CN103115742B - 评估系统的健康状况 - Google Patents
评估系统的健康状况 Download PDFInfo
- Publication number
- CN103115742B CN103115742B CN201210291695.4A CN201210291695A CN103115742B CN 103115742 B CN103115742 B CN 103115742B CN 201210291695 A CN201210291695 A CN 201210291695A CN 103115742 B CN103115742 B CN 103115742B
- Authority
- CN
- China
- Prior art keywords
- health
- data
- vibration
- associative memories
- vibration data
- 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.)
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Links
- 230000003862 health status Effects 0.000 title 1
- 230000036541 health Effects 0.000 claims abstract description 224
- 238000000034 method Methods 0.000 claims abstract description 40
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- 230000015654 memory Effects 0.000 claims description 92
- 238000012544 monitoring process Methods 0.000 claims description 37
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Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01M—TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
- G01M7/00—Vibration-testing of structures; Shock-testing of structures
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01H—MEASUREMENT OF MECHANICAL VIBRATIONS OR ULTRASONIC, SONIC OR INFRASONIC WAVES
- G01H1/00—Measuring characteristics of vibrations in solids by using direct conduction to the detector
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01M—TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
- G01M13/00—Testing of machine parts
- G01M13/02—Gearings; Transmission mechanisms
- G01M13/028—Acoustic or vibration analysis
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01M—TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
- G01M5/00—Investigating the elasticity of structures, e.g. deflection of bridges or air-craft wings
- G01M5/0066—Investigating the elasticity of structures, e.g. deflection of bridges or air-craft wings by exciting or detecting vibration or acceleration
-
- 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
- Y02B—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
- Y02B10/00—Integration of renewable energy sources in buildings
- Y02B10/30—Wind power
Landscapes
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Acoustics & Sound (AREA)
- Engineering & Computer Science (AREA)
- Aviation & Aerospace Engineering (AREA)
- Measuring And Recording Apparatus For Diagnosis (AREA)
- Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/136,972 | 2011-08-16 | ||
| US13/136,972 US8572009B2 (en) | 2011-08-16 | 2011-08-16 | Evaluating the health status of a system using groups of vibration data including images of the vibrations of the system |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN103115742A CN103115742A (zh) | 2013-05-22 |
| CN103115742B true CN103115742B (zh) | 2017-06-16 |
Family
ID=47172245
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201210291695.4A Active CN103115742B (zh) | 2011-08-16 | 2012-08-16 | 评估系统的健康状况 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US8572009B2 (enExample) |
| EP (1) | EP2559988A3 (enExample) |
| JP (1) | JP6055622B2 (enExample) |
| CN (1) | CN103115742B (enExample) |
| CA (1) | CA2780380C (enExample) |
Families Citing this family (38)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US8914149B2 (en) | 2009-10-12 | 2014-12-16 | The Boeing Company | Platform health monitoring system |
| US9971667B1 (en) * | 2012-11-30 | 2018-05-15 | Discovery Sound Technology, Llc | Equipment sound monitoring system and method |
| US10156844B1 (en) * | 2012-11-30 | 2018-12-18 | Discovery Sound Technology, Llc | System and method for new equipment configuration and sound monitoring |
| US8878700B2 (en) | 2013-02-18 | 2014-11-04 | The Boeing Company | Aircraft monitoring system |
| FR3003028B1 (fr) * | 2013-03-08 | 2015-08-07 | Peugeot Citroen Automobiles Sa | Procede de mesure d'un bruit d'un element de structure d'un vehicule |
| CN103245520A (zh) * | 2013-04-19 | 2013-08-14 | 南京工业大学 | 一种模拟工况的数控转台试验台测试装置 |
| EP2921840A1 (en) * | 2014-03-20 | 2015-09-23 | Areva Wind GmbH | Test unit for quantitative analysis of a contact pattern on a tooth surface of a gear, method for quantitative analysis and use of the test unit |
| EP2930633A1 (en) * | 2014-04-11 | 2015-10-14 | United Technologies Corporation | Portable memory device data modeling for effective processing for a gas turbine engine |
| US9354621B2 (en) | 2014-06-16 | 2016-05-31 | General Electric Company | Systems and methods for control of an adaptive-cycle engine with power-thermal management system |
| US10057699B2 (en) * | 2014-10-01 | 2018-08-21 | Sartorius Stedim Biotech Gmbh | Audio identification device, audio identification method and audio identification system |
| US11569138B2 (en) | 2015-06-16 | 2023-01-31 | Kla Corporation | System and method for monitoring parameters of a semiconductor factory automation system |
| US10147244B2 (en) | 2016-06-10 | 2018-12-04 | Simmonds Precision Products, Inc. | Fault source parameter identification |
| US10464689B2 (en) | 2016-08-17 | 2019-11-05 | Bell Helicopter Textron Inc. | Diagnostic method, system and device for a rotorcraft drive system |
| US10424134B2 (en) | 2016-08-17 | 2019-09-24 | Bell Helicopter Textron Inc. | Diagnostic method, system and device for a rotorcraft drive system |
| US10643405B2 (en) | 2016-08-17 | 2020-05-05 | Bell Helicopter Textron Inc. | Diagnostic method, system and device for a rotorcraft drive system |
| US10380810B2 (en) | 2016-08-17 | 2019-08-13 | Bell Helicopter Textron Inc. | Diagnostic method, system and device for a rotorcraft drive system |
| CN106289780A (zh) * | 2016-09-20 | 2017-01-04 | 北京工业大学 | 一种基于Sparsogram和样本熵的滚动轴承损伤程度识别方法 |
| US10373405B2 (en) | 2016-09-23 | 2019-08-06 | International Business Machines Corporation | Vehicle generated data |
| US10788394B2 (en) * | 2017-09-12 | 2020-09-29 | General Electric Company | Gearbox sensor arrangement |
| CN107703752A (zh) * | 2017-10-22 | 2018-02-16 | 成都具鑫机械设备有限公司 | 一种基于模糊神经网络的数控机床检测方法 |
| US11043046B2 (en) | 2018-03-08 | 2021-06-22 | Textron Innovations Inc. | Failure detection system |
| CN108629144B (zh) * | 2018-06-11 | 2022-06-17 | 湖北交投智能检测股份有限公司 | 一种桥梁健康评估方法 |
| CN108776040B (zh) * | 2018-06-11 | 2021-11-26 | 重庆交通大学 | 桥梁安全巡检系统及诊断方法 |
| US11188292B1 (en) | 2019-04-03 | 2021-11-30 | Discovery Sound Technology, Llc | System and method for customized heterodyning of collected sounds from electromechanical equipment |
| CN110567745B (zh) * | 2019-09-16 | 2022-06-07 | 中国铁道科学研究院集团有限公司铁道建筑研究所 | 一种桥梁水下桥墩检测评估系统 |
| US11455848B2 (en) * | 2019-09-27 | 2022-09-27 | Ge Aviation Systems Limited | Preserving vehicular raw vibration data for post-event analysis |
| CN110697075B (zh) * | 2019-09-29 | 2022-11-25 | 中国直升机设计研究所 | 一种直升机hums振动阈值生成方法 |
| US11618585B2 (en) | 2019-10-10 | 2023-04-04 | Ge Aviation Systems Limited | Integrated system for improved vehicle maintenance and safety |
| CN110795510B (zh) * | 2019-10-22 | 2023-05-23 | 北京空间技术研制试验中心 | 基于高维数据关联挖掘的航天器系统健康状态评估方法 |
| CN110823543B (zh) * | 2019-11-07 | 2020-09-04 | 北京化工大学 | 一种基于往复机械活塞杆轴心轨迹包络与信息熵特征的负荷识别方法 |
| JP7745549B2 (ja) | 2019-12-10 | 2025-09-29 | バーンズ グループ インコーポレーテッド | 無線センサ及びスマートデバイスアプリ方法 |
| US11593678B2 (en) | 2020-05-26 | 2023-02-28 | Bank Of America Corporation | Green artificial intelligence implementation |
| US11341743B2 (en) * | 2020-06-12 | 2022-05-24 | Wärtsilä Finland Oy | Apparatus and computer implemented method in marine vessel data system for generating anomaly heatmap information using neural network |
