1.南京邮电大学通信与信息工程学院,江苏 南京 210003
2.陆军工程大学通信工程学院,江苏 南京 210007
[ "马丁(2000‒ ),男,南京邮电大学通信与信息工程学院硕士生,主要研究方向为卫星物联网等。" ]
[ "边东明(1976‒ ),男,博士,陆军工程大学通信工程学院副教授,主要研究方向为卫星通信、天地一体化、卫星测控等。" ]
[ "张更新(1967‒ ),男,博士,南京邮电大学通信与信息工程学院教授,主要研究方向为空间信息网络、卫星通信等。" ]
收稿:2024-03-13,
修回:2025-04-19,
纸质出版:2025-09-10
移动端阅览
马丁,边东明,张更新.无源多址技术编码方案的性能分析[J].物联网学报,2025,09(03):112-121.
MA Ding,BIAN Dongming,ZHANG Gengxin.Performance analysis of unsourced multiple access technology encoding scheme[J].Chinese Journal on Internet of Things,2025,09(03):112-121.
马丁,边东明,张更新.无源多址技术编码方案的性能分析[J].物联网学报,2025,09(03):112-121. DOI: 10.11959/j.issn.2096-3750.2025.00395.
MA Ding,BIAN Dongming,ZHANG Gengxin.Performance analysis of unsourced multiple access technology encoding scheme[J].Chinese Journal on Internet of Things,2025,09(03):112-121. DOI: 10.11959/j.issn.2096-3750.2025.00395.
首先,从线性码和压缩感知码两个方面对现有无源多址的编码方案进行了介绍,分析比较了无源多址扩频方案中Pradhan和Ahmadi提出的两种扩频序列探测器的性能;然后,对于Amalladinne在2020年提出的压缩感知编码方案进行了功率的重新分配;最后,仿真结果显示,在活跃用户数较低时,改进后的方法有一定的性能提升。
Firstly
the existing unsourced multiple access coding schemes were introduced in two aspects: linear codes and compressed sensing codes. On this basis
two unsourced multiple access spread spectrum sequence detector schemes proposed by Pradhan and Ahmadi were analyzed and compared. Then
power was redistributed for the compressed sensing coding scheme proposed by Amalladinne in 2020. The simulation results showed that when the number of active users is low
a certain performance improvement is observed.
POLYANSKIY Y . A perspective on massive random-access [C ] // Proceedings of the 2017 IEEE International Symposium on Information Theory (ISIT) . Piscataway : IEEE Press , 2017 : 2523 - 2527 .
范平志 , 李里 , 陈欢 , 等 . 面向大规模物联网的随机接入: 现状、挑战与机遇 [J ] . 通信学报 , 2021 , 42 ( 4 ): 1 - 21 .
FAN P Z , LI L , CHEN H , et al . Random access for massive Internet of Things: current status, challenges and opportunities [J ] . Journal on Communications , 2021 , 42 ( 4 ): 1 - 21 .
LI Y J , DAI J C , SI Z W , et al . Unsourced multiple access for 6G massive machine type communications [J ] . China Communications , 2022 , 19 ( 3 ): 70 - 87 .
KOWSHIK S S , ANDREEV K , FROLOV A , et al . Energy efficient coded random access for the wireless uplink [J ] . IEEE Transactions on Communications , 2020 , 68 ( 8 ): 4694 - 4708 .
TIAN F Y , CHEN X M , LIU L , et al . Design of massive unsourced random access over Rician channels [C ] // Proceedings of the 2021 IEEE 22nd International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) . Piscataway : IEEE Press , 2021 : 341 - 345 .
FENGLER A , CAIRE G , JUNG P , et al . Massive MIMO unsourced random access [J ] . arXiv preprint arXiv: 1901.00828 , 2019 .
PRADHAN A K , AMALLADINNE V K , NARAYANAN K R , et al . Polar coding and random spreading for unsourced multiple access [C ] // Proceedings of the ICC 2020 - 2020 IEEE International Conference on Communications (ICC) . Piscataway : IEEE Press , 2020 : 1 - 6 .
AHMADI M J , DUMAN T M . Random spreading for unsourced MAC with power diversity [J ] . IEEE Communications Letters , 2021 , 25 ( 12 ): 3995 - 3999 .
AMALLADINNE V K , KUMAR PRADHAN A , RUSH C , et al . On approximate message passing for unsourced access with coded compressed sensing [C ] // Proceedings of the 2020 IEEE International Symposium on Information Theory (ISIT) . Piscataway : IEEE Press , 2020 : 2995 - 3000 .
ORDENTLICH O , POLYANSKIY Y . Low complexity schemes for the random access Gaussian channel [C ] // Proceedings of the 2017 IEEE International Symposium on Information Theory (ISIT) . Piscataway : IEEE Press , 2017 : 2528 - 2532 .
WU Y P , GAO X Q , ZHOU S D , et al . Massive access for future wireless communication systems [J ] . IEEE Wireless Communications , 2020 , 27 ( 4 ): 148 - 156 .
GLEBOV A , MATVEEV N , ANDREEV K , et al . Achievability bounds for T-fold irregular repetition slotted ALOHA scheme in the Gaussian MAC [C ] // Proceedings of the 2019 IEEE Wireless Communications and Networking Conference (WCNC) . Piscataway : IEEE Press , 2019 : 1 - 6 .
LIVA G . Graph-based analysis and optimization of contention resolution diversity slotted ALOHA [J ] . IEEE Transactions on Communications , 2011 , 59 ( 2 ): 477 - 487 .
NGO K H , LANCHO A , DURISI G , et al . Unsourced multiple access with random user activity [J ] . IEEE Transactions on Information Theory , 2023 , 69 ( 7 ): 4537 - 4558 .
USTINOVA D , GLEBOV A , RYBIN P , et al . Efficient concatenated same codebook construction for the random access Gaussian MAC [C ] // Proceedings of the 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall) . Piscataway : IEEE Press , 2019 : 1 - 5 .
VEM A , NARAYANAN K R , CHENG J , et al . A user-independent serial interference cancellation based coding scheme for the unsourced random access Gaussian channel [C ] // Proceedings of the 2017 IEEE Information Theory Workshop (ITW) . Piscataway : IEEE Press , 2017 : 121 - 125 .
GLEBOV A , MEDOVA L , RYBIN P , et al . On LDPC code based massive random-access scheme for the Gaussian multiple access channel [M ] // Internet of Things, Smart Spaces, and Next Generation Networks and Systems . Cham : Springer International Publishing , 2018 : 162 - 171 .
LIVA G , CHIANI M . Protograph LDPC codes design based on EXIT analysis [C ] // Proceedings of the IEEE GLOBECOM 2007 - IEEE Global Telecommunications Conference . Piscataway : IEEE Press , 2007 : 3250 - 3254 .
PRADHAN A , AMALLADINNE V , VEM A , et al . A joint graph based coding scheme for the unsourced random access Gaussian channel [C ] // Proceedings of the 2019 IEEE Global Communications Conference (GLOBECOM) . Piscataway : IEEE Press , 2019 : 1 - 6 .
LI T Y , WU Y P , ZHENG M F , et al . SPARC-LDPC coding for MIMO massive unsourced random access [C ] // Proceedings of the 2020 IEEE Globecom Workshops (GC Wkshps . Piscataway : IEEE Press , 2020 : 1 - 6 .
SU Y W , ZHENG J P . Index modulation multiple access for unsourced random access [J ] . IEEE Wireless Communications Letters , 2023 , 12 ( 5 ): 794 - 798 .
PRADHAN A K , AMALLADINNE V K , NARAYANAN K R , et al . LDPC codes with soft interference cancellation for uncoordinated unsourced multiple access [C ] // Proceedings of the ICC 2021 - IEEE International Conference on Communications . Piscataway : IEEE Press , 2021 : 1 - 6 .
SU Y W , ZHENG J P , LIANG Z J , et al . Massive MIMO enabled unsourced random access through LDPC coding and random spreading [C ] // Proceedings of the 2022 IEEE 22nd International Conference on Communication Technology (ICCT) . Piscataway : IEEE Press , 2022 : 178 - 183 .
ANDREEV K , KOWSHIK S S , FROLOV A , et al . Low complexity energy efficient random access scheme for the asynchronous fading MAC [C ] // Proceedings of the 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall) . Piscataway : IEEE Press , 2019 : 1 - 5 .
KOWSHIK S S , ANDREEV K , FROLOV A , et al . Short-packet low-power coded access for massive MAC [C ] // Proceedings of the 2019 53rd Asilomar Conference on Signals, Systems, and Computers . Piscataway : IEEE Press , 2019 : 827 - 832 .
MARSHAKOV E , BALITSKIY G , ANDREEV K , et al . A polar code based unsourced random access for the Gaussian MAC [C ] // Proceedings of the 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall) . Piscataway : IEEE Press , 2019 : 1 - 5 .
ANDREEV K , MARSHAKOV E , FROLOV A . A polar code based TIN-SIC scheme for the unsourced random access in the quasi-static fading MAC [C ] // Proceedings of the 2020 IEEE International Symposium on Information Theory (ISIT) . Piscataway : IEEE Press , 2020 : 3019 - 3024 .
ZHENG M F , WU Y P , ZHANG W J . Polar coding and sparse spreading for massive unsourced random access [C ] // Proceedings of the 2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall) . Piscataway : IEEE Press , 2020 : 1 - 5 .
HAN Z Y , YUAN X J , XU C B , et al . Sparse kronecker-product coding for unsourced multiple access [J ] . IEEE Wireless Communications Letters , 2021 , 10 ( 10 ): 2274 - 2278 .
NIKOPOUR H , BALIGH H . Sparse code multiple access [C ] // Proceedings of the 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC) . Piscataway : IEEE Press , 2013 : 332 - 336 .
AMALLADINNE V K , VEM A , SOMA D K , et al . A coupled compressive sensing scheme for unsourced multiple access [C ] // Proceedings of the 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) . Piscataway : IEEE Press , 2018 : 6628 - 6632 .
FENGLER A , JUNG P , CAIRE G . SPARCs and AMP for unsourced random access [C ] // Proceedings of the 2019 IEEE International Symposium on Information Theory (ISIT) . Piscataway : IEEE Press , 2019 : 2843 - 2847 .
CALDERBANK R , THOMPSON A . CHIRRUP: a practical algorithm for unsourced multiple access [J ] . Information and Inference: A Journal of the IMA , 2020 , 9 ( 4 ): 875 - 897 .
HOWARD S D , CALDERBANK A R , SEARLE S J . A fast reconstruction algorithm for deterministic compressive sensing using second order reed-muller codes [C ] // Proceedings of the 2008 42nd Annual Conference on Information Sciences and Systems . Piscataway : IEEE Press , 2008 : 11 - 15 .
CAO H W , XING J Y , LIANG S S . CRC-aided sparse regression codes for unsourced random access [J ] . IEEE Communications Letters , 2023 , 27 ( 8 ): 1944 - 1948 .
MA X , LIANG C L , HUANG K C , et al . Block Markov superposition transmission: construction of big convolutional codes from short codes [J ] . IEEE Transactions on Information Theory , 2015 , 61 ( 6 ): 3150 - 3163 .
BARBIER J , KRZAKALA F . Approximate message-passing decoder and capacity achieving sparse superposition codes [J ] . IEEE Transactions on Information Theory , 2017 , 63 ( 8 ): 4894 - 4927 .
JIANG D X , FAN P Z . A raptor code based unsourced random access with coordinated tree-raptor decoding algorithm [C ] // Proceedings of the 2023 IEEE/CIC International Conference on Communications in China (ICCC Workshops) . Piscataway : IEEE Press , 2023 : 1 - 6 .
ANDREEV K , RYBIN P , FROLOV A . Coded compressed sensing with list recoverable codes for the unsourced random access [J ] . IEEE Transactions on Communications , 2022 , 70 ( 12 ): 7886 - 7898 .
HAO A , RINI S , AMALLADINNE V , et al . An exploration of the heterogeneous unsourced MAC [J ] . arXiv preprint arXiv: 2011.10900 , 2020 .
AMALLADINNE V K , HAO A , RINI S , et al . Multi-class unsourced random access via coded demixing [C ] // Proceedings of the 2021 IEEE International Symposium on Information Theory (ISIT) . Piscataway : IEEE Press , 2021 : 3080 - 3085 .
EBERT J R , AMALLADINNE V K , RINI S , et al . Coded demixing for unsourced random access [J ] . IEEE Transactions on Signal Processing , 2022 , 70 : 2972 - 2984 .
GREIG A , VENKATARAMANAN R . Techniques for improving the finite length performance of sparse superposition codes [J ] . IEEE Transactions on Communications , 2018 , 66 ( 3 ): 905 - 917 .
AHMADI M J . Novel unsourced random access algorithms over Gaussian and fading channels [D ] . Ankara : Bilkent University , 2024 .
ROMANOV E , ORDENTLICH O . On compressed sensing of binary signals for the unsourced random access channel [J ] . Entropy , 2021 , 23 ( 5 ): 605 .
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