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@article{ART003121015},
author={Dongyeong Seo and Kwansoo Jung and Kwansoo Jung},
title={Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={9},
pages={169-177},
doi={10.9708/jksci.2024.29.09.169}

TY - JOUR
AU - Dongyeong Seo
AU - Kwansoo Jung
AU - Kwansoo Jung
TI - Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 9
PB - The Korean Society Of Computer And Information
SP - 169
EP - 177
SN - 1598-849X
AB - Industrial Wireless Sensor Network (IWSN) is a key feature of Industrial IoT that enables industrial automation through process monitoring and control by connecting industrial equipment such as sensors, robots, and machines wirelessly, and must support the strict requirements of modern industrial environments such as real-time, reliability, and energy efficiency. To achieve these goals, IWSN uses reliable communication methods such as multipath routing, fixed redundant resource allocation, and non-contention-based scheduling. However, the issue of wasting redundant resources that are not utilized for communication degrades not only the efficiency of limited radio resources but also the energy efficiency. In this paper, we propose a scheme that utilizes reinforcement learning in communication scheduling to periodically identify unused wireless resources and reallocate them to save energy consumption of the entire industrial network. The experimental performance evaluation shows that the proposed approach achieves about 30% improvement of resource efficiency in scheduling compared to the existing method while supporting high reliability. In addition, the energy efficiency and latency are improbed by more than 21% and 38%, respectively, by reducing unnecessary communication.
KW - Industrial IoT;Wireless Sensor Networks;Resource allocation;Scheduling;Reinforcement Learning;Energy efficiency
DO - 10.9708/jksci.2024.29.09.169
ER -

Dongyeong Seo, Kwansoo Jung and Kwansoo Jung. (2024). Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network. Journal of The Korea Society of Computer and Information, 29(9), 169-177.

Dongyeong Seo, Kwansoo Jung and Kwansoo Jung. 2024, "Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network", Journal of The Korea Society of Computer and Information, vol.29, no.9 pp.169-177. Available from: doi:10.9708/jksci.2024.29.09.169

Dongyeong Seo, Kwansoo Jung, Kwansoo Jung "Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network" Journal of The Korea Society of Computer and Information 29.9 pp.169-177 (2024) : 169.

Dongyeong Seo, Kwansoo Jung, Kwansoo Jung. Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network. 2024; 29(9), 169-177. Available from: doi:10.9708/jksci.2024.29.09.169

Dongyeong Seo, Kwansoo Jung and Kwansoo Jung. "Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network" Journal of The Korea Society of Computer and Information 29, no.9 (2024) : 169-177.doi: 10.9708/jksci.2024.29.09.169

Dongyeong Seo; Kwansoo Jung; Kwansoo Jung. Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network. Journal of The Korea Society of Computer and Information, 29(9), 169-177. doi: 10.9708/jksci.2024.29.09.169

Dongyeong Seo; Kwansoo Jung; Kwansoo Jung. Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network. Journal of The Korea Society of Computer and Information. 2024; 29(9) 169-177. doi: 10.9708/jksci.2024.29.09.169

Dongyeong Seo, Kwansoo Jung, Kwansoo Jung. Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network. 2024; 29(9), 169-177. Available from: doi:10.9708/jksci.2024.29.09.169

Dongyeong Seo, Kwansoo Jung and Kwansoo Jung. "Efficient Resource Allocation for Energy Saving with Reinforcement Learning in Industrial IoT Network" Journal of The Korea Society of Computer and Information 29, no.9 (2024) : 169-177.doi: 10.9708/jksci.2024.29.09.169