CN115702288A - 发动机的异常诊断方法、发动机的异常诊断程序及发动机的异常诊断系统 - Google Patents
发动机的异常诊断方法、发动机的异常诊断程序及发动机的异常诊断系统 Download PDFInfo
- Publication number
- CN115702288A CN115702288A CN202180042708.1A CN202180042708A CN115702288A CN 115702288 A CN115702288 A CN 115702288A CN 202180042708 A CN202180042708 A CN 202180042708A CN 115702288 A CN115702288 A CN 115702288A
- Authority
- CN
- China
- Prior art keywords
- engine
- abnormality
- state quantity
- model
- unit
- 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.)
- Pending
Links
- 230000005856 abnormality Effects 0.000 title claims abstract description 216
- 238000003745 diagnosis Methods 0.000 title claims abstract description 77
- 238000000034 method Methods 0.000 title claims abstract description 33
- 238000005259 measurement Methods 0.000 claims abstract description 61
- 238000000556 factor analysis Methods 0.000 claims abstract description 34
- 238000010801 machine learning Methods 0.000 claims abstract description 31
- 238000004364 calculation method Methods 0.000 claims description 33
- 230000002000 scavenging effect Effects 0.000 claims description 33
- 238000001514 detection method Methods 0.000 claims description 26
- 239000011159 matrix material Substances 0.000 claims description 24
- 239000000446 fuel Substances 0.000 claims description 16
- 238000001914 filtration Methods 0.000 claims description 15
- 230000003993 interaction Effects 0.000 claims description 12
- 230000005540 biological transmission Effects 0.000 claims description 11
- 238000000354 decomposition reaction Methods 0.000 claims description 6
- 238000012545 processing Methods 0.000 claims description 6
- 238000002405 diagnostic procedure Methods 0.000 claims 7
- 238000010586 diagram Methods 0.000 description 20
- 230000008859 change Effects 0.000 description 7
- 230000008569 process Effects 0.000 description 7
- 238000004088 simulation Methods 0.000 description 7
- 230000001276 controlling effect Effects 0.000 description 6
- 230000006870 function Effects 0.000 description 5
- 238000005312 nonlinear dynamic Methods 0.000 description 5
- 238000013178 mathematical model Methods 0.000 description 4
- 238000004458 analytical method Methods 0.000 description 3
- 230000002159 abnormal effect Effects 0.000 description 2
- 230000006399 behavior Effects 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 2
- 239000000498 cooling water Substances 0.000 description 2
- 238000012937 correction Methods 0.000 description 2
- 230000006866 deterioration Effects 0.000 description 2
- 238000004886 process control Methods 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 238000012706 support-vector machine Methods 0.000 description 2
- RZVHIXYEVGDQDX-UHFFFAOYSA-N 9,10-anthraquinone Chemical compound C1=CC=C2C(=O)C3=CC=CC=C3C(=O)C2=C1 RZVHIXYEVGDQDX-UHFFFAOYSA-N 0.000 description 1
- 238000009825 accumulation Methods 0.000 description 1
- 230000032683 aging Effects 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 230000000903 blocking effect Effects 0.000 description 1
- 230000015556 catabolic process Effects 0.000 description 1
- 238000001311 chemical methods and process Methods 0.000 description 1
- 238000002485 combustion reaction Methods 0.000 description 1
- 230000006835 compression Effects 0.000 description 1
- 238000007906 compression Methods 0.000 description 1
- 230000002596 correlated effect Effects 0.000 description 1
- 230000000875 corresponding effect Effects 0.000 description 1
- 238000006731 degradation reaction Methods 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 230000014509 gene expression Effects 0.000 description 1
- 230000006872 improvement Effects 0.000 description 1
- 238000011068 loading method Methods 0.000 description 1
- 238000012423 maintenance Methods 0.000 description 1
- 230000007257 malfunction Effects 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
- 230000002093 peripheral effect Effects 0.000 description 1
- 239000003208 petroleum Substances 0.000 description 1
Images
Classifications
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
- F02D—CONTROLLING COMBUSTION ENGINES
