计算机科学 ›› 2019, Vol. 46 ›› Issue (1): 138-142.doi: 10.11896/j.issn.1002-137X.2019.01.021
所属专题: 网络通信
李茂1,2, 周志刚1, 王涛1,2
LI Mao1,2, ZHOU Zhi-gang1, WANG Tao1,2
摘要: 稀疏码分多址(即非正交多址)(Sparse Code Multiple Access,SCMA)技术,具有在有限频谱资源下过载通信的特点,能够显著提升频谱利用率。得益于稀疏码分多址码本的稀疏性,消息传递算法(Message Passing Algorithm,MPA)成为经典多用户检测算法。在传统MPA方法中,尽管与最大似然译码具有相近的误比特率(Bit Error Ratio,BER)性能,但指数运算的复杂度仍然很高。据此,设计一种基于置信度的动态边缘选择更新方法,以减少不必要的节点运算。每次迭代中,利用因子图模型中功能节点到变量节点的置信度稳定性信息,动态判定是否需要节点更新运算。仿真结果表明,动态边缘选择方案使得算法的复杂度得到显著降低,并且能够与BER取得良好的均衡。
中图分类号:
[1]RAPPAPORT T S,SUN S,MAYZUS R,et al.Millimeter Wave Mobile Communications for 5g Cellular:It Will Work![J].IEEE Access,2013,1(1):335-349.<br /> [2]ZHANG C Q.Study on Large-scale MIMO Antenna Array for 5G Mobile Network[J].Designing Techniques of Posts and Tele-communications,2016,6(3):34-39.(in Chinese)<br /> 张长青.面向 5G 的大规模 MIMO 天线阵列研究[J].邮电设计技术,2016,6(3):34-39.<br /> [3]WUNDER G,JUNG P,KASPARICK M,et al.5gnow:Non-orthogonal,Asynchronous Waveforms for Future Mobile Applications[J].IEEE Communications Magazine,2014,52(2):97-105.<br /> [4]NIKOPOUR H,BALIGH H.Sparse Code Multiple Access[C]//2013 IEEE 24th International Symposium on Personal Indoor and Mobile Radio Communications (pimrc).IEEE,2013:332-336.<br /> [5]HOSHYAR R,WATHAN F P,TAFAZOLLI R.Novel Low-density Signature for Synchronous Cdma Systems Over Awgn Channel[J].IEEE Transactions on Signal Processing,2008,56(4):1616-1626.<br /> [6]TAHERZADEH M,NIKOPOUR H,BAYESTEH A,et al.Scma Codebook Design[C]//2014 IEEE 80th Vehicular Technology Conference (vtc Fall).IEEE,2014:1-5.<br /> [7]BEKO M,DINIS R.Designing Good Multi-dimensional Constellations[J].IEEE Wireless Communications Letters,2012,1(3):221-224.<br /> [8]YEDIDIA J S,FREEMAN W T,WEISS Y.Understanding belief propagation and its generalizations[J].Exploring Artificial Intelligence in the New Millenium,2002,54(1):276-286.<br /> [9]ZHANG S,XU X,LU L,et al.Sparse Code Multiple Access:an Energy Efficient Uplink Approach for 5g Wireless Systems[C]//2014 IEEE Global Communications Conference (globecom).IEEE,2014:4782-4787.<br /> [10]LIU J,WU G,LI S,et al.On Fixed-point Implementation of Log-mpa for Scma Signals[J].IEEE Wireless Communications Letters,2016,5(3):324-327.<br /> [11]MU H,MA Z,ALHAJI M,et al.A Fixed Low Complexity Message Pass Algorithm Detector for Up-link Scma System[J].IEEE Wireless Communications Letters,2015,4(6):585-588.<br /> [12]DU Y,DONG B,CHEN Z,et al.Low-complexity Detector in Sparse Code Multiple Access Systems[J].IEEE Communications Letters,2016,20(9):1812-1815.<br /> [13]DU Y,DONG B,CHEN Z,et al.Shuffled Multiuser Detection Schemes for Uplink Sparse Code Multiple Access Systems[J].IEEE Communications Letters,2016,20(6):1231-1234.<br /> [14]YANG L,LIU Y,SIU Y.Low Complexity Message Passing Algorithm for Scma System[J].IEEE Communications Letters,2016,20(12):2466-2469. |
[1] | 孙慧婷, 范艳芳, 马孟晓, 陈若愚, 蔡英. VEC中基于动态定价的车辆协同计算卸载方案 Dynamic Pricing-based Vehicle Collaborative Computation Offloading Scheme in VEC 计算机科学, 2022, 49(9): 242-248. https://doi.org/10.11896/jsjkx.210700166 |
[2] | 谢万城, 李斌, 代玥玥. 空中智能反射面辅助边缘计算中基于PPO的任务卸载方案 PPO Based Task Offloading Scheme in Aerial Reconfigurable Intelligent Surface-assisted Edge Computing 计算机科学, 2022, 49(6): 3-11. https://doi.org/10.11896/jsjkx.220100249 |
[3] | 方韬, 杨旸, 陈佳馨. D2D辅助移动边缘计算下的卸载策略优化 Optimization of Offloading Decisions in D2D-assisted MEC Networks 计算机科学, 2022, 49(6A): 601-605. https://doi.org/10.11896/jsjkx.210200114 |
[4] | 宋海宁, 焦健, 刘永. 高速公路中的移动边缘计算研究 Research on Mobile Edge Computing in Expressway 计算机科学, 2021, 48(6A): 383-386. https://doi.org/10.11896/jsjkx.200900212 |
[5] | 彭大川, 杨喜敏, 唐菀, 张潇, 范垒. 软件定义无线网络中双网络通道互备无线接入点切换方案 Dual-NIC Mutual Backup Scheme for Access Point Handoff in Software Defined Wireless Networks 计算机科学, 2021, 48(6A): 427-431. https://doi.org/10.11896/jsjkx.201000022 |
[6] | 范艳芳, 袁爽, 蔡英, 陈若愚. 车载边缘计算中基于深度强化学习的协同计算卸载方案 Deep Reinforcement Learning-based Collaborative Computation Offloading Scheme in VehicularEdge Computing 计算机科学, 2021, 48(5): 270-276. https://doi.org/10.11896/jsjkx.201000005 |
[7] | 王聪, 魏成强, 李宁, 马文峰, 田辉. 一种H2H和M2M混合场景下的前导码资源动态分配机制 Dynamic Allocation Mechanism of Preamble Resources Under H2H and M2M Coexistence Scenarios 计算机科学, 2021, 48(5): 283-288. https://doi.org/10.11896/jsjkx.200300019 |
[8] | 郭蕊, 芦天亮, 杜彦辉. WSN中基于目标决策的源位置隐私保护方案 Source-location Privacy Protection Scheme Based on Target Decision in WSN 计算机科学, 2021, 48(5): 334-340. https://doi.org/10.11896/jsjkx.200400099 |
[9] | 杨紫淇, 蔡英, 张皓晨, 范艳芳. 基于负载均衡的VEC服务器联合计算任务卸载方案 Computational Task Offloading Scheme Based on Load Balance for Cooperative VEC Servers 计算机科学, 2021, 48(1): 81-88. https://doi.org/10.11896/jsjkx.200800220 |
[10] | 田贤忠, 姚超, 赵晨, 丁军. 一种面向5G网络的移动边缘计算卸载策略 5G Network-oriented Mobile Edge Computation Offloading Strategy 计算机科学, 2020, 47(11A): 286-290. https://doi.org/10.11896/jsjkx.200200028 |
[11] | 郭蕊, 芦天亮, 杜彦辉, 周杨, 潘孝勤, 刘晓晨. 基于改进蚁群算法的WSN源位置隐私保护 WSN Source-location Privacy Protection Based on Improved Ant Colony Algorithm 计算机科学, 2020, 47(7): 307-313. https://doi.org/10.11896/jsjkx.200100056 |
[12] | 丁青锋, 奚韬, 连义翀, 吴泽祥. 基于物理层安全的空间调制系统天线选择算法 Antenna Selection for Spatial Modulation Based on Physical Layer Security 计算机科学, 2020, 47(7): 322-327. https://doi.org/10.11896/jsjkx.190600133 |
[13] | 富勤学, 敖亮, 杨莲新, 吴岩. 一种基于物理-社交感知和支付激励的D2D多播内容共享策略 D2D Multicast Content Sharing Scheme Based on Physical-Social Awareness and PaymentIncentive 计算机科学, 2020, 47(5): 250-259. https://doi.org/10.11896/jsjkx.190400143 |
[14] | 于秀兰, 王思仪. 基于Ka频段的低轨卫星自适应信息传输方案 Adaptive Information Transmission Scheme for LEO Satellite Based on Ka Band 计算机科学, 2019, 46(11): 72-79. https://doi.org/10.11896/jsjkx.181001862 |
[15] | 张灿, 史鑫, 王萌. 社交感知的D2D内容安全缓存算法 Social-aware D2D Secure Caching Algorithm 计算机科学, 2019, 46(10): 167-172. https://doi.org/10.11896/jsjkx.180901776 |
|