Experimental evaluation of 5G performance based on a digital twin of a machine tool

被引:1
|
作者
Mertes, Jan [1 ]
Schellenberger, Christian [2 ]
Yi, Li [1 ]
Schmitz, Marius [1 ]
Glatt, Moritz [1 ]
Klar, Matthias [1 ]
Ravani, Bahram [3 ]
Schotten, Hans D. [2 ]
Aurich, Jan C. [1 ]
机构
[1] RPTU Kaiserslautern Landau, Inst Mfg Technol & Prod Syst, D-67663 Kaiserslautern, Rhineland Palat, Germany
[2] RPTU Kaiserslautern Landau, Inst Wireless Commun & Nav, D-67663 Kaiserslautern, Rhineland Palat, Germany
[3] Univ Calif Davis, Dept Mech & Aerosp Engn, Davis, CA 95616 USA
关键词
5G; Digital twin; Experiments; Performance evaluation; Manufacturing; IOT;
D O I
10.1016/j.cirpj.2024.09.012
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The 5G mobile communication standard can potentially meet the networking requirements for different industrial use cases simultaneously due to the promised low latency, high bandwidth, and high device density while providing a high quality of service. These capabilities enable the realization of digital twins (DTs) that are based on edge computing for time- and safety-critical wireless applications. However, the investigation of the applicability of 5G for DTs in real-world manufacturing scenarios is still lacking. In this work, we have evaluated a DT based on edge-computing and 5G mobile communication using extensive experiments. We have focused on the communication technology and requirements needed to enable functionalities on edge devices. The key contribution of this paper is a comprehensive experimental study on 5G performance characteristics in an existing manufacturing system. Moreover, the influence of 5G on the functionality of the edge-based DT is evaluated and discussed. Full factorial experiments with different network configurations are designed and conducted. The performance of communication characteristics (latency, jitter) is evaluated as well as the impact on the continuity between real and digital processes. The results are also compared with the WiFi standard by experimental evaluation. At last, the limits of current 5G networks for manufacturing are discussed.
引用
收藏
页码:141 / 152
页数:12
相关论文
共 50 条
  • [31] Performance prediction and enhancement of 5G networks based on linear regression machine learning
    Malekzadeh, Mina
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2023, 2023 (01)
  • [32] Performance prediction and enhancement of 5G networks based on linear regression machine learning
    Mina Malekzadeh
    EURASIP Journal on Wireless Communications and Networking, 2023
  • [33] Performance Evaluation of Machine-Learning Models for Self-Healing in 5G Networks
    Omar, Tamer
    Amamra, Abdelfattah
    Ketseoglou, Thomas
    Mejia, Cristian
    Soto, Cesar
    Stankus, Quinlan
    Zelinka, Grant
    INTERNATIONAL JOURNAL OF INTERDISCIPLINARY TELECOMMUNICATIONS AND NETWORKING, 2022, 14 (01)
  • [34] 5G: A Digital Society
    Muttagi, Shrihari S.
    Biradar, Shashank D.
    Kushnure, Devidas T.
    2015 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, SIGNALS, COMMUNICATION AND OPTIMIZATION (EESCO), 2015,
  • [35] 5G for digital industries
    Schulz, Dirk
    Schulz, Dirk (dirk.schulz@de.abb.com), 1600, ABB Corporate Management Services AG : 31 - 36
  • [36] Architecture and Performance Evaluation of MmWave Based 5G Mobile Communication System
    Bae, JungSook
    Choi, Yong Seouk
    Kim, Jun Suk
    Chung, Min Young
    2014 INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY CONVERGENCE (ICTC), 2014, : 847 - 851
  • [37] A mechanism for 5G MIMO performance optimization and evaluation
    Tzanakos, Dimosthenis
    Allayiotis, Foivos
    Kokkinos, Vasileios
    Bouras, Christos
    PROCEEDINGS OF THE 2021 13TH IFIP WIRELESS AND MOBILE NETWORKING CONFERENCE (WMNC 2021), 2021, : 48 - 54
  • [38] 5G Multicast Broadcast Services Performance Evaluation
    Ibanez, Alvaro
    Garro, Eduardo
    Gomez-Barquero, David
    Jung, Hoiyoon
    Park, Sung-Ik
    Hur, Namho
    2021 IEEE INTERNATIONAL SYMPOSIUM ON BROADBAND MULTIMEDIA SYSTEMS AND BROADCASTING (BMSB), 2021,
  • [39] Performance Evaluation of mmWave in 5G Train Communications
    Kalokidou, Vaia
    Typos, Stavros
    Mellios, Evangelos
    Doufexi, Angela
    Nix, Andrew
    2018 IEEE 29TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2018, : 391 - 395
  • [40] Application of Digital Twin Combined with Artificial Intelligence and 5G Technology in the Art Design of Digital Museums
    Zhao, Jing
    Guo, Lei
    Li, Yueqiao
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022