- F02D41/00—Electrical control of supply of combustible mixture or its constituents
- F02D41/22—Safety or indicating devices for abnormal conditions
- F02D41/221—Safety or indicating devices for abnormal conditions relating to the failure of actuators or electrically driven elements
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
- F02D—CONTROLLING COMBUSTION ENGINES
- F02D45/00—Electrical control not provided for in groups F02D41/00 - F02D43/00
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
- G05B23/0243—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model
- G05B23/0254—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model based on a quantitative model, e.g. mathematical relationships between inputs and outputs; functions: observer, Kalman filter, residual calculation, Neural Networks
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
- F02D—CONTROLLING COMBUSTION ENGINES
- F02D41/00—Electrical control of supply of combustible mixture or its constituents
- F02D41/02—Circuit arrangements for generating control signals
- F02D41/14—Introducing closed-loop corrections
- F02D41/1401—Introducing closed-loop corrections characterised by the control or regulation method
- F02D2041/1413—Controller structures or design
- F02D2041/1415—Controller structures or design using a state feedback or a state space representation
- F02D2041/1417—Kalman filter
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
- F02D—CONTROLLING COMBUSTION ENGINES
- F02D41/00—Electrical control of supply of combustible mixture or its constituents
- F02D41/02—Circuit arrangements for generating control signals
- F02D41/14—Introducing closed-loop corrections
- F02D41/1401—Introducing closed-loop corrections characterised by the control or regulation method
- F02D2041/1433—Introducing closed-loop corrections characterised by the control or regulation method using a model or simulation of the system
-
- 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
- Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
- Y02T10/00—Road transport of goods or passengers
- Y02T10/10—Internal combustion engine [ICE] based vehicles
- Y02T10/40—Engine management systems
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Chemical & Material Sciences (AREA)
- General Engineering & Computer Science (AREA)
- Mechanical Engineering (AREA)
- Combustion & Propulsion (AREA)
- Evolutionary Computation (AREA)
- Automation & Control Theory (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Artificial Intelligence (AREA)
- Combined Controls Of Internal Combustion Engines (AREA)
- Testing And Monitoring For Control Systems (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP2020116438 | 2020-07-06 | ||
JP2020-116438 | 2020-07-06 | ||
PCT/JP2021/025526 WO2022009904A1 (ja) | 2020-07-06 | 2021-07-06 | エンジンの異常診断方法、エンジンの異常診断プログラム、及びエンジンの異常診断システム |
Publications (1)
Publication Number | Publication Date |
---|---|
CN115702288A true CN115702288A (zh) | 2023-02-14 |
Family
ID=79553234
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202180042708.1A Pending CN115702288A (zh) | 2020-07-06 | 2021-07-06 | 发动机的异常诊断方法、发动机的异常诊断程序及发动机的异常诊断系统 |
Country Status (4)
Country | Link |
---|---|
JP (1) | JP7450238B2 (ja) |
KR (1) | KR102692731B1 (ja) |
CN (1) | CN115702288A (ja) |
WO (1) | WO2022009904A1 (ja) |
Families Citing this family (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR102645702B1 (ko) * | 2023-04-10 | 2024-03-11 | 사단법인 한국선급 | 선박용 엔진 연소실 고장 진단시스템 및 이를 이용한 고장 진단방법 |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH10339664A (ja) * | 1997-06-10 | 1998-12-22 | Babcock Hitachi Kk | 監視装置及び方法 |
JP2009068359A (ja) * | 2007-09-11 | 2009-04-02 | Japan Aerospace Exploration Agency | ガスタービンエンジンの性能推定システム |
CN102855349A (zh) * | 2012-08-06 | 2013-01-02 | 南京航空航天大学 | 航空发动机气路故障诊断的快速原型设计方法及平台 |
CN104020667A (zh) * | 2013-03-01 | 2014-09-03 | 费希尔-罗斯蒙特系统公司 | 过程控制系统中改进的卡尔曼滤波器 |
CN104020728A (zh) * | 2013-03-01 | 2014-09-03 | 费希尔-罗斯蒙特系统公司 | 预测器在具有无线或间歇性过程测量的过程控制系统中的使用 |
WO2019175707A1 (ja) * | 2018-03-16 | 2019-09-19 | 株式会社半導体エネルギー研究所 | 二次電池の充電状態推定装置、二次電池の異常検出装置、二次電池の異常検出方法、及び二次電池の管理システム |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP5341800B2 (ja) * | 2010-03-11 | 2013-11-13 | アズビル株式会社 | 制御モデル更新装置、制御モデル更新方法、空調制御システム、データ妥当性判断装置 |
