CN111880400B - 用于实现针对连续过程的预测分析的方法和装置 - Google Patents
用于实现针对连续过程的预测分析的方法和装置 Download PDFInfo
- Publication number
- CN111880400B CN111880400B CN202010367757.XA CN202010367757A CN111880400B CN 111880400 B CN111880400 B CN 111880400B CN 202010367757 A CN202010367757 A CN 202010367757A CN 111880400 B CN111880400 B CN 111880400B
- Authority
- CN
- China
- Prior art keywords
- historical
- batch
- sampling
- time period
- batches
- 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.)
- Active
Links
Classifications
-
- 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
- G05B11/00—Automatic controllers
- G05B11/01—Automatic controllers electric
- G05B11/06—Automatic controllers electric in which the output signal represents a continuous function of the deviation from the desired value, i.e. continuous controllers
-
- 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
-
- 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
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/04—Programme control other than numerical control, i.e. in sequence controllers or logic controllers
- G05B19/042—Programme control other than numerical control, i.e. in sequence controllers or logic controllers using digital processors
-
- 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
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/41875—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by quality surveillance of production
-
- 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
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/41885—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by modeling, simulation of the manufacturing system
-
- 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
- G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
- G05B23/0286—Modifications to the monitored process, e.g. stopping operation or adapting control
- G05B23/0294—Optimizing process, e.g. process efficiency, product quality
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/02—Knowledge representation; Symbolic representation
-
- 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
- G05B2219/00—Program-control systems
- G05B2219/20—Pc systems
- G05B2219/24—Pc safety
- G05B2219/24075—Predict control element state changes, event changes
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- General Engineering & Computer Science (AREA)
- Quality & Reliability (AREA)
- Manufacturing & Machinery (AREA)
- Theoretical Computer Science (AREA)
- Computational Linguistics (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- Computing Systems (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Automatic Analysis And Handling Materials Therefor (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US16/401,919 US11899417B2 (en) | 2019-05-02 | 2019-05-02 | Methods and apparatus to implement predictive analytics for continuous control system processes |
| US16/401,919 | 2019-05-02 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN111880400A CN111880400A (zh) | 2020-11-03 |
| CN111880400B true CN111880400B (zh) | 2025-03-28 |
Family
ID=70859967
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202010367757.XA Active CN111880400B (zh) | 2019-05-02 | 2020-04-30 | 用于实现针对连续过程的预测分析的方法和装置 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US11899417B2 (enExample) |
| JP (1) | JP2020184336A (enExample) |
| CN (1) | CN111880400B (enExample) |
| DE (1) | DE102020111935A1 (enExample) |
| GB (1) | GB2585446B (enExample) |
Families Citing this family (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN113994287A (zh) * | 2019-10-30 | 2022-01-28 | 林德有限责任公司 | 用于操作加工装置的方法 |
| CN115542113B (zh) * | 2022-09-15 | 2025-10-03 | 长鑫存储技术有限公司 | 晶圆测试方法、装置、设备及存储介质 |
| CN119886469A (zh) * | 2025-03-27 | 2025-04-25 | 广东海洋大学 | 一种虾仁冷藏存储质量衰减预测方法 |
Family Cites Families (25)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CA2414167A1 (en) * | 2002-12-12 | 2004-06-12 | Dofasco Inc. | Method and online system for monitoring continuous caster start-up operation and predicting start cast breakouts |
| US6885907B1 (en) * | 2004-05-27 | 2005-04-26 | Dofasco Inc. | Real-time system and method of monitoring transient operations in continuous casting process for breakout prevention |
| US7346402B1 (en) | 2004-10-22 | 2008-03-18 | Expertcontrol, Llc | Technique for an integrated and automated model generation and controller tuning process |
| JP4353903B2 (ja) | 2005-01-07 | 2009-10-28 | 東京エレクトロン株式会社 | クラスタツールの処理システム |
| BRPI0607713A2 (pt) * | 2005-04-01 | 2009-09-22 | Monsanto Technology Llc | métodos para monitorar ou detectar a conversão do ácido n-(fosfonometil) iminodiacético para n-(fosfonometil)glicina ou outro intermediário para n-(fosfonometil)glicina no curso da oxidação catalìtica de ácido n-(fosfonometil)iminodiacético em um meio aquoso |
| US7877154B2 (en) * | 2005-09-30 | 2011-01-25 | Fisher-Rosemount Systems, Inc. | Method and system for controlling a batch process |
