DEVELOPMENT OF A METHOD FOR THE SEARCH OF SOLUTIONS IN THE SPHERE OF NATIONAL SECURITY USING BIO-INSPIRED ALGORITHMS.
In: Eastern-European Journal of Enterprise Technologies, Jg. 123 (2023-05-20), Heft 4, S. 6-13
academicJournal
Zugriff:
The object of research are decision support systems. The subject of research is the decision-making process in management problems using bio-inspired algorithms. A method for the search of solutions in the field of national security using bio-inspired algorithms is proposed. The proposed method is based on a combination of an artificial bat algorithm and evolving artificial neural networks. The method has the following sequence of actions: – input of initial data; – processing of initial data taking into account the degree of uncertainty; – numbering of bat agents (BA); – placement of bat agents taking into account the degree of uncertainty about the state of the analysis object in the search space; – setting the initial BA speed and the echolocation frequency of each BA; – starting a local search; – launching a global search; – training knowledge bases of bat agents. The originality of the proposed method consists in the arrangement of bat agents taking into account the uncertainty of initial data, improved global and local search procedures taking into account the noise degree of data about the state of the analysis object. Another feature of the proposed method is the use of an improved procedure for training bat agents. The training procedure consists in learning the synaptic weights of an artificial neural network, the type and parameters of the membership function, the architecture of individual elements and the architecture of the artificial neural network as a whole. The method makes it possible to increase the efficiency of data processing at the level of 13–21 % due to the use of additional improved procedures. The proposed method should be used to solve the problems of evaluating complex and dynamic processes in the interests of solving national security problems. [ABSTRACT FROM AUTHOR]
Copyright of Eastern-European Journal of Enterprise Technologies is the property of PC TECHNOLOGY CENTER and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Titel: |
DEVELOPMENT OF A METHOD FOR THE SEARCH OF SOLUTIONS IN THE SPHERE OF NATIONAL SECURITY USING BIO-INSPIRED ALGORITHMS.
|
---|---|
Autor/in / Beteiligte Person: | Koval, Volodymyr ; Shyshatskyi, Andrii ; Ransevych, Ruslan ; Gura, Viktoriya ; Nalapko, Oleksii ; Shypilova, Larysa ; Protas, Nadiia ; Volkov, Oleksandr ; Stanovskyi, Oleksandr ; Chaikovska, Olena |
Zeitschrift: | Eastern-European Journal of Enterprise Technologies, Jg. 123 (2023-05-20), Heft 4, S. 6-13 |
Veröffentlichung: | 2023 |
Medientyp: | academicJournal |
ISSN: | 1729-3774 (print) |
DOI: | 10.15587/1729-4061.2023.280355 |
Schlagwort: |
|
Sonstiges: |
|