FR2978858B1 (fr) | 2011-08-01 | 2013-08-30 | Airbus Operations Sas | Procede et systeme pour la determination de parametres de vol d'un aeronef |
KR101505975B1 (ko) | 2014-05-30 | 2015-03-26 | 충남대학교산학협력단 | 엔진 고장 진단 방법 및 고장 진단 시스템 |
KR102393418B1 (ko) * | 2017-03-30 | 2022-05-03 | 삼성전자주식회사 | 데이터 학습 서버 및 이의 학습 모델 생성 및 이용 방법 |
KR20170080556A (ko) * | 2017-06-27 | 2017-07-10 | 현대중공업 주식회사 | 엔진 모니터링 시스템 및 방법 |
-
2021
- 2021-07-06 WO PCT/JP2021/025526 patent/WO2022009904A1/ja active Application Filing
- 2021-07-06 KR KR1020227043363A patent/KR102692731B1/ko active IP Right Grant
- 2021-07-06 CN CN202180042708.1A patent/CN115702288A/zh active Pending
- 2021-07-06 JP JP2022535361A patent/JP7450238B2/ja active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH10339664A (ja) * | 1997-06-10 | 1998-12-22 | Babcock Hitachi Kk | 監視装置及び方法 |
JP2009068359A (ja) * | 2007-09-11 | 2009-04-02 | Japan Aerospace Exploration Agency | ガスタービンエンジンの性能推定システム |
CN102855349A (zh) * | 2012-08-06 | 2013-01-02 | 南京航空航天大学 | 航空发动机气路故障诊断的快速原型设计方法及平台 |
CN104020667A (zh) * | 2013-03-01 | 2014-09-03 | 费希尔-罗斯蒙特系统公司 | 过程控制系统中改进的卡尔曼滤波器 |
CN104020728A (zh) * | 2013-03-01 | 2014-09-03 | 费希尔-罗斯蒙特系统公司 | 预测器在具有无线或间歇性过程测量的过程控制系统中的使用 |
WO2019175707A1 (ja) * | 2018-03-16 | 2019-09-19 | 株式会社半導体エネルギー研究所 | 二次電池の充電状態推定装置、二次電池の異常検出装置、二次電池の異常検出方法、及び二次電池の管理システム |
Also Published As
Publication number | Publication date |
---|---|
JPWO2022009904A1 (ja) | 2022-01-13 |
KR102692731B1 (ko) | 2024-08-08 |
JP7450238B2 (ja) | 2024-03-15 |
WO2022009904A1 (ja) | 2022-01-13 |
KR20230009484A (ko) | 2023-01-17 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US8744813B2 (en) | Detection of anomalies in an aircraft engine | |
US6898554B2 (en) | Fault detection in a physical system | |
EP0858017B1 (en) | Means and method for system performance tracking | |
WO2018138880A1 (ja) | モデルパラメータ値推定装置及び推定方法、プログラム、プログラムを記録した記録媒体、モデルパラメータ値推定システム | |
RU2654310C2 (ru) | Способ и устройство контроля параметра ракетного двигателя | |
US10408707B2 (en) | Abnormality diagnosing method and abnormality diagnosing system | |
US8417432B2 (en) | Method for calculating confidence on prediction in fault diagnosis systems | |
JP2009522488A (ja) | エンジン制御システムの較正 | |
CN102265227A (zh) | 用于在机器状况监视中创建状态估计模型的方法和设备 | |
CN113853480B (zh) | 船舶的主机监控方法、主机监控系统、主机状态预测系统以及航行状况预测系统 | |
CN115702288A (zh) | 发动机的异常诊断方法、发动机的异常诊断程序及发动机的异常诊断系统 | |
WO2011160943A1 (en) | Asset health monitoring using stable distributions for heavy-tailed data | |
WO2023054039A1 (ja) | 船舶の実船モニタリング解析による性能評価方法、性能評価プログラム、及び性能評価システム | |
JP2016114986A (ja) | センサ組合せ決定装置及びセンサ組合せ決定方法 | |
EP3961316A1 (en) | Control system with diagnostics monitoring for engine control | |
WO2021140942A1 (ja) | 診断装置、診断方法およびプログラム | |
CN114109631A (zh) | 具有用于发动机控制的诊断监测的控制系统 | |
US20230415921A1 (en) | Method for determining an efficiency fault of an aircraft turboshaft engine module | |
KR102447405B1 (ko) | 유체-고체 연성 구조물의 가상센서 장치 및 그 동작 방법 | |
Efanov et al. | Expert System for Assessing the Technical Status of Gas Turbine Engines Using the Knowledge Base of Temporal Precedents | |
Schadler et al. | Distance-Based Data Selection for Regression Models Used in an Adaptive Fault Detection Approach | |
Pervukhina et al. | Defect identification of machine-building products during the course of acceptance tests | |
JP2024064562A (ja) | 船舶推進システムの性能劣化モニタリング方法、性能劣化モニタリングプログラム、及び性能劣化モニタリングシステム | |
JP2022012351A (ja) | 要因分析装置、要因分析方法、及び要因分析プログラム | |
Borguet et al. | A way to deal with model-plant mismatch for a reliable diagnosis in transient operation |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20231117 Address after: Tokyo, Japan Applicant after: National Research and Development Corporation Marine. Harbor. Aviation Technology Research Institute Applicant after: Mitsui Yiaisi Co.,Ltd. Address before: Tokyo, Japan Applicant before: National Research and Development Corporation Marine. Harbor. Aviation Technology Research Institute Applicant before: MITSUI ENGINEERING & SHIPBUILDING Co.,Ltd. |
|
TA01 | Transfer of patent application right |