USING RECURRENT NEURAL NETWORKS TO CALCULATE THE RELIABILITY OF SENSORS
Article Sidebar
Main Article Content
Abstract
The article presents the main stages of using recurrent neural networks to calculate the reliability of sensors. The principles of constructing a model for calculating reliability using neural networks, the stages of developing this model are shown. An example of the use of recurrent neural networks is considered to calculate the reliability of sensors.
Article Details
This work is licensed under a Creative Commons Attribution 4.0 International License.
How to Cite
References
Tealab, A. (2018). Time series forecasting using artificial neural networks methodologies: A systematic review. Future Computing and Informatics Journal. 3 (2): pp. 334–340. doi:10.1016/j.fcij.2018.10.003. ISSN 2314-7288.
Sak, H., Senior, A., & Beaufays, F. (2014). Long Short-Term Memory recurrent neural network architectures for large scale acoustic modeling. (PDF). Google, USA, Google Research.
Goodfellow, I., Bengio, Y., & Courville, A. (2016). Deep Learning. eBook. MIT Press. Hardcover. ISBN: 9780262035613.
Chollet, F. (2017). Deep Learning with Python. eBook. Manning Publications. ISBN 9781617294433. P. 384.
Ibomoiye, D.M., Theo G. S., & George O. (2024). Recurrent Neural Networks: A Comprehensive Review of Architectures, Variants, and Applications. Applications of Machine Learning and Convolutional Neural Networks. 15(9), 517; https://doi.org/10.3390/info15090517.
Muradova, A.A., & Begmatov, Sh.A. Methods for managing the reliability and quality of IoT sensors. Multidisciplinary Scientific Journal Golden Brain, Volume 2, Issue 4, 2024, pp. 49-58.
Dupond, S. (2019). A thorough review on the current advance of neural network structures. Annual Reviews in Control. 14: pp. 200 - 230.
Muradova, A.A. (2023). Reliability and security of the Internet of things. Multidisciplinary Scientific Journal SCHOLAR, Vol.1,27, pp. 109-117.
Muradova, A.A., & Zaynobiddinov, Sh.Z. (2024). Analysis of delivery models in cloud architecture. Multidisciplinary Scientific Journal, Research and education, ISSN: 2181-3191, Vol.3, pp. 4-10.
Muradova, A.A. (2025). Using Kohonen neural networks and fuzzy neural networks in intelligent analysis of IoT sensor information. Multidisciplinary Scientific Journal SCHOLAR, ISSN: 2181-4147, Vol.3 , Issue 1, pp. 4-11.