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Selection of Design Parameters for Generalized Sphere Decoding Algorithms 被引量:1
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作者 Ping WANG Tho LE-NGOC 《International Journal of Communications, Network and System Sciences》 2010年第2期126-132,共7页
Various efficient generalized sphere decoding (GSD) algorithms have been proposed to approach optimal ML performance for underdetermined linear systems, by transforming the original problem into the full-column-rank o... Various efficient generalized sphere decoding (GSD) algorithms have been proposed to approach optimal ML performance for underdetermined linear systems, by transforming the original problem into the full-column-rank one so that standard SD can be fully applied. However, their design parameters are heuristically set based on observation or the possibility of an ill-conditioned transformed matrix can affect their searching efficiency. This paper presents a better transformation to alleviate the ill-conditioned structure and provides a systematic approach to select design parameters for various GSD algorithms in order to high efficiency. Simulation results on the searching performance confirm that the proposed techniques can provide significant improvement. 展开更多
关键词 sphere decoding (sd) Generalized sphere decoding (Gsd) MAXIMUM-LIKELIHOOD (ML) Integer Least-Square (ILS) MIMO λ-Gsd Multi-User Detection (MUD) CDMA MC-CDMA
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Reduced K-best sphere decoding algorithm based on minimum route distance and noise variance
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作者 Xinyu Mao Jianjun Wu Haige Xiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第1期10-16,共7页
This paper focuses on reducing the complexity of K-best sphere decoding (SD) algorithm for the detection of uncoded multi-ple input multiple output (MIMO) systems. The proposed algorithm utilizes the threshold-pru... This paper focuses on reducing the complexity of K-best sphere decoding (SD) algorithm for the detection of uncoded multi-ple input multiple output (MIMO) systems. The proposed algorithm utilizes the threshold-pruning method to cut nodes with partial Euclidean distances (PEDs) larger than the threshold. Both the known noise value and the unknown noise value are considered to generate the threshold, which is the sum of the two values. The known noise value is the smal est PED of signals in the detected layers. The unknown noise value is generated by the noise power, the quality of service (QoS) and the signal-to-noise ratio (SNR) bound. Simulation results show that by considering both two noise values, the proposed algorithm makes an efficient reduction while the performance drops little. 展开更多
关键词 chi-square distribution (Csd) K-best sphere decoding(sd multiple input multiple output (MIMO) systems.
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Dynamic K-Best Sphere Decoding Algorithms for MIMO Detection
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作者 Chengzhe Piao Yang Liu +1 位作者 Kaihua Jiang Xinyu Mao 《Communications and Network》 2013年第3期103-107,共5页
Multiple Input Multiple Output (MIMO) technology is of great significance in high data rate wireless communication. The K-Best Sphere Decoding (K-Best SD) algorithm was proposed as a powerful method for MIMO detection... Multiple Input Multiple Output (MIMO) technology is of great significance in high data rate wireless communication. The K-Best Sphere Decoding (K-Best SD) algorithm was proposed as a powerful method for MIMO detection that can approach near-optimal performance. However, some extra computational complexity is contained in K-Best SD. In this paper, we propose an improved K-Best SD to reduce the complexity of conventional K-Best SD by assigning K for each level dynamically following some rules. Simulation proves that the performance degradation of the improved K-Best SD is very little and the complexity is significantly reduced. 展开更多
关键词 MULTIPLE INPUT MULTIPLE Output (MIMO) Detection K-Best sphere decoding (K-Best sd)
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Pipeline structure Schnorr-Euchner Sphere Decoding Algorithm
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作者 Xinyu Mao Jianjun Wu Haige Xiang 《Communications and Network》 2013年第3期108-112,共5页
We propose a pipeline structure for Schnorr-Euchner sphere decoding algorithm in this article. It divides the search tree of the original algorithm into blocks and executes the search from block to block. When one blo... We propose a pipeline structure for Schnorr-Euchner sphere decoding algorithm in this article. It divides the search tree of the original algorithm into blocks and executes the search from block to block. When one block search of a signal is over, the part in the pipeline structure that processes this block search can load another signal and search. Several signals can be processed at the same time in one pipeline. Blocks are arranged to lower the whole complexity in the way that the previously search blocks are the blocks those have more probability to generate the final solution. Simulation experiment results show the average process delay can drop to the range from 48.77% to 60.18% in a 4-by-4 antenna system with 16QAM modulation, or from 30.31% to 61.59% in a 4-by-4 antenna system with 64QAM modulation. 展开更多
关键词 MULTIPLE-INPUT Multiple-Output SYSTEM Schnorr-Euchner sphere decoding PIPELINE STRUCTURE
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Improved List Sphere Decoder for Multiple Antenna Systems 被引量:1
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作者 宫丰奎 葛建华 李兵兵 《Journal of Southwest Jiaotong University(English Edition)》 2008年第1期1-9,共9页
An improved list sphere decoder (ILSD) is proposed based on the conventional list sphere decoder (LSD) and the reduced- complexity maximum likelihood sphere-decoding algorithm. Unlike the conventional LSD with fix... An improved list sphere decoder (ILSD) is proposed based on the conventional list sphere decoder (LSD) and the reduced- complexity maximum likelihood sphere-decoding algorithm. Unlike the conventional LSD with fixed initial radius, the ILSD adopts an adaptive radius to accelerate the list cdnstruction. Characterized by low-complexity and radius-insensitivity, the proposed algorithm makes iterative joint detection and decoding more realizable in multiple-antenna systems. Simulation results show that computational savings of ILSD over LSD are more apparent with more transmit antennas or larger constellations, and with no performance degradation. Because the complexity of the ILSD algorithm almost keeps invariant with the increasing of initial radius, the BER performance can be improved by selecting a sufficiently large radius. 展开更多
