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Joint Multi-User Detection with Weighting Factors for Unsourced Multiple