BR112021020692A2 - Sistema, sistema de controle para um sistema industrial e/ou técnico, sistema industrial e/ou técnico, método para avaliar e/ou adaptar um ou mais modelos técnicos, programa de computador, e, produto de programa de computador - Google Patents
Sistema, sistema de controle para um sistema industrial e/ou técnico, sistema industrial e/ou técnico, método para avaliar e/ou adaptar um ou mais modelos técnicos, programa de computador, e, produto de programa de computadorInfo
- Publication number
- BR112021020692A2 BR112021020692A2 BR112021020692A BR112021020692A BR112021020692A2 BR 112021020692 A2 BR112021020692 A2 BR 112021020692A2 BR 112021020692 A BR112021020692 A BR 112021020692A BR 112021020692 A BR112021020692 A BR 112021020692A BR 112021020692 A2 BR112021020692 A2 BR 112021020692A2
- Authority
- BR
- Brazil
- Prior art keywords
- technical
- industrial
- computer program
- model
- adapting
- Prior art date
Links
- 238000000034 method Methods 0.000 title abstract 11
- 238000004590 computer program Methods 0.000 title abstract 3
- 238000013528 artificial neural network Methods 0.000 abstract 1
- 230000001364 causal effect Effects 0.000 abstract 1
- 230000004069 differentiation Effects 0.000 abstract 1
- 238000011156 evaluation Methods 0.000 abstract 1
- 238000004088 simulation Methods 0.000 abstract 1
Classifications
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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
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
- G05B13/042—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators in which a parameter or coefficient is automatically adjusted to optimise the performance
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/10—Interfaces, programming languages or software development kits, e.g. for simulating neural networks
-
- 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
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
- G05B13/027—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion using neural networks only
-
- 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
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
-
- 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
- G05B17/00—Systems involving the use of models or simulators of said systems
- G05B17/02—Systems involving the use of models or simulators of said systems electric
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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
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/11—Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
- G06F17/13—Differential equations
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/20—Design optimisation, verification or simulation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/20—Design optimisation, verification or simulation
- G06F30/27—Design optimisation, verification or simulation using machine learning, e.g. artificial intelligence, neural networks, support vector machines [SVM] or training a model
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/30—Circuit design
- G06F30/32—Circuit design at the digital level
- G06F30/33—Design verification, e.g. functional simulation or model checking
- G06F30/3308—Design verification, e.g. functional simulation or model checking using simulation
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F8/00—Arrangements for software engineering
- G06F8/30—Creation or generation of source code
- G06F8/35—Creation or generation of source code model driven
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/004—Artificial life, i.e. computing arrangements simulating life
- G06N3/006—Artificial life, i.e. computing arrangements simulating life based on simulated virtual individual or collective life forms, e.g. social simulations or particle swarm optimisation [PSO]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N7/00—Computing arrangements based on specific mathematical models
- G06N7/01—Probabilistic graphical models, e.g. probabilistic 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
- 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
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- General Engineering & Computer Science (AREA)
- Mathematical Physics (AREA)
- Health & Medical Sciences (AREA)
- Automation & Control Theory (AREA)
- Computer Hardware Design (AREA)
- Computing Systems (AREA)
- Data Mining & Analysis (AREA)
- Medical Informatics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Geometry (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Optimization (AREA)
- Computational Mathematics (AREA)
- Biophysics (AREA)
- Computational Linguistics (AREA)
- General Health & Medical Sciences (AREA)
- Molecular Biology (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biomedical Technology (AREA)
- Mathematical Analysis (AREA)
- Algebra (AREA)
- Operations Research (AREA)
- Databases & Information Systems (AREA)
- Probability & Statistics with Applications (AREA)
- Feedback Control In General (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
sistema para permitir o controle de um sistema industrial e/ou técnico, configurado para avaliar e/ou adaptar pelo menos um modelo técnico e de controle para um sistema industrial e/ou técnico, método para avaliar e/ou adaptar pelo menos um modelo técnico, e, produto de programa de computador. é provido um método e sistemas e programas de computador correspondentes para avaliar e/ou adaptar um ou mais modelos técnicos relacionados a um processo industrial e/ou técnico. o método compreende obter (s1) um modelo parametrizado modular total ou parcialmente não causal de um processo industrial e/ou técnico que compreende pelo menos um submodelo físico e pelo menos um submodelo de rede neural, incluindo um ou mais parâmetros do modelo parametrizado. o método adicionalmente compreende gerar (s2) um sistema de equações diferenciais com base no modelo parametrizado e simular (s3) as dinâmicas de um ou mais estados do processo industrial e/ou técnico ao longo do tempo, com base no sistema de equações diferenciais. o método também compreende aplicar (s4) a diferenciação automática de modo reverso com relação ao sistema de equações diferenciais durante a simulação do processo industrial e/ou técnico a fim de gerar uma estimativa que representa uma avaliação do modelo do processo industrial e/ou técnico.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
