Abstract
Edge artificial intelligence (Edge AI) technology helps to avoid vulnerabilities while benefiting from the advantages of cloud technologies, which are widely used today, especially with artificial intelligence and big data. In the case of transferring systems to the cloud, and needs such as protection of sensitive information and high bandwidth emerges in cloud approaches. Edge AI, which provides solutions to issues such as the security of sensitive data and reducing system traffic, while meeting the needs in this field, can offer a new perspective, especially to projects in the military field, when used with digital twin and autonomous system technologies. In this study, we evaluated the “Forces in virtual environment machine learning (FIVE-ML)” simulation system technically in which we use edge AI technology, analyzed the results obtained with the use of this technology. It has been determined that the current work is at the 2nd level in Edge AI levelling system, also there is a 54% performance (in terms of time with accuracy) increase with edge AI. Besides, the accuracy of hitting the target in simulation system is also increased, with the rate of 34%.
Publisher
Gumushane University Journal of Science and Technology Institute
Reference30 articles.
1. 360 Research Reports. (2019). Global Edge AI Software Market Growth (Status and Outlook) 2019-2024. https://www.360researchreports.com/global-edge-ai-software-market-14355998
2. Ahmed, E., Rehmani, M. H., & Bonnet, P. (2017). Editorial to a Special Section on Information Fusion in Internet of Things. Information Systems, 69, 194. https://doi.org/10.1016/j.is.2017.06.004
3. Anciaux, N., Bonnet, P., Bouganim, L., Nguyen, B., Pucheral, P., Sandu Popa, I., & Scerri, G. (2019). Personal Data Management Systems: The security and functionality standpoint. Information Systems, 80, 13–35. https://doi.org/10.1016/j.is.2018.09.002
4. Arisoy, E. B., Ren, G., Ulu, E., Ulu, N. G., & Musuvathy, S. (2016). A data-driven approach to predict hand positions for two-hand grasps of industrial objects. Proceedings of the ASME Design Engineering Technical Conference, 1A-2016(August). https://doi.org/10.1115/DETC2016-60095
5. Atos. (2020, November 23). Atos named by Gartner as an Edge AI Technology Innovator for 2020 - Atos. Atos. https://atos.net/en/2020/press-release_2020_11_23/atos-gartner-edge