The problem of energy efficiency of systems based on artificial intelligence of the internet of things (AIOT)
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Дата
2024
Автори
Науковий керівник
Назва журналу
Номер ISSN
Назва тому
Видавець
КПІ ім. Ігоря Сікорського
Анотація
The article reveals the economic, energy, and environmental aspects of the integration of the Internet of Things (IoT) and artificial intelligence (AI) in the technology of the artificial intelligence of the Internet of Things (AIoT). The scientific problem is defined as the commercial attractiveness of artificial intelligence in the Internet of Things and energy savings. The focus is on compliance with the provisions of sustainable development, particularly the seventh goal, «Affordable and Clean Energy,» and the ecological footprint. Additional energy costs and increased carbon emissions can become significant with more complex AIoT neural architectures. The feasibility of using a metric based on the energy cost of the AIoT life cycle (eCAL) is emphasized. Scaling AIoT is possible when building a Smart City or similar locally concentrated structures. The emphasis is on allocating conventionally fixed and conventionally variable costs for AIoT. It was determined that integrating artificial intelligence functionality into the IoT infrastructure provides the opportunity to store big data for processing us-ing artificial intelligence elements capable of conducting predictive analysis to make informed management decisions. AIoT energy efficiency can be ensured on the basis of the following: selection of machine learning methods, hardware improve-ment, software optimization, network planning, effective model design, and energy consumption testing with subsequent conclusions for comprehensive improvement. The scientific novelty is a methodological approach to a thorough study of the processes of AIoT implementation in technological development based on energy efficiency, considering the cost of energy in the AIoT life cycle (eCAL), and the ecological footprint of AIoT systems. The direction of further scientific research is deter-mined, which consists of the need for economic and mathematical analysis of production systems formed based on artificial intelligence of the Internet of Things.
Опис
Ключові слова
energy efficiency, artificial intelligence of the internet of things, sustainable development, енергоефективність, штучний інтелект Інтернету речей, сталий розвиток
Бібліографічний опис
Voitko, S. The problem of energy efficiency of systems based on artificial intelligence of the internet of things (AIOT) / Voitko Serhii // Економічний вісник НТУУ «КПІ» : збірник наукових праць. – 2024. – № 31. – C. 82-85. – Бібліогр.: 9 назв.