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VOHNOUT, R. BUKOVSKÝ, I. CHOU, S. GEYER, J. BUDÍK, O. SHARMA, R. PROKÝSEK, M. HORVÁTH, T. WYCKMANS, A.
Original Title
Living Lab Long-Term Sustainability in Hybrid Access Positive Energy Districts -A Prosumager Smart Fog Computing Perspective
Type
journal article in Web of Science
Language
English
Original Abstract
Living Lab, one of the recent emerging smart city concepts, faces long-term sustainability challenges associated with its complexity and breadth of use. To be efficient, it must rely on comprehensive set of information distributed appropriately among all stakeholders to unleash its full innovation potential. This is especially true in the case of positive energy districts, where timely data dissemination is essential for prosumager decisions and their greedy behaviour. This paper interconnects intelligent information exchange, supported by ultra-low latency hybrid access network infrastructure, with the clever use of available fog computing resources to properly disseminate complex energy details to all participating entities. As the optimal distribution of information using proper task offloading is the convergence problem, we recalled higher-order neural units that helped maintain computational and energy efficiency in conjunction with the preservation of the overall system stability. We have achieved a reliable hourly energy consumption prediction with a computationally very lightweight alternative to commonly used deep neural network approaches that can be deployed on available smart appliances with ease. The application and simulation were performed on the dataset provided by one of Europe’s smart city pioneers, where the prosumager positive energy district transition has already started.
Keywords
Living Lab; Positive Energy District; Smart City; Prosumager; Access Network; Tactile Internet; Fog Computing; Polynomial Neuron; High Order Neural Unit; Stability
Authors
VOHNOUT, R.; BUKOVSKÝ, I.; CHOU, S.; GEYER, J.; BUDÍK, O.; SHARMA, R.; PROKÝSEK, M.; HORVÁTH, T.; WYCKMANS, A.
Released
1. 11. 2023
Publisher
IEEE
ISBN
2327-4662
Periodical
IEEE Internet of Things Journal
Year of study
10
Number
21
State
United States of America
Pages from
18898
Pages to
18908
Pages count
11
URL
https://ieeexplore.ieee.org/document/10137645/
BibTex
@article{BUT183639, author="Rudolf {Vohnout} and Ivo {Bukovský} and Shuo-Yan {Chou} and Jakub {Geyer} and Ondřej {Budík} and Rohit {Sharma} and Miloš {Prokýsek} and Tomáš {Horváth} and Annemie {Wyckmans}", title="Living Lab Long-Term Sustainability in Hybrid Access Positive Energy Districts -A Prosumager Smart Fog Computing Perspective", journal="IEEE Internet of Things Journal", year="2023", volume="10", number="21", pages="18898--18908", doi="10.1109/JIOT.2023.3280594", issn="2327-4662", url="https://ieeexplore.ieee.org/document/10137645/" }