BR112021020262A2 - - Google Patents
Info
- Publication number
- BR112021020262A2 BR112021020262A2 BR112021020262A BR112021020262A BR112021020262A2 BR 112021020262 A2 BR112021020262 A2 BR 112021020262A2 BR 112021020262 A BR112021020262 A BR 112021020262A BR 112021020262 A BR112021020262 A BR 112021020262A BR 112021020262 A2 BR112021020262 A2 BR 112021020262A2
- Authority
- BR
- Brazil
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
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- 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
- G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
- G05B23/024—Quantitative history assessment, e.g. mathematical relationships between available data; Functions therefor; Principal component analysis [PCA]; Partial least square [PLS]; Statistical classifiers, e.g. Bayesian networks, linear regression or correlation analysis; Neural networks
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- 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
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Mathematical Physics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Automation & Control Theory (AREA)
- Medical Informatics (AREA)
- Data Mining & Analysis (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Testing And Monitoring For Control Systems (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201962832467P | 2019-04-11 | 2019-04-11 | |
| PCT/US2020/027062 WO2020210227A1 (en) | 2019-04-11 | 2020-04-07 | Detection and prediction of machine failures using online machine learning |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| BR112021020262A2 true BR112021020262A2 (US20030199744A1-20031023-C00003.png) | 2021-12-07 |
Family
ID=72751763
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| BR112021020262A BR112021020262A2 (US20030199744A1-20031023-C00003.png) | 2019-04-11 | 2020-04-07 |
Country Status (5)
Families Citing this family (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11841772B2 (en) * | 2021-02-01 | 2023-12-12 | Dell Products L.P. | Data-driven virtual machine recovery |
| US11796993B2 (en) | 2021-05-12 | 2023-10-24 | Yokogawa Electric Corporation | Systems, methods, and devices for equipment monitoring and fault prediction |
Family Cites Families (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2014043623A1 (en) * | 2012-09-17 | 2014-03-20 | Siemens Corporation | Log-based predictive maintenance |
| WO2014145977A1 (en) * | 2013-03-15 | 2014-09-18 | Bates Alexander B | System and methods for automated plant asset failure detection |
| US9652354B2 (en) * | 2014-03-18 | 2017-05-16 | Microsoft Technology Licensing, Llc. | Unsupervised anomaly detection for arbitrary time series |
| CA2972973A1 (en) * | 2015-01-09 | 2016-07-14 | Ecorithm, Inc. | Machine learning-based fault detection system |
| WO2017116627A1 (en) * | 2016-01-03 | 2017-07-06 | Presenso, Ltd. | System and method for unsupervised prediction of machine failures |
| WO2017120579A1 (en) * | 2016-01-10 | 2017-07-13 | Presenso, Ltd. | System and method for validating unsupervised machine learning models |
| WO2017139046A1 (en) * | 2016-02-09 | 2017-08-17 | Presenso, Ltd. | System and method for unsupervised root cause analysis of machine failures |
| CN108090606A (zh) * | 2017-12-12 | 2018-05-29 | 上海应用技术大学 | 设备故障发现方法及系统 |
| CN108520080B (zh) * | 2018-05-11 | 2020-05-05 | 武汉理工大学 | 船舶柴油发电机故障预测与健康状态在线评估系统及方法 |
| CN109120632A (zh) * | 2018-09-04 | 2019-01-01 | 中国人民解放军陆军工程大学 | 基于在线特征选择的网络流异常检测方法 |
| CN109522095B (zh) * | 2018-11-27 | 2020-04-10 | 无锡华云数据技术服务有限公司 | 云主机异常故障检测恢复系统、方法及云平台 |
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2020
- 2020-04-07 DE DE112020001944.6T patent/DE112020001944T5/de active Pending
- 2020-04-07 CN CN202080035341.6A patent/CN113811829A/zh active Pending
- 2020-04-07 BR BR112021020262A patent/BR112021020262A2/pt unknown
- 2020-04-07 WO PCT/US2020/027062 patent/WO2020210227A1/en active Application Filing
-
2021
- 2021-10-08 US US17/497,243 patent/US20220058527A1/en active Pending
Also Published As
| Publication number | Publication date |
|---|---|
| CN113811829A (zh) | 2021-12-17 |
| DE112020001944T5 (de) | 2022-01-13 |
| WO2020210227A1 (en) | 2020-10-15 |
| US20220058527A1 (en) | 2022-02-24 |
