Application of Pseudo-Random Numbers in System Design
- 1. Kyiv National University of Culture and Arts, Ukraine
Description
The purpose of the article is to study and search for optimal strategies for modelling information systems using pseudo-random numbers to improve the performance of information systems and to determine the optimal parameters of random number distributions; to analyze efficient algorithms for generating pseudo-random numbers.
The research methods are based on the application of a systematic approach to analyzing the benefits of using pseudorandom numbers in the design of information systems.
Scientific novelty. The article analyses the advantages of stochastic modelling of information systems using different approaches to generating pseudorandom numbers, and for the first time considers the application of a random decision tree forest for modelling queuing systems.
Conclusions. The application of pseudorandom numbers in system design is an urgent problem that requires further research and development of methods. The design of efficient algorithms for generating, validating, and using pseudorandom values plays an essential role in many fields of science and technology. This approach allows for optimization and planning in the process of designing the system and is essential for validating and testing the system. By generating random variables, you can create different test scenarios and check how the system reacts to various conditions, which helps to identify potential errors, flaws, and problems in the system and ensures the quality of the design.
Thus, the use of pseudo-random numbers in system design allows for randomness, risk analysis, optimization and planning, validation, and testing. This is an important aspect of system development that helps to ensure their reliability, performance, and efficiency.
Files
Application_of_Pseudo_Random_Numbers_in_System_Design.pdf
Files
(443.0 kB)
| Name | Size | Download all |
|---|---|---|
|
md5:49936d8cdb81be8d44882389584b8202
|
443.0 kB | Preview Download |
Additional details
References
- ASU Open Door, 2021. What is chaos? How is it different from randomness? YouTube, [online] 1 March. Available at: <https://www.youtube.com/watch?v=_--eNwj3pvU> [Accessed 29 April 2023].
- Imovirnisne modeliuvannia. Modeliuvannia vypadkovykh protsesiv [Probabilistic modeling. Modelling of random processes], n.d. [online] Available at: <https://pns.hneu.edu.ua/pluginfile.php/293329/mod_resource/content/2/Tema%2020.pdf> [Accessed 29 April 2023].
- Kosovan, H.V., 2018. Cyntez heneratoriv psevdovypadkovykh poslidovnostei iz neliniinoiu dynamikoiu dlia zakhystu informatsii v telekomunikatsiinykh systemakh [Synthesis of pseudorandom sequence generators with nonlinear dynamics for information protection in telecommunication systems]. Abstract of the dissertation of the candidate of technical sciences. O.S. Popov Odessa National Academy of Telecommunications. Available at: <https://biblio.suitt.edu.ua/bitstream/handle/123456789/2333/Kosovan.pdf?sequence=1> [Accessed 29 April 2023].
- Kvietnyi, R.N., Bohach, I.V., Boiko, O.R., Sofyna, O.Iu. and Shushura, O.M., 2013. Osoblyvosti imitatsiinoho statystychnoho modeliuvannia [Peculiarities of simulated statistical modeling]. In: Kompiuterne modeliuvannia system ta protsesiv. Metody obchyslen [Computer modeling of systems and processes. Calculation methods]. [online] Vinnytsia: Vinnytsia National Technical University, Part 1, pp.28-40. Available at: < https://web.posibnyky.vntu.edu.ua/fksa/2kvetnyj_komp'yuterne_modelyuvannya_system_procesiv/t1/14...htm> [Accessed 29 April 2023].
- Mediana, I.L. and Belzetskyi, R.S., 2020. Obhruntuvannia vyboru heneratora psevdovypadkovykh velychyn dlia potokovoho shyfruvannia audio povidomlennia [Rationale for choosing a pseudo random variable generator for stream encryption of an audio message]. In: Materialy XLIX naukovo-tekhnichnoi konferentsii pidrozdiliv VNTU [Proceedings of the XLIX Scientific and Technical Conference of VNTU divisions]. Vinnytsia, Ukraine, [online] 27-28 April 2020. Vinnytsia National Technical University. Available at: <https://ir.lib.vntu.edu.ua/bitstream/handle/123456789/29283/9593.pdf?sequence=3> [Accessed 29 April 2023].
- What is a Random Forest?, n.d. TIBCO. [online] Available at: <https://www.tibco.com/reference-center/what-is-a-random-forest> [Accessed 29 April 2023].