Probabilistic cooperative coded forwarding for broadcast transmissions in industrial mobile edge communications

被引:1
作者
Huang, Wenjun [1 ]
Li, Xu [1 ]
Liang, Yanan [1 ]
机构
[1] Beijing Jiaotong Univ, Sch Elect & Informat Engn, Beijing, Peoples R China
关键词
Industrial internet of things; Mobile edge computing; Probabilistic forwarding; Network coding; Wireless communication; RANK DISTRIBUTION; NETWORK; INTERNET;
D O I
10.1186/s13638-022-02132-4
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Mobile edge computing (MEC) is considered as a key enabler for the industrial internet of things (IIoT) to cope with the ever-increasing communication and computing demands of nodes. In consideration of the limited resource of the IIoT nodes, it is necessary to design cost-effective multi-hop data transmission schemes for mobile edge IIoTs. However, most of the traditional schemes have to spend enormous cost to meet the reliability requirement, which cannot support timely information processing of MEC-based IIoT. In this article, the probabilistic cooperative coded forwarding (PCCF) scheme for multi-hop data transmission in mobile edge IIoTs is proposed to address the above problem. First, the data packets are encoded at a source IIoT node using the systematic sparse network coding (SSNC) mechanism, then the source broadcasts the coded packets to its one-hop neighbors. To minimize the required number of redundant coded packets, the sparsity of coded packets is optimized. Second, the nodes which received the packets will become volunteer relay nodes and forward the coded packets using the cooperative coded forwarding (CCF) mechanism. The volunteer relays first forward the received coded packets with a forwarding probability, and then re-encode a pair of received coded packets and broadcast the re-encoded packet with a re-encoding probability. To guarantee the broadcast performance while minimizing the transmission number at relay nodes, the feasible forwarding and re-encoding probability are provided. Third, the receiver nodes will try to decode the received coded and re-encoded packets and recover data packets without sending acknowledgments. Finally, through a series of experiments, we verify the accuracy of analytical approximations and also find out the optimal sparsity of coded packets and the existence of minimum transmission numbers. These provide insights for further optimization of multi-hop data transmission in mobile edge IIoTs.
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页数:19
相关论文
共 25 条
[1]   Improved Expression for Rank Distribution of Sparse Random Linear Network Coding [J].
Chen, Wenlin ;
Lu, Fang ;
Dong, Yan .
IEEE COMMUNICATIONS LETTERS, 2021, 25 (05) :1472-1476
[2]   The Rank Distribution of Sparse Random Linear Network Coding [J].
Chen, Wenlin ;
Lu, Fang ;
Dong, Yan .
IEEE ACCESS, 2019, 7 :43806-43819
[3]   Mobile-Edge Computing and the Internet of Things for Consumers Extending cloud computing and services to the edge of the network [J].
Corcoran, Peter ;
Datta, Soumya Kanti .
IEEE CONSUMER ELECTRONICS MAGAZINE, 2016, 5 (04) :73-74
[4]  
Gao H., 2021, IEEE T INTELL TRANSP, P1, DOI [DOI 10.1109/TITS.2021.3129458, 10.5194/hess-2021-264]
[5]   TSMAE: A Novel Anomaly Detection Approach for Internet of Things Time Series Data Using Memory-Augmented Autoencoder [J].
Gao, Honghao ;
Qiu, Binyang ;
Barroso, Ramon J. Duran ;
Hussain, Walayat ;
Xu, Yueshen ;
Wang, Xinheng .
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2023, 10 (05) :2978-2990
[6]   SDTIOA: Modeling the Timed Privacy Requirements of IoT Service Composition: A User Interaction Perspective for Automatic Transformation from BPEL to Timed Automata [J].
Gao, Honghao ;
Zhang, Yida ;
Miao, Huaikou ;
Duran Barroso, Ramon J. ;
Yang, Xiaoxian .
MOBILE NETWORKS & APPLICATIONS, 2021, 26 (06) :2272-2297
[7]   The Cloud-edge-based Dynamic Reconfiguration to Service Workflow for Mobile Ecommerce Environments: A QoS Prediction Perspective [J].
Gao, Honghao ;
Huang, Wanqiu ;
Duan, Yucong .
ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2021, 21 (01)
[8]  
Gu X., 2010, 2010 INT C COMP APPL, V5, DOI [10.1109/ICCASM.2010.5619163, DOI 10.1109/ICCASM.2010.5619163]
[9]  
Haenggi M., 2012, STOCHASTIC GEOMETRY, DOI [10.1017/CBO9781139043816, DOI 10.1017/CBO9781139043816]
[10]   Cooperative Content Caching for Mobile Edge Computing With Network Coding [J].
He, Weisheng ;
Su, Yuhan ;
Xu, Xueting ;
Luo, Zhaohui ;
Huang, Lianfen ;
Du, Xiaojiang .
IEEE ACCESS, 2019, 7 :67695-67707