关键词 Iterative joint detection and decoding List sphere decoding (Lsd) Maximum likelihood (ML) Soft in soft out (SISO) Multiple input multiple output (MIMO)
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AN IMPROVED MARKOV CHAIN MONTE CARLO METHOD FOR MIMO ITERATIVE DETECTION AND DECODING
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作者 Han Xiang Wei Jibo 《Journal of Electronics(China)》 2008年第3期305-310,共6页
Recently, a new soft-in soft-out detection algorithm based on the Markov Chain Monte Carlo (MCMC) simulation technique for Multiple-Input Multiple-Output (MIMO) systems is proposed, which is shown to perform significa... Recently, a new soft-in soft-out detection algorithm based on the Markov Chain Monte Carlo (MCMC) simulation technique for Multiple-Input Multiple-Output (MIMO) systems is proposed, which is shown to perform significantly better than their sphere decoding counterparts with relatively low complexity. However, the MCMC simulator is likely to get trapped in a fixed state when the channel SNR is high, thus lots of repetitive samples are observed and the accuracy of A Posteriori Probability (APP) estimation deteriorates. To solve this problem, an improved version of MCMC simulator, named forced-dispersed MCMC algorithm is proposed. Based on the a posteriori variance of each bit, the Gibbs sampler is monitored. Once the trapped state is detected, the sample is dispersed intentionally according to the a posteriori variance. Extensive simulation shows that, compared with the existing solution, the proposed algorithm enables the markov chain to travel more states, which ensures a near-optimal performance. 展开更多
关键词 List sphere decoding (Lsd) Gibbs sampler Markov Chain Monte Carlo (MCMC)
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多维映射BICM-ID系统的简化MD-LSD解映射算法 被引量:1
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作者 宫丰奎 葛建华 王勇 《通信学报》 EI CSCD 北大核心 2008年第2期111-115,共5页
将二维映射下的软输入软输出解映射MAX-LOG-MAP算法扩展到多维映射比特交织编码调制及迭代译码(BICM-ID)系统,并首次结合多天线系统下的列表球形译码,提出一种简化MD-LSD(multi-dimensional list sphere decoding)算法。新算法大幅降低... 将二维映射下的软输入软输出解映射MAX-LOG-MAP算法扩展到多维映射比特交织编码调制及迭代译码(BICM-ID)系统,并首次结合多天线系统下的列表球形译码,提出一种简化MD-LSD(multi-dimensional list sphere decoding)算法。新算法大幅降低了多维解映射的计算复杂度。仿真结果表明,列表长度满足一定范围时,采用简化MD-LSD算法解映射算法的性能损失可以忽略。 展开更多
关键词 BICM-ID 多维映射 软输入软输出解映射 多维列表球形译码
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MIMO-OFDM系统的SAGE-ISD联合估计检测算法 被引量:1
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作者 高敬鹏 赵旦峰 +1 位作者 黄湘松 钱晋希 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2013年第10期4094-4100,共7页
针对采用最小均方误差估计MIMO-OFDM系统信道时计算复杂度高,以及采用期望最大化算法存在收敛速度慢等缺陷,提出一种新的联合估计检测算法,将线性最小均方误差信道估计、广义空间迭代期望最大化算法和改进球形译码检测算法相结合进行联... 针对采用最小均方误差估计MIMO-OFDM系统信道时计算复杂度高,以及采用期望最大化算法存在收敛速度慢等缺陷,提出一种新的联合估计检测算法,将线性最小均方误差信道估计、广义空间迭代期望最大化算法和改进球形译码检测算法相结合进行联合估计检测,采用线性最小均方误差信道估计对信道进行信道初估计,并利用联合迭代技术结合广义空间迭代期望最大化算法及改进球形译码检测算法进行信道估计校正和信号检测,从而提高系统的可靠性。理论研究和仿真结果表明:在相同误比特率下,算法性能优于传统的检测算法,其与理想信道估计下的最大似然检测算法仅平均相差0.5 dB。该算法在较少的迭代次数下,可获得较理想的信道估计和检测结果,并以较低系统复杂度的代价,逼近理想信道估计下的最大似然检测算法。 展开更多
关键词 MIMO-OFDM 联合估计检测 广义空间迭代期望最大化算法 改进球形译码算法 信道估计
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基于并行球形译码算法的PMSM多步预测控制
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作者 刘涛 娄瀚文 +1 位作者 李跃华 李博 《组合机床与自动化加工技术》 北大核心 2025年第4期102-106,共5页
模型预测控制在近几十年成为永磁同步电机控制领域的研究热点,其中多步预测算法相比传统的单步预测算法,具有更优的动稳态性能。但其寻优过程复杂且计算量大,限制了其在电机驱动领域的应用。为此,针对永磁同步电机驱动系统进行研究,提... 模型预测控制在近几十年成为永磁同步电机控制领域的研究热点,其中多步预测算法相比传统的单步预测算法,具有更优的动稳态性能。但其寻优过程复杂且计算量大,限制了其在电机驱动领域的应用。为此,针对永磁同步电机驱动系统进行研究,提出了一种基于并行球形译码算法的多步预测控制策略。相比于传统的多步预测,所提控制策略将多步预测过程转化为最小二乘问题,采用并行球形译码寻优策略实现多个分支同时探索。在此基础上,设计了基于FPGA的并行计算方法,有效优化了寻优效率。实验结果表明,所提策略大大减少了多步预测算法的计算时间,进而实现更高的预测步数,有效降低了永磁同步电机的电流谐波失真与转矩脉动。 展开更多
关键词 永磁同步电机 多步预测控制 并行球形译码算法 并行计算
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空间调制系统中优化的SD检测算法
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作者 赵冠男 范兆毅 +1 位作者 杨晓晖 杨若琳 《辽宁师范大学学报(自然科学版)》 CAS 2023年第3期326-330,共5页
空间调制系统(Spatial Modulation,SM)中的球形译码(Sphere Decoding,SD)检测算法不同于最大似然(Maximum Likelihood,ML)检测算法的搜索方式,SD算法采用深度搜索方式,在降低计算复杂度的同时使检测性能尽可能的接近ML算法.通过分析SD... 空间调制系统(Spatial Modulation,SM)中的球形译码(Sphere Decoding,SD)检测算法不同于最大似然(Maximum Likelihood,ML)检测算法的搜索方式,SD算法采用深度搜索方式,在降低计算复杂度的同时使检测性能尽可能的接近ML算法.通过分析SD检测算法可知,信道增益矩阵直接影响接收信号及信号检测过程.利用这一特点,本文提出了hrSD算法.该算法根据信道增益矩阵来改变传统SD算法的搜索结构,进而可以更快速的找到完整的搜索路径;此外,为了降低算法的计算复杂度,给出了简化的hrSD(s)算法.通过仿真结果与分析可知,在计算复杂度相同的情况下,hrSD(s)算法的检测性能更优. 展开更多
关键词 无线通信 空间调制 信号检测 球形译码
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一种新的QR-SIC-MSD联合MIMO信号检测算法 被引量:5
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作者 赵飞 王炎 《数据采集与处理》 CSCD 北大核心 2010年第4期500-504,共5页
针对MIMO信号检测中球形译码(Sphere decoding,SD)算法在低信噪比时接近最大似然(Maximum likelihood,ML)算法复杂度的缺点,提出了一种基于QR分解的串行干扰抵消(Successive interference cancellation,SIC)和修改的球形译码(Modified s... 针对MIMO信号检测中球形译码(Sphere decoding,SD)算法在低信噪比时接近最大似然(Maximum likelihood,ML)算法复杂度的缺点,提出了一种基于QR分解的串行干扰抵消(Successive interference cancellation,SIC)和修改的球形译码(Modified sphere decoding,MSD)联合MIMO信号检测算法,称之为QR-SIC-MSD算法。该算法在低信噪比时采用SIC算法,在高信噪比时,采用MSD算法,根据噪声方差仅选择一次初始搜索半径,若搜索失败则用SIC解代替。通过SIC算法与MSD算法的结合,大大地降低了球形译码算法的复杂性,同时保证了在中高信噪比时逼近ML算法性能,在低信噪比时接近ML算法性能。文中同时给出了完整的算法流程图及计算机仿真结果。 展开更多
关键词 QR分解 串行干扰抵消 MIMO信号检测 球形译码 QR—SIC—Msd算法
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Received value flipping based sphere decoding algorithm for polar codes
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作者 Rui Wang Haiqiang Chen +4 位作者 Yan Chen Yuanbo Liu Xiangcheng Li Youming Sun Qingnian Li 《Intelligent and Converged Networks》 2024年第4期370-379,共10页
Polar codes are considered as one of the most competitive channel coding schemes for the future wireless communication system.To improve the performance of polar codes with short code-length for control channels,a sph... Polar codes are considered as one of the most competitive channel coding schemes for the future wireless communication system.To improve the performance of polar codes with short code-length for control channels,a sphere decoding algorithm based on received value flipping is proposed in this paper.When a codeword fails the cyclic redundancy check,the algorithm flips the received value with low reliability and forms a new received sequence.Then,this new sequence is sent to the decoder for another decoding attempt.In addition,we also compare the performance of different flipping sets and evaluate the influence of the associated flipping set sizes.Simulation results show that,the proposed algorithm can achieve performance improvement over additive white Gaussian noise channel with acceptable complexity.For the(64,16)polar code,the proposed algorithm can achieve about 0.23 dB 10-3performance gain at frame error rate=,compared to the conventional sphere decoding algorithm.Finally,we also verify the applicability of the proposed algorithm over Rayleigh fading channel and observe similar results. 展开更多
关键词 polar codes sphere decoding bit flipping row weight polarization weight
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A NEW COMPLEX SPHERE DETECTOR WITH SE ENUMERATION 被引量:1
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作者 Yao Heng Jian Haifang Shi Yin 《Journal of Electronics(China)》 2012年第3期190-196,共7页
Multiple-Input Multiple-Output (MIMO) techniques are promising in wireless communication systems for its high spectral efficiency. Sphere Detector (SD) is favoured in MIMO detection to achieve Maximum-Likelihood (ML) ... Multiple-Input Multiple-Output (MIMO) techniques are promising in wireless communication systems for its high spectral efficiency. Sphere Detector (SD) is favoured in MIMO detection to achieve Maximum-Likelihood (ML) performance. In this paper, we proposed a new SD method for MIMO-Orthogonal Frequency Division Multiplexing (OFDM) systems based on IEEE802.11n, which uses Singular Value Decomposition (SVD) in complex domain to reduce the computation complexity. Furthermore, a new Schnorr-Euchner (SE) enumeration algorithm is also discussed in detail. The computer simulation result shows that the computational complexity and the number of visited nodes can be reduced significantly compared with conventional SD detectors with the same Bit Error Rate (BER) performance. 展开更多
关键词 Multiple-Input Multiple-Output (MIMO) Singular Value Decomposition (SVD) sphere Detector (sd) Complex sd Schnorr-Euchner (SE) enumeration
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A Simple Method for the Preparation of ZnO Prickly Spheres
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作者 DaZhiLI XinYuSONG SiXiuSUN JinXinGUO 《Chinese Chemical Letters》 SCIE CAS CSCD 2004年第6期733-736,共4页
The synthesis of ZnO prickly spheres using precipitation followed by heating treatment was investigated. Zn(OH)2 precursor was prepared by precipitation process using Zn(CH3COO)2-2H2O in mixed 1-propanol-water solvent... The synthesis of ZnO prickly spheres using precipitation followed by heating treatment was investigated. Zn(OH)2 precursor was prepared by precipitation process using Zn(CH3COO)2-2H2O in mixed 1-propanol-water solvent. Sodium dodecyl sulfate (SDS) as the anionic surfactant was added to control the morphology. The size and structure of ZnO prickly spheres were studied using XRD, TEM and SEM. The results showed that the morphologies and size of the spheres strongly depended on the volume ratio of 1-propanol /water and molar ratio of SDS/Zn2+. ZnO prickly spheres composed of nanorods could be obtained, when the volume ratio of 1-propanol/water = 2:3 and the molar ratio of Zn2/SDS= 450:1. 展开更多
关键词 ZNO prickly sphere precipitation-heat treatment sdS.
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Multiple symbol differential detection based on sphere decoding for unitary space-time modulation 被引量:1
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作者 LI Ying WEI JiBo +1 位作者 WANG Xin YU Quan 《Science in China(Series F)》 2009年第1期126-137,共12页
Recently, a multiple symbol differential (MSD) sphere decoding (SD) algorithm for unitary spacetime modulation over quasi-static channel has been proved to achieve the performance of maximumlikelihood (ML) detec... Recently, a multiple symbol differential (MSD) sphere decoding (SD) algorithm for unitary spacetime modulation over quasi-static channel has been proved to achieve the performance of maximumlikelihood (ML) detection with relatively low complexity. However, an error floor occurs if the algorithm is applied over rapid-fading channels. Based on the assumption of continuous fading, a multiple symbol differential automatic sphere decoding (MSDASD) algorithm is developed by incorporating a recursive form of an ML metric into automatic SD (ASD) algorithm. Furthermore, two algorithms, termed as MSD approximate ASD (MSDAASD) and MSD pruning ASD (MSDPASD), are proposed to reduce computational complexity and the number of comparisons, respectively. Compared with the existing typical algorithms, i.e., multiple symbol differential feedback detection (MS-DFD) and noncoherent sequence detection (NSD), the performance of the proposed algorithms is much superior to that of MS-DFD and a little inferior to that of NSD, while the complexity is lower than that of MS-DFD in most cases and significantly lower than that of NSD. 展开更多
关键词 differential unitary space-time modulation multiple symbol differential detection (MsdD) sphere decoding (sd
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面向大规模MIMO的分块空间调制技术研究 被引量:1
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作者 杨晶 刘云 +2 位作者 吴霆 梁奕念 呼增 《通信技术》 2024年第1期7-12,共6页
广义空间调制(Generalized Spatial Modulation,GSM)是一种基于多输入多输出(Multiple-Input Multiple-Output,MIMO)系统的高效的数字调制技术,在传统调制符号之外同时通过激活天线模式组合发送信息比特。针对大规模MIMO系统中发送天线... 广义空间调制(Generalized Spatial Modulation,GSM)是一种基于多输入多输出(Multiple-Input Multiple-Output,MIMO)系统的高效的数字调制技术,在传统调制符号之外同时通过激活天线模式组合发送信息比特。针对大规模MIMO系统中发送天线数量过多导致的激活天线模式组合的数量过多的问题,提出了一种分块空间调制算法,将每个发送天线子块的激活模式组合构成完整的激活天线模式组合,可有效降低大规模MIMO系统中发送端的调制复杂度。在接收端使用球形译码方法实现逐个子块的天线激活模式组合的解调,可以大幅降低接收端的计算复杂度。仿真分析表明,提出的球形译码算法可以在大幅降低计算复杂度的情况下,实现接近最大似然(Maximum Likelihood,ML)接收机算法的误比特率(Bit Error Rate,BER)性能,且可实现接收端检测性能和计算复杂度之间的最佳折衷。 展开更多
关键词 广义空间调制 大规模MIMO 球形译码 联合序号调制 QR分解
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基于循环冗余校验的极化码低复杂度球形译码算法
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作者 马成翀 穆航 马征 《重庆邮电大学学报(自然科学版)》 CSCD 北大核心 2024年第5期888-895,共8页
球形译码是实现极化码最大似然译码性能的有效算法。针对球形译码算法复杂度高的问题,提出了一种基于循环冗余校验固定部分比特降低极化码球形译码算法复杂度的方案。通过使用循环冗余校验码校验固定球形译码译码顺序中位置靠前的根节点... 球形译码是实现极化码最大似然译码性能的有效算法。针对球形译码算法复杂度高的问题,提出了一种基于循环冗余校验固定部分比特降低极化码球形译码算法复杂度的方案。通过使用循环冗余校验码校验固定球形译码译码顺序中位置靠前的根节点,大量减少总的搜索节点,降低算法的复杂度;通过对提出算法的复杂度进行理论推导分析,获得了复杂度降低的解析式,以及编码信息位长度、固定比特长度对降低复杂度影响的关系。仿真验证表明,提出算法可以在大幅度降低球形译码算法复杂度的同时保证较好的性能。 展开更多
关键词 球形译码 极化码 循环冗余校验码
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基于信道短化和圆球译码的水声通信迭代序列检测
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作者 瞿逢重 方浩 +3 位作者 涂星滨 魏艳 章旻昊 杨劭坚 《哈尔滨工程大学学报(英文版)》 CSCD 2024年第1期238-246,共9页
The demand for high-data-rate underwater acoustic communications(UACs)in marine development is increasing;however,severe multipaths make demodulation a challenge.The decision feedback equalizer(DFE)is one of the most ... The demand for high-data-rate underwater acoustic communications(UACs)in marine development is increasing;however,severe multipaths make demodulation a challenge.The decision feedback equalizer(DFE)is one of the most popular equalizers in UAC;however,it is not the optimal algorithm.Although maximum likelihood sequence estimation(MLSE)is the optimal algorithm,its complexity increases exponentially with the number of channel taps,making it challenging to apply to UAC.Therefore,this paper proposes a complexity-reduced MLSE to improve the bit error rate(BER)performance in multipath channels.In the proposed algorithm,the original channel is first shortened using a channel-shortening method,and several dominant channel taps are selected for MLSE.Subsequently,sphere decoding(SD)is performed in the following MLSE.Iterations are applied to eliminate inter-symbol interference caused by weak channel taps.The simulation and sea experiment demonstrate the superiority of the proposed algorithm.The simulation results show that channel shortening combined with SD can drastically reduce computational complexity,and iterative SD performs better than DFE based on recursive least squares(RLS-DFE),DFE based on improved proportionate normalized least mean squares(IPNLMS-DFE),and channel estimation-based DFE(CE-DFE).Moreover,the sea experimental results at Zhairuoshan Island in Zhoushan show that the proposed receiver scheme has improved BER performance over RLSDFE,IPNLMS-DFE,and CE-DFE.Compared with the RLS-DFE,the BER,after five iterations,is reduced from 0.0076 to 0.0037 in the 8–12 k Hz band and from 0.1516 to 0.1145 in the 13–17 k Hz band at a distance of 2000 m.Thus,the proposed algorithm makes it possible to apply MLSE in UAC in practical scenarios. 展开更多
关键词 Underwater acoustic communications(UACs) Maximum likelihood sequence estimation(MLSE) Channel shortening sphere decoding(sd) Iterative detection
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Complexity study of sphere decoding in multi-antenna systems 被引量:1
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作者 QIAN Rong-rong QI Yuan +1 位作者 PENG Zao WANG Wen-bo 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2010年第3期1-5,共5页
In this article a bridge between the expected complexity and performance of sphere decoding (SD) is built. The expected complexity of SD for infinite lattices is then investigated, which naturally is the upper-bound... In this article a bridge between the expected complexity and performance of sphere decoding (SD) is built. The expected complexity of SD for infinite lattices is then investigated, which naturally is the upper-bound of those for all the finite lattices if given by the same channel matrix and signal noise ratio (SNR). Such expected complexity is an important characterization of SD in multi-antenna systems, because no matter what modulation scheme is used in practice (generally it has finite constellation size) this upper-bound holds. Above bridge also leads to a new method of determining the radius for SD. The numerical results show both the real value and upper-bound of average searched number of candidates in SD for 16-QAM modulated system using the proposed sphere radius determining method. Most important of all new understandings of expected complexity of SD are given based on above mentioned theoretic analysis and numerical results. 展开更多
关键词 MIMO sphere decoding expected complexity
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Combined simplified maximum likelihood and sphere decoding algorithm for MIMO system
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作者 ZHANG Lei YUAN Ting-ting ZHANG Xin YANG Da-cheng 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2008年第2期56-59,81,共5页
In this article, a new system model for sphere decoding (SD) algorithm is introduced. For the 2 × 2 multipleinput multiple-out (MIMO) system, a simplified maximum likelihood (SML) decoding algorithm is prop... In this article, a new system model for sphere decoding (SD) algorithm is introduced. For the 2 × 2 multipleinput multiple-out (MIMO) system, a simplified maximum likelihood (SML) decoding algorithm is proposed based on the new model. The SML algorithm achieves optimal maximum likelihood (ML) performance, and drastically reduces the complexity as compared to the conventional SD algorithm. The improved algorithm is presented by combining the sphere decoding algorithm based on Schnorr-Euchner strategy (SE-SD) with the SML algorithm when the number of transmit antennas exceeds 2. Compared to conventional SD, the proposed algorithm has low complexity especially at low signal to noise ratio (SNR). It is shown by simulation that the proposed algorithm has performance very close to conventional SD. 展开更多
关键词 maximum likelihood decoding sphere decoding MIMO COMPLEXITY
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