| US11965859B1 (en) | 2020-11-18 | 2024-04-23 | Discovery Sound Technology, Llc | System and method for empirical estimation of life remaining in industrial equipment |
| CN112556826A (zh) * | 2020-12-17 | 2021-03-26 | 泉州市名咨科迅信息科技有限公司 | 一种基于计算机的发动机现场实时检测方法及其料架 |
| US12241382B2 (en) | 2021-07-19 | 2025-03-04 | General Electric Company | Vibration response reduction for aircraft engines |
| KR102380541B1 (ko) * | 2021-10-06 | 2022-04-01 | 주식회사 위플랫 | 소리 스펙트로그램 이미지를 이용한 설비 고장 진단 장치 및 그 방법 |
| US20230388348A1 (en) * | 2022-05-27 | 2023-11-30 | International Business Machines Corporation | Optimization for access policies in computer systems |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1093803A (zh) * | 1993-03-15 | 1994-10-19 | 南京航空航天大学 | 叶片振动监测方法及系统 |
| US7478192B2 (en) * | 2004-11-03 | 2009-01-13 | Saffron Technology, Inc. | Network of networks of associative memory networks |
| CN101545790A (zh) * | 2009-04-27 | 2009-09-30 | 浙江大学 | 惯性器件旋转振动性能测试系统 |
Family Cites Families (34)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JPH10143343A (ja) * | 1996-11-07 | 1998-05-29 | Fuji Electric Co Ltd | 連想型プラント異常診断装置 |
| JPH10281859A (ja) * | 1997-04-07 | 1998-10-23 | Mitsui Eng & Shipbuild Co Ltd | 異常診断方法および装置 |
| US6581049B1 (en) | 1999-11-08 | 2003-06-17 | Saffron Technology, Inc. | Artificial neurons including power series of weights and counts that represent prior and next association |
| US7325201B2 (en) | 2000-05-18 | 2008-01-29 | Endeca Technologies, Inc. | System and method for manipulating content in a hierarchical data-driven search and navigation system |
| US7035864B1 (en) | 2000-05-18 | 2006-04-25 | Endeca Technologies, Inc. | Hierarchical data-driven navigation system and method for information retrieval |
| US7062483B2 (en) | 2000-05-18 | 2006-06-13 | Endeca Technologies, Inc. | Hierarchical data-driven search and navigation system and method for information retrieval |
| WO2002018879A1 (en) | 2000-08-25 | 2002-03-07 | Battelle Memorial Institute | Method and apparatus to predict the remaining service life of an operating system |
| WO2003015026A1 (en) | 2001-08-10 | 2003-02-20 | Saffron Technology, Inc. | Artificial neurons including weights that define maximal projections |
| US20050038781A1 (en) | 2002-12-12 | 2005-02-17 | Endeca Technologies, Inc. | Method and system for interpreting multiple-term queries |
| US7027953B2 (en) * | 2002-12-30 | 2006-04-11 | Rsl Electronics Ltd. | Method and system for diagnostics and prognostics of a mechanical system |
| US20040176887A1 (en) | 2003-03-04 | 2004-09-09 | Arinc Incorporated | Aircraft condition analysis and management system |
| US7194975B2 (en) | 2003-12-11 | 2007-03-27 | Honeywell International, Inc. | Unmanned underwater vehicle health monitoring system and method |
| US7574416B2 (en) | 2004-01-16 | 2009-08-11 | Saffron Technology, Inc. | Distance-based spatial representation and prediction systems, methods and computer program products for associative memories |
| US7428528B1 (en) | 2004-03-31 | 2008-09-23 | Endeca Technologies, Inc. | Integrated application for manipulating content in a hierarchical data-driven search and navigation system |
| US7478090B2 (en) | 2005-01-14 | 2009-01-13 | Saffron Technology, Inc. | Methods, systems and computer program products for analogy detection among entities using reciprocal similarity measures |
| CN101263499B (zh) | 2005-07-11 | 2013-03-27 | 布鲁克斯自动化公司 | 智能状态监测和故障诊断系统 |
| US7565491B2 (en) | 2005-08-04 | 2009-07-21 | Saffron Technology, Inc. | Associative matrix methods, systems and computer program products using bit plane representations of selected segments |
| US7333917B2 (en) | 2005-08-11 | 2008-02-19 | The University Of North Carolina At Chapel Hill | Novelty detection systems, methods and computer program products for real-time diagnostics/prognostics in complex physical systems |
| US20070050104A1 (en) | 2005-08-24 | 2007-03-01 | The Boeing Company | Methods and systems for logistics health status reasoner |
| US8019752B2 (en) | 2005-11-10 | 2011-09-13 | Endeca Technologies, Inc. | System and method for information retrieval from object collections with complex interrelationships |
| US7581702B2 (en) | 2006-06-09 | 2009-09-01 | Insitu, Inc. | Wirelessly controlling unmanned aircraft and accessing associated surveillance data |
| US7657496B2 (en) | 2006-06-26 | 2010-02-02 | Saffron Technology, Inc. | Nonlinear associative memories using linear arrays of associative memory cells, and methods of operating same |
| US20080097945A1 (en) | 2006-08-09 | 2008-04-24 | The University Of North Carolina At Chapel Hill | Novelty detection systems, methods and computer program products for real-time diagnostics/prognostics in complex physical systems |
| US20080270328A1 (en) | 2006-10-18 | 2008-10-30 | Chad Lafferty | Building and Using Intelligent Software Agents For Optimizing Oil And Gas Wells |
| US8676802B2 (en) | 2006-11-30 | 2014-03-18 | Oracle Otc Subsidiary Llc | Method and system for information retrieval with clustering |
| US20080177683A1 (en) | 2007-01-23 | 2008-07-24 | No Brian Y | Method and apparatus for mobile intelligence |
| US8437904B2 (en) | 2007-06-12 | 2013-05-07 | The Boeing Company | Systems and methods for health monitoring of complex systems |
| US8160981B2 (en) | 2007-09-25 | 2012-04-17 | Saffron Technology, Inc. | Event-based anticipation systems, methods and computer program products for associative memories wherein times of future events occurring are predicted |
| US8346429B2 (en) | 2007-11-26 | 2013-01-01 | Honeywell International Inc. | Vehicle health monitoring system architecture for diagnostics and prognostics disclosure |
| TW200951752A (en) | 2008-06-06 | 2009-12-16 | Inotera Memories Inc | A method for prognostic maintenance in semiconductor manufacturing |
| US9053159B2 (en) | 2009-02-09 | 2015-06-09 | The Boeing Company | Non-conformance analysis using an associative memory learning agent |
| US9542436B2 (en) | 2009-02-09 | 2017-01-10 | The Boeing Company | Employing associative memory for enhanced lifecycle management |
| US10410146B2 (en) | 2009-02-09 | 2019-09-10 | The Boeing Company | Associative memory learning agent for analysis of manufacturing non-conformance applications |
| US20110087387A1 (en) | 2009-10-12 | 2011-04-14 | The Boeing Company | Platform Health Monitoring System |
-
2011
- 2011-08-16 US US13/136,972 patent/US8572009B2/en active Active
-
2012
- 2012-06-20 CA CA2780380A patent/CA2780380C/en active Active
- 2012-07-24 JP JP2012163206A patent/JP6055622B2/ja active Active
- 2012-08-10 EP EP12180131.0A patent/EP2559988A3/en not_active Withdrawn
- 2012-08-16 CN CN201210291695.4A patent/CN103115742B/zh active Active
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1093803A (zh) * | 1993-03-15 | 1994-10-19 | 南京航空航天大学 | 叶片振动监测方法及系统 |
| US7478192B2 (en) * | 2004-11-03 | 2009-01-13 | Saffron Technology, Inc. | Network of networks of associative memory networks |
| CN101545790A (zh) * | 2009-04-27 | 2009-09-30 | 浙江大学 | 惯性器件旋转振动性能测试系统 |
Also Published As
| Publication number | Publication date |
|---|---|
| US8572009B2 (en) | 2013-10-29 |
| CN103115742A (zh) | 2013-05-22 |
| JP2013040926A (ja) | 2013-02-28 |
| CA2780380C (en) | 2016-01-26 |
| US20130046714A1 (en) | 2013-02-21 |
| EP2559988A3 (en) | 2015-10-14 |
| EP2559988A2 (en) | 2013-02-20 |
| JP6055622B2 (ja) | 2016-12-27 |
| CA2780380A1 (en) | 2013-02-16 |
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