Network-based Observability and Controllability Analysis of Dynamical Systems: the NOCAD toolbox [version 2; peer review: 2 approved]
The network science-based determination of driver nodes and sensor placement has become increasingly popular in the field of dynamical systems over the last decade. In this paper, the applicability of the methodology in the field of life sciences is introduced through the analysis of the neural netw...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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F1000 Research Ltd
2019-09-01
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| Series: | F1000Research |
| Online Access: | https://f1000research.com/articles/8-646/v2 |
| _version_ | 1818913145525108736 |
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| author | Dániel Leitold Ágnes Vathy-Fogarassy János Abonyi |
| author_facet | Dániel Leitold Ágnes Vathy-Fogarassy János Abonyi |
| author_sort | Dániel Leitold |
| collection | DOAJ |
| description | The network science-based determination of driver nodes and sensor placement has become increasingly popular in the field of dynamical systems over the last decade. In this paper, the applicability of the methodology in the field of life sciences is introduced through the analysis of the neural network of Caenorhabditis elegans. Simultaneously, an Octave and MATLAB-compatible NOCAD toolbox is proposed that provides a set of methods to automatically generate the relevant structural controllability and observability associated measures for linear or linearised systems and compare the different sensor placement methods. |
| first_indexed | 2024-12-19T23:25:50Z |
| format | Article |
| id | doaj.art-92f78133ea2548abb0a8d6f507559246 |
| institution | Directory Open Access Journal |
| issn | 2046-1402 |
| language | English |
| last_indexed | 2024-12-19T23:25:50Z |
| publishDate | 2019-09-01 |
| publisher | F1000 Research Ltd |
| record_format | Article |
| series | F1000Research |
| spelling | doaj.art-92f78133ea2548abb0a8d6f5075592462022-12-21T20:01:51ZengF1000 Research LtdF1000Research2046-14022019-09-01810.12688/f1000research.19029.222645Network-based Observability and Controllability Analysis of Dynamical Systems: the NOCAD toolbox [version 2; peer review: 2 approved]Dániel Leitold0Ágnes Vathy-Fogarassy1János Abonyi2Department of Computer Science and Systems Technology, University of Pannonia, Egyetem u. 10, Veszprém, 8200, HungaryMTA-PE Lendulet Complex Systems Monitoring Research Group, University of Pannonia, Egyetem u. 10, POB. 158, Veszprém, 8200, HungaryMTA-PE Lendulet Complex Systems Monitoring Research Group, University of Pannonia, Egyetem u. 10, POB. 158, Veszprém, 8200, HungaryThe network science-based determination of driver nodes and sensor placement has become increasingly popular in the field of dynamical systems over the last decade. In this paper, the applicability of the methodology in the field of life sciences is introduced through the analysis of the neural network of Caenorhabditis elegans. Simultaneously, an Octave and MATLAB-compatible NOCAD toolbox is proposed that provides a set of methods to automatically generate the relevant structural controllability and observability associated measures for linear or linearised systems and compare the different sensor placement methods.https://f1000research.com/articles/8-646/v2 |
| spellingShingle | Dániel Leitold Ágnes Vathy-Fogarassy János Abonyi Network-based Observability and Controllability Analysis of Dynamical Systems: the NOCAD toolbox [version 2; peer review: 2 approved] F1000Research |
| title | Network-based Observability and Controllability Analysis of Dynamical Systems: the NOCAD toolbox [version 2; peer review: 2 approved] |
| title_full | Network-based Observability and Controllability Analysis of Dynamical Systems: the NOCAD toolbox [version 2; peer review: 2 approved] |
| title_fullStr | Network-based Observability and Controllability Analysis of Dynamical Systems: the NOCAD toolbox [version 2; peer review: 2 approved] |
| title_full_unstemmed | Network-based Observability and Controllability Analysis of Dynamical Systems: the NOCAD toolbox [version 2; peer review: 2 approved] |
| title_short | Network-based Observability and Controllability Analysis of Dynamical Systems: the NOCAD toolbox [version 2; peer review: 2 approved] |
| title_sort | network based observability and controllability analysis of dynamical systems the nocad toolbox version 2 peer review 2 approved |
| url | https://f1000research.com/articles/8-646/v2 |
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