Edge Computing on the Internet of Things devices.
Keywords:
edge computing, internet of things, machine learning, ESP8266, matrix multiplications, internet bandwidth.
Abstract
Edge computing technologies are evolving rapidly and are gradually replacing the traditional cloud computing architectures. This article considers and analyzes the main structures of the organization of edge computing, discusses in detail the main problems of the Internet of Things devices that require external computing power. Discussed conditions under which calculations can be transferred directly to the device or to other devices of the Internet of Things, using them as edge servers. The speed of matrix multiplication operation, which is necessary for machine learning, was tested on the Internet of Things devices based on SoC ESP8266. Considered possible directions of further evolution of edge computing.
References
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https://www.gartner.com/smarterwithgartner/what-edge-computing-means-for-infrastructure-and-operations-leaders/
Garbouj, H. (2018). Edge Computing Demystified: Understand the status and the future of Edge Computing.
Kovar, D. (2021). Internet Of Things Applications: Introduction To Internet Of Things: Industrial Internet Of Things.
Hurley, R. (2019). Data Science: What You Need to Know About Data Analytics, Data Mining, Regression Analysis, Artificial Intelligence, Big Data for Business, Data Visualization, Database Querying, and Machine Learning.
Tadapaneni, N. R. (2016). Overview and Opportunities of Edge Computing. SSRN Electronic Journal. doi:10.2139/ssrn.3656806
Mannanuddin, K., Aluvala, S., Sneha, Y., Kumaraswamy, E., Sudarshan, E., & Mahender, K. (2020). Confluence of Machine Learning with Edge Computing for IoT Accession. IOP Conference Series: Materials Science and Engineering, 981. doi:10.1088/1757-899x/981/4/042003
Hassan, N., Gillani, S., Ahmed, E., Yaqoob, I., & Imran, M. (2018). The Role of Edge Computing in Internet of Things. IEEE Communications Magazine, 56(11), 110-115. doi:10.1109/mcom.2018.1700906
Cisco: What Is Edge Computing? (2020). Retrieved March 18, 2021, from https://www.cisco.com/c/en/us/solutions/computing/what-is-edge-computing.html
Hryniuk, S., & Polishchuk, M. (2020). Use information encryption technology for secure network transmission. COMPUTER-INTEGRATED TECHNOLOGIES: EDUCATION, SCIENCE, PRODUCTION, (39), 122-126. https://doi.org/10.36910/6775-2524-0560-2020-39-21
Melnyk, V., MelnykК., KuzmychО., Bahniuk, N., & Kravets, O. (2020). Internal and external communication performance improving research on a cluster of communicated virtual machines. COMPUTER-INTEGRATED TECHNOLOGIES: EDUCATION, SCIENCE, PRODUCTION, (39), 162-174. https://doi.org/10.36910/6775-2524-0560-2020-39-28
Publications, J. (2020). Deep Dive into Linear Algebra for Data Science & Machine Learning DL.
ESP8266 Wi-Fi MCU. (n.d.). Retrieved March 18, 2021, from https://www.espressif.com/en/products/socs/esp8266
Abstract views: 131 PDF Downloads: 129
Published
2021-06-16
How to Cite
Mykytenko, S., & Orlova, M. (2021). Edge Computing on the Internet of Things devices . COMPUTER-INTEGRATED TECHNOLOGIES: EDUCATION, SCIENCE, PRODUCTION, (43), 78-84. https://doi.org/10.36910/6775-2524-0560-2021-43-13
Section
Automation and Control
