09B25/02
摘要： Provided a system that can quantitatively and accurately evaluate operation learning levels of trainees by taking into consideration temporal factors. This learning level evaluation system (10) executes a procedure evaluation process that evaluates operating procedures and a timing evaluation process that evaluates operation timing. The procedure evaluation process evaluates the similarity of trainee encoded data obtained by encoding of trainee data recorded according to operations carried out by a trainee to skilled person encoded data obtained by encoding skilled person data recorded according to operations carried out by a skilled person. The timing evaluation process evaluates timing offsets in carrying out the same operations on the basis of the skilled person encoded data and trainee encoded data.

6. 发明授权

EP2290233B1 System and method for managing wind turbines and enhanced diagnostics 有权
标题翻译：系统和方法用于管理风力涡轮机和改进的诊断
公开(公告)号：EP2290233B1
公开(公告)日：2015-03-25
申请号：EP10173284.0
申请日：2010-08-18
申请人： General Electric Company
发明人： Jammu, Vinay Bhaskar , Madam, Narayanan Urupuniakavu , Perla, Ramesh , Naithani, Nidhi , Morjaria, Mahesh Amritlal
IPC分类号： F03D11/00 , F03D7/04 , G05B23/02 , F03D7/02
CPC分类号： F03D7/047 , F03D7/026 , F03D7/043 , F03D17/00 , F05B2240/96 , F05B2270/32 , G05B23/021 , G05B23/0229 , G05B23/0297 , Y02E10/723

7. 发明公开

EP2770391A1 Diagnostic methods and systems for an aircraft 有权
标题翻译：诊断Verfahren und Systemfürein Flugzeug
公开(公告)号：EP2770391A1
公开(公告)日：2014-08-27
申请号：EP14154382.7
申请日：2014-02-07
申请人： Honeywell International Inc.
发明人： Yogesha, Aralakuppe Ramegowda , Vanka, Sundeep , Ahamed, Shaik Shafi , Dangeti, Srinivasa Rao , Liu, Zhenning
IPC分类号： G05B23/02
CPC分类号： B64F5/60 , G05B23/0229 , G05B23/0272 , G05B23/0275
摘要： A method is provided for diagnosing an aircraft. The method includes: determining a location of a fault in the aircraft; determining a zone of the aircraft that is associated with the location of the fault; and generating an interactive three-dimensional user interface based on the zone, wherein the interactive three-dimensional user interface provides fault data of at least one of historical faults and current faults associated with the zone.
摘要翻译：提供了用于诊断飞行器的方法。该方法包括：确定飞机中故障的位置; 确定与故障位置相关联的飞机区域; 以及基于所述区域生成交互式三维用户界面，其中所述交互式三维用户界面提供与所述区域相关联的历史故障和当前故障中的至少一个的故障数据。

8. 发明公开

EP2290233A3 System and method for managing wind turbines and enhanced diagnostics 有权
标题翻译：系统和方法用于管理风力涡轮机和改进的诊断
公开(公告)号：EP2290233A3
公开(公告)日：2014-03-12
申请号：EP10173284.0
申请日：2010-08-18
申请人： General Electric Company
发明人： Jammu, Vinay Bhaskar , Madam, Narayanan Urupuniakavu , Perla, Ramesh , Naithani, Nidhi , Morjaria, Mahesh Amritlal
IPC分类号： F03D11/00 , F03D7/04 , G05B23/02
CPC分类号： F03D7/047 , F03D7/026 , F03D7/043 , F03D17/00 , F05B2240/96 , F05B2270/32 , G05B23/021 , G05B23/0229 , G05B23/0297 , Y02E10/723
摘要： A method of wind turbine management includes receiving operational information (130) on operational characteristics of a wind turbine (102). The operational information (130) is analyzed based on a set of rules (240), and a determination is made as to whether a fault of the wind turbine (102) is resettable. The set of rules (240) may be configured based on operating configuration of the wind turbine (102). Advanced operational information (130) may be received for conducting enhanced diagnostics and a determination is made as to whether a fault of the wind turbine (102) is resettable.

9. 发明授权

EP2433189B1 VERFAHREN ZUM ANALYSIEREN VON MELDUNGSARCHIVEN UND KORRESPONDIERENDES COMPUTERPROGRAMM ZUR ABLEITUNG EINES ENDLICHEN AUTOMATEN 有权
标题翻译：法分析消息归档和相应的计算机程序用于放电的有限的机器
公开(公告)号：EP2433189B1
公开(公告)日：2013-07-03
申请号：EP09776625.7
申请日：2009-05-18
申请人： Siemens Aktiengesellschaft
发明人： FOLMER, Jens , KATZKE, Uwe , PANTFÖRDER, Dorothea , PFEIFFER, Bernd-Markus , VOGEL-HEUSER, Birgit
IPC分类号： G05B19/418 , G05B23/02
CPC分类号： G05B19/4183 , G05B19/4184 , G05B23/0229 , G05B2219/24123 , G05B2219/31438 , G05B2219/31462 , Y02P90/10 , Y02P90/14

10. 发明公开

EP2593844A1 MACHINE LEARNING FOR POWER GRIDS 审中-公开
标题翻译： MASCHINELLES LERNENFÜRSTROMNETZE
公开(公告)号：EP2593844A1
公开(公告)日：2013-05-22
申请号：EP11807624.9
申请日：2011-07-18
申请人： The Trustees of Columbia University in the City of New York , Consolidated Edison Company Of New York, Inc.
发明人： ANDERSON, Roger, N. , BOULANGER, Albert , RUDIN, Cynthia , WALTZ, David , SALLEB-AOUISSI, Ansaf , CHOW, Maggie , DUTTA, Haimonti , GROSS, Phil , HUANG, Bert , IEROME, Steve , ISAAC, Delfina , KRESSNER, Arthur , PASSONNEAU, Rebecca , RADEVA, Axinia , WU, Leon , HOFMANN, Peter , DOUGHERTY, Frank
IPC分类号： G06E1/00
CPC分类号： G06F19/00 , G05B23/0229 , G05B23/0281 , G06N99/005 , Y04S10/522
摘要： Ranking a collection of filtered propensity to failure metrics of like components within an electrical grid that includes a raw data assembly to provide raw data representative of the like components within the electrical grid; a data processor coupled to the raw data assembly to convert the raw data to more uniform data via one or more data processing techniques, a database, to store the more uniform data, a machine learning engine to provide a collection of propensity to failure metrics for the like components, an evaluation engine, operatively coupled to the machine learning engine, to detect and remove non-complying metrics from the collection of propensity to failure metrics and to provide the collection of filtered propensity to failure metrics; and a decision support application, configured to display a ranking of the collection of filtered propensity to failure metrics of like components within the electrical grid.
摘要翻译：一种机器学习系统，用于对包含原始数据组合的电网内相似组件的过滤失效度量的集合进行排序，以提供表示电网内的相似组件的原始数据; （b）可操作地耦合到原始数据组件的数据处理器，通过一个或多个数据处理技术将原始数据转换成更统一的数据; （c）可操作地耦合到数据处理器的数据库，以存储更均匀的数据; （d）可操作地耦合到数据库的机器学习引擎，以提供相似组件的故障倾向倾向的集合; （e）可操作地耦合到机器学习引擎的评估引擎，以从收集失败度量的倾向中检测和去除不符合指标，并提供对故障度量的过滤倾向的收集; 以及（f）可操作地耦合到所述评估引擎的决策支持应用，被配置为显示对所述电网内的相同组件的故障度量的过滤倾向的收集的排序。

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