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Edge Computing Resource Allocation Method for Mining 5G Communication System

delete2023-01-01
delete6
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OA
AI
L
Liya Zhang *
W
Wei Yang
B
Bonan Hao
Z
Zhifang Yang
Q
Qing Zhao
DOI:10.1109/ACCESS.2023.3244242delete
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Abstract

Abstract

En 中文
In the actual production of coal mines, the transmission needs of existing underground applications cannot be met due to a lack of strategies and customized equipment for underground 5G application scenarios, which causes increased underground data processing delay and low transmission efficiency. To solve the problem above, the mobile edge computing (MEC) technology based on the 5G wireless base station is studied, and underground 5G communication capability is improved by edge caching and dynamic resource allocation according to the actual situation of coal mines. The experimental result shows that under the premise of maintaining the rated power and transmit power of the existing base station, the average delay of executing tasks is 15 ms, which is 50% lower than the average delay of all local execution methods. The average delay is 37.5% lower than all MEC execution methods. At the same time, the uplink rate of a single base station can reach 1 Gbps and the downlink rate can reach 1.5 Gbps. Our method can significantly improve the reliability of mining 5G communication systems and the rational allocation of resources.
Keywords:
Mine 5G communication
mobile edge computing
deep learning
intelligent coal mine

Journal

IEEE Access cover
IEEE Access
IF:
3.6
Papers:
9.8W
Citations:
29.4W

Organization

B
Beijing Jiaotong University
Scholars:
2.2W
Papers: 1.7W
Citations: 1.2W
Cited Papers

Cited Papers

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errZhang, Ke; Mao, Yuming; Leng, Supeng; Zhao, Quanxin; Li, Longjiang; Peng, Xin; Pan, Li; Maharjan, Sabita; Zhang, Yan
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The Changing Tendency and Association Analysis of Intelligent Coal Mines in China: A Policy Text Mining Study
err2022-09-16
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errWo, Xiaofang; Li, Guichen; Sun, Yuantian; Li, Jinghua; Yang, Sen; Hao, Haoran
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Research and practice of intelligent coal mine technology systems in China
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errOAAI
errWang, Guofa; Ren, Huaiwei; Zhao, Guorui; Zhang, Desheng; Wen, Zhiguo; Meng, Lingyu; Gong, Shixin
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A Survey on 5G Networks for the Internet of Things: Communication Technologies and Challenges
err2018-01-01
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errAkpakwu, Godfrey Anuga; Silva, Bruno J.; Hancke, Gerhard P.; Abu-MAhfouz, Adnan M.
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Energy-Aware Task Offloading and Resource Allocation for Time-Sensitive Services in Mobile Edge Computing Systems
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errZhao, Mingxiong; Yu, Jun-Jie; Li, Wen-Tao; Liu, Di; Yao, Shaowen; Feng, Wei; She, Changyang; Quek, Tony Q. S.
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Dynamic Task Offloading and Resource Allocation for Ultra-Reliable Low-Latency Edge Computing
err2019-06-01
err316
errOAAI
errLiu, Chen-Feng; Bennis, Mehdi; Debbah, Merouane; Poor, H. Vincent
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