SE1950490A SE543674C2 (en) | 2019-04-18 | 2019-04-18 | Evaluation and/or adaptation of industrial and/or technical process models |
PCT/SE2020/050351 WO2020214075A1 (en) | 2019-04-18 | 2020-04-03 | Evaluation and/or adaptation of industrial and/or technical process models |
Publications (1)
Publication Number | Publication Date |
---|---|
BR112021020692A2 true BR112021020692A2 (pt) | 2021-12-14 |
Family
ID=72836855
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
BR112021020692A BR112021020692A2 (pt) | 2019-04-18 | 2020-04-03 | Sistema, sistema de controle para um sistema industrial e/ou técnico, sistema industrial e/ou técnico, método para avaliar e/ou adaptar um ou mais modelos técnicos, programa de computador, e, produto de programa de computador |
Country Status (8)
Country | Link |
---|---|
US (1) | US20220179374A1 (pt) |
EP (1) | EP3956823A4 (pt) |
JP (1) | JP2022529463A (pt) |
CN (1) | CN113748434A (pt) |
BR (1) | BR112021020692A2 (pt) |
CA (1) | CA3135703A1 (pt) |
SE (1) | SE543674C2 (pt) |
WO (1) | WO2020214075A1 (pt) |
Families Citing this family (14)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US11922314B1 (en) * | 2018-11-30 | 2024-03-05 | Ansys, Inc. | Systems and methods for building dynamic reduced order physical models |
DE102020102863A1 (de) * | 2020-02-05 | 2021-08-05 | Festo Se & Co. Kg | Parametrierung einer Komponente in der Automatisierungsanlage |
US11410361B2 (en) * | 2020-10-26 | 2022-08-09 | Adobe Inc. | Digital content editing using a procedural model |
EP3992626A1 (en) * | 2020-10-27 | 2022-05-04 | Spark Holland B.V. | Training a neural network processor for diagnosis of a controlled liquid chromatography pump unit |
GB202018941D0 (en) | 2020-12-01 | 2021-01-13 | Siemens Energy AS | Method and System for Modelling Industrial Processes |
CN113847306B (zh) * | 2020-12-09 | 2023-05-16 | 中国长江电力股份有限公司 | 水电站调速器液压随动系统健康状态诊断控制系统 |
WO2022150338A1 (en) * | 2021-01-05 | 2022-07-14 | Julia Computing, Inc. | Compiler transform optimization for non-local functions |
WO2022240893A1 (en) * | 2021-05-10 | 2022-11-17 | Julia Computing, Inc. | Transforming a model in a first language to a surrogate in a second language for simulation |
CN113688466B (zh) * | 2021-08-26 | 2023-11-24 | 苏州同元软控信息技术有限公司 | 车辆能耗仿真方法、装置和设备 |
SE2151510A1 (en) * | 2021-12-10 | 2023-06-11 | Kaaberg Johard Leonard | A modular, variable time-step simulator for use in process simulation, evaluation, adaptation and/or control |
US11977868B2 (en) * | 2022-01-04 | 2024-05-07 | Xerox Corporation | Search based approach for generating controller models |
CN115356996A (zh) * | 2022-08-22 | 2022-11-18 | 无锡先导智能装备股份有限公司 | 涂布控制方法、装置、控制设备和存储介质 |
CN116360331B (zh) * | 2023-06-02 | 2023-08-22 | 山东工泵电机有限公司 | 一种通用的灌溉自动化控制系统及控制方法 |
CN117596156B (zh) * | 2023-12-07 | 2024-05-07 | 机械工业仪器仪表综合技术经济研究所 | 一种工业应用5g网络的评估模型的构建方法 |
Family Cites Families (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050187643A1 (en) * | 2004-02-19 | 2005-08-25 | Pavilion Technologies, Inc. | Parametric universal nonlinear dynamics approximator and use |
US8036760B2 (en) * | 2005-10-04 | 2011-10-11 | Fisher-Rosemount Systems, Inc. | Method and apparatus for intelligent control and monitoring in a process control system |
US8744821B2 (en) * | 2011-07-07 | 2014-06-03 | Xldyn, Llc | Spreadsheet-based templates for supporting the systems engineering process |
US9529348B2 (en) * | 2012-01-24 | 2016-12-27 | Emerson Process Management Power & Water Solutions, Inc. | Method and apparatus for deploying industrial plant simulators using cloud computing technologies |
WO2014113751A1 (en) * | 2013-01-21 | 2014-07-24 | Siemens Corporation | Functional debugging of equation-based languages |
US20180020622A1 (en) * | 2016-07-25 | 2018-01-25 | CiBo Technologies Inc. | Agronomic Database and Data Model |
EP3467718A1 (en) * | 2017-10-04 | 2019-04-10 | Prowler.io Limited | Machine learning system |
US11321504B2 (en) * | 2018-05-09 | 2022-05-03 | Palo Alto Research Center Incorporated | Learning constitutive equations of physical components with constraints discovery |
CN109522602A (zh) * | 2018-10-18 | 2019-03-26 | 北京航空航天大学 | 一种基于代理模型的Modelica模型参数优化方法 |
-
2019
- 2019-04-18 SE SE1950490A patent/SE543674C2/en unknown
-
2020
- 2020-04-03 CA CA3135703A patent/CA3135703A1/en active Pending
- 2020-04-03 JP JP2021561792A patent/JP2022529463A/ja active Pending
- 2020-04-03 BR BR112021020692A patent/BR112021020692A2/pt unknown
- 2020-04-03 US US17/603,746 patent/US20220179374A1/en active Pending
- 2020-04-03 WO PCT/SE2020/050351 patent/WO2020214075A1/en active Application Filing
- 2020-04-03 CN CN202080028562.0A patent/CN113748434A/zh active Pending
- 2020-04-03 EP EP20791971.3A patent/EP3956823A4/en active Pending
Also Published As
Publication number | Publication date |
---|---|
SE543674C2 (en) | 2021-05-25 |
US20220179374A1 (en) | 2022-06-09 |
CA3135703A1 (en) | 2020-10-22 |
CN113748434A (zh) | 2021-12-03 |
EP3956823A1 (en) | 2022-02-23 |
WO2020214075A1 (en) | 2020-10-22 |
SE1950490A1 (en) | 2020-10-19 |
JP2022529463A (ja) | 2022-06-22 |
EP3956823A4 (en) | 2023-01-25 |
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