Automated Modelization of Dynamic Systems
Nowadays, different kinds of modelling settled down in most areas of human activities. Often, it is not easy to design and create a model of an existing systems, because equations linking its components are not known. This article describes an approach allowing to identify system components interact...
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| Format: | Article |
| Language: | English |
| Published: |
FRUCT
2018-11-01
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| Series: | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
| Subjects: | |
| Online Access: | https://fruct.org/publications/abstract23/files/Per.pdf
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| _version_ | 1819178590783143936 |
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| author | Ivan Perl Aleksandr Penskoi |
| author_facet | Ivan Perl Aleksandr Penskoi |
| author_sort | Ivan Perl |
| collection | DOAJ |
| description | Nowadays, different kinds of modelling settled down in most areas of human activities. Often, it is not easy to design and create a model of an existing systems, because equations linking its components are not known. This article describes an approach allowing to identify system components interaction based on run-time monitoring and analysis of system behavior. Described method is shown on a simple system that will be turned in to a system dynamics mode by automated equations definition and results will compared to initial analytic model for the same system. |
| first_indexed | 2024-12-22T21:44:58Z |
| format | Article |
| id | doaj.art-7364343488e74fcc8df09ed2243f163e |
| institution | Directory Open Access Journal |
| issn | 2305-7254 2343-0737 |
| language | English |
| last_indexed | 2024-12-22T21:44:58Z |
| publishDate | 2018-11-01 |
| publisher | FRUCT |
| record_format | Article |
| series | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
| spelling | doaj.art-7364343488e74fcc8df09ed2243f163e2022-12-21T18:11:31ZengFRUCTProceedings of the XXth Conference of Open Innovations Association FRUCT2305-72542343-07372018-11-0160223510516Automated Modelization of Dynamic SystemsIvan Perl0Aleksandr Penskoi1ITMO University, Saint-Petersburg, RussiaITMO University, Saint-Petersburg, RussiaNowadays, different kinds of modelling settled down in most areas of human activities. Often, it is not easy to design and create a model of an existing systems, because equations linking its components are not known. This article describes an approach allowing to identify system components interaction based on run-time monitoring and analysis of system behavior. Described method is shown on a simple system that will be turned in to a system dynamics mode by automated equations definition and results will compared to initial analytic model for the same system.https://fruct.org/publications/abstract23/files/Per.pdf System DynamicsModelizationModel oriented developmentMachine learningApproximationExperimental data |
| spellingShingle | Ivan Perl Aleksandr Penskoi Automated Modelization of Dynamic Systems Proceedings of the XXth Conference of Open Innovations Association FRUCT System Dynamics Modelization Model oriented development Machine learning Approximation Experimental data |
| title | Automated Modelization of Dynamic Systems |
| title_full | Automated Modelization of Dynamic Systems |
| title_fullStr | Automated Modelization of Dynamic Systems |
| title_full_unstemmed | Automated Modelization of Dynamic Systems |
| title_short | Automated Modelization of Dynamic Systems |
| title_sort | automated modelization of dynamic systems |
| topic | System Dynamics Modelization Model oriented development Machine learning Approximation Experimental data |
| url | https://fruct.org/publications/abstract23/files/Per.pdf
|
| work_keys_str_mv | AT ivanperl automatedmodelizationofdynamicsystems AT aleksandrpenskoi automatedmodelizationofdynamicsystems |