| US7793292B2 (en) * | 2006-09-13 | 2010-09-07 | Fisher-Rosemount Systems, Inc. | Compact batch viewing techniques for use in batch processes |
| US8437870B2 (en) | 2009-06-05 | 2013-05-07 | Taiwan Semiconductor Manufacturing Company, Ltd. | System and method for implementing a virtual metrology advanced process control platform |
| US8571696B2 (en) * | 2009-06-10 | 2013-10-29 | Fisher-Rosemount Systems, Inc. | Methods and apparatus to predict process quality in a process control system |
| CN101770209A (zh) | 2010-03-09 | 2010-07-07 | 浙江大学 | 一种多时间尺度复杂大系统的分散预测控制方法 |
| CN102906650B (zh) | 2010-05-21 | 2016-07-13 | 费希尔-罗斯蒙特系统公司 | 多阶段过程建模方法 |
| US8880203B2 (en) | 2010-05-21 | 2014-11-04 | Fisher-Rosemount Systems, Inc. | On-line alignment of a process analytical model with actual process operation |
| CN101963802B (zh) | 2010-08-25 | 2012-08-15 | 江苏大学 | 批次制程的虚拟量测方法与系统 |
| GB2496040B (en) | 2011-10-24 | 2019-04-03 | Fisher Rosemount Systems Inc | Predicted fault analysis |
| CN103116274B (zh) | 2013-02-01 | 2015-08-12 | 浙江大学 | 一种环管式聚丙烯生产牌号切换轨迹优化方法 |
| CN103458068A (zh) | 2013-05-09 | 2013-12-18 | 深圳信息职业技术学院 | 一种网络控制系统的检测与控制方法及系统 |
| CN103777627B (zh) | 2014-01-24 | 2016-03-30 | 浙江大学 | 一种基于少量批次的批次过程在线监测方法 |
| US10037187B2 (en) * | 2014-11-03 | 2018-07-31 | Google Llc | Data flow windowing and triggering |
| EP3269016A1 (en) * | 2015-03-10 | 2018-01-17 | Utilidata Inc. | Systems and methods for secondary voltage loss estimator |
| US20170030953A1 (en) * | 2015-07-31 | 2017-02-02 | Metrix Instrument Co., Lp | System for dynamic monitoring of a machine |
| US10503156B2 (en) | 2015-09-18 | 2019-12-10 | Fisher-Rosemount Systems, Inc. | Methods and apparatus to define stages for multi-variate batch control analytics |
| US10394973B2 (en) * | 2015-12-18 | 2019-08-27 | Fisher-Rosemount Systems, Inc. | Methods and apparatus for using analytical/statistical modeling for continued process verification (CPV) |
| CN106933105B (zh) | 2017-04-24 | 2019-07-26 | 清华大学 | 受限条件下的轨迹更新综合预测迭代学习控制算法 |
| GB2565875B (en) | 2017-06-15 | 2023-02-08 | Fisher Rosemount Systems Inc | Systems and apparatus for distribution of batch and continuous process control data to remote devices |
| US10122860B1 (en) * | 2017-07-10 | 2018-11-06 | Afiniti Europe Technologies Limited | Techniques for estimating expected performance in a task assignment system |
-
2019
- 2019-05-02 US US16/401,919 patent/US11899417B2/en active Active
-
2020
- 2020-04-16 GB GB2005563.8A patent/GB2585446B/en active Active
- 2020-04-28 JP JP2020079277A patent/JP2020184336A/ja active Pending
- 2020-04-30 CN CN202010367757.XA patent/CN111880400B/zh active Active
- 2020-05-04 DE DE102020111935.6A patent/DE102020111935A1/de active Pending
Also Published As
| Publication number | Publication date |
|---|---|
| GB2585446A (en) | 2021-01-13 |
| JP2020184336A (ja) | 2020-11-12 |
| US11899417B2 (en) | 2024-02-13 |
| GB202005563D0 (en) | 2020-06-03 |
| CN111880400A (zh) | 2020-11-03 |
| US20200348636A1 (en) | 2020-11-05 |
| DE102020111935A1 (de) | 2020-11-05 |
| GB2585446B (en) | 2023-10-04 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP2022519228A (ja) | 工業プロセスで使用されるコンポーネントから発生する信号の異常を検出及び測定するためのシステムと方法 | |
| US10394973B2 (en) | Methods and apparatus for using analytical/statistical modeling for continued process verification (CPV) | |
| CN111880400B (zh) | 用于实现针对连续过程的预测分析的方法和装置 | |
| JP7260227B2 (ja) | 多変量バッチ制御解析のためのステージを画定する方法及び装置、製造物品 | |
| US8761909B2 (en) | Batch process monitoring using local multivariate trajectories | |
| EP3771951A1 (en) | Using data from plc systems and data from sensors external to the plc systems for ensuring data integrity of industrial controllers | |
| EP3180667B1 (en) | System and method for advanced process control | |
| CN112673326A (zh) | 控制装置及控制程序 | |
| JP2011253275A (ja) | プラントシミュレータ | |
| US20250298688A1 (en) | Real-time detection, prediction, and remediation of sensor faults through data-driven approaches | |
| EP3304226A1 (fr) | Procédé de surveillance et d'expertise du fonctionnement d'une installation industrielle pilotée par un contrôleur programmable et équipement mettant en oeuvre ledit procédé | |
| US20180143046A1 (en) | Information processing device, maintenance apparatus, information processing method, and storage medium | |
| WO2021110388A1 (en) | System, device and method for model based analytics | |
| JP7639574B2 (ja) | 予測システム、情報処理装置および情報処理プログラム | |
| JP6648747B2 (ja) | 異常原因特定方法および異常原因特定装置 | |
| US11809175B2 (en) | Alarm management apparatus, alarm management method, and computer-readable recording medium | |
| US20220128984A1 (en) | Monitoring method, monitoring apparatus, and program | |
| US20210232113A1 (en) | Method and apparatus to identify connected device types on an i/o channel based on current characteristics | |
| WO2025024926A1 (en) | Methods and systems for gas emission prediction and monitoring for cogeneration using stacked multivariate deep learning |
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 | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |