G-SC-IRSA: Graph-Based Spatially Coupled IRSA for Age-Critical Grant-Free Massive Access

被引:2
作者
Huang, Yuhao [1 ,2 ]
Jiao, Jian [1 ,2 ]
Wang, Ye [2 ]
Wu, Shaohua [1 ,2 ]
Lu, Rongxing [3 ]
Zhang, Qinyu [1 ,2 ]
机构
[1] Harbin Inst Technol Shenzhen, Guangdong Prov Key Lab Aerosp Commun & Networking, Shenzhen 518055, Peoples R China
[2] Peng Cheng Lab, Shenzhen 518055, Peoples R China
[3] Univ New Brunswick, Fac Comp Sci, Fredericton, NB E3B 5A3, Canada
基金
中国国家自然科学基金;
关键词
Protocols; Throughput; Decoding; Receivers; Internet of Things; Behavioral sciences; Analytical models; Age of Information (AoI); grant-free; massive access; pseudo-random access pattern (PRAP); sliding window decoder (SWD); CODED SLOTTED ALOHA; SATELLITE; PROTOCOL; INFORMATION; NETWORKS; INTERNET; LENGTH;
D O I
10.1109/JIOT.2022.3232568
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, we focus on a grant-free massive access setup and analyze its Age of Information (AoI), where a large number of user equipments (UEs) are randomly activated and attempt to transmit status update packets to a base station (BS) over a common shared channel. To support this age-critical grant-free massive access, we propose a graph-based spatially coupled irregular repetition slotted ALOHA (G-SC-IRSA) random access protocol, which utilizes the pseudo-random access pattern (PRAP), coupled frames, and sliding window decoder (SWD) to improve the packet loss rate (PLR) and AoI performance. Specifically, we derive the approximate expressions to the normalized Average AoI (AAoI) as a function of the PRAP and system load. Then, we establish the problem of minimizing the AAoI under the G-SC-IRSA protocol. Furthermore, we utilize the density evolution (DE) with a bipartite graph to evaluate the system load threshold of G-SC-IRSA in asymptotic regime, achieve an optimal degree distribution via the differential evolution algorithm, and finally obtain the optimal PRAP with progressive edge-growth algorithm. Simulation results validate the accuracy of our theoretical derivations and show that the G-SC-IRSA can achieve the minimum AAoI with the optimal PRAP and outperforms the existing benchmark schemes in terms of PLR and AAoI.
引用
收藏
页码:9007 / 9021
页数:15
相关论文
共 30 条
[1]   THROUGHPUT OF PACKET BROADCASTING CHANNELS [J].
ABRAMSON, N .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1977, 25 (01) :117-128
[2]  
Casini E, 2007, IEEE T WIREL COMMUN, V6, P1408, DOI 10.1109/TWC.2007.05528
[3]  
Chen H, 2020, IEEE CONF COMPUT, P930, DOI [10.1109/INFOCOMWKSHPS50562.2020.9162973, 10.1109/infocomwkshps50562.2020.9162973]
[4]   Finite-Length Analysis of Irregular Repetition Slotted ALOHA in the Waterfall Region [J].
Graell i Amat, Alexandre ;
Liva, Gianluigi .
IEEE COMMUNICATIONS LETTERS, 2018, 22 (05) :886-889
[5]   Irregular progressive edge-growth (PEG) tanner graphs [J].
Hu, XY ;
Eleftheriou, E ;
Arnold, DM .
ISIT: 2002 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, PROCEEDINGS, 2002, :480-480
[6]   Integrated Sensing and Communication Assisted Mobile Edge Computing: An Energy-Efficient Design via Intelligent Reflecting Surface [J].
Huang, Ning ;
Wang, Tianshun ;
Wu, Yuan ;
Wu, Qingqing ;
Quek, Tony Q. S. .
IEEE WIRELESS COMMUNICATIONS LETTERS, 2022, 11 (10) :2085-2089
[7]   A Novel Weight Coefficient PEG Algorithm for Ultra-Reliable Short Length Analog Fountain Codes [J].
Huang, Zixuan ;
Jiao, Jian ;
Zhang, Ke ;
Wu, Shaohua ;
Zhang, Qinyu .
IEEE WIRELESS COMMUNICATIONS LETTERS, 2019, 8 (01) :125-128
[8]   Broadcast Coded Slotted ALOHA: A Finite Frame Length Analysis [J].
Ivanov, Mikhail ;
Brannstrom, Fredrik ;
Graell i Amat, Alexandre ;
Popovski, Petar .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2017, 65 (02) :651-662
[9]   Error Floor Analysis of Coded Slotted ALOHA Over Packet Erasure Channels [J].
Ivanov, Mikhail ;
Brannstrom, Fredrik ;
Graell i Amat, Alexandre ;
Popovski, Petar .
IEEE COMMUNICATIONS LETTERS, 2015, 19 (03) :419-422
[10]   MSPA: Multislot Pilot Allocation Random Access Protocol for mMTC-Enabled IoT System [J].
Jiao, Jian ;
Xu, Liang ;
Wu, Shaohua ;
Lu, Rongxing ;
Zhang, Qinyu .
IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (24) :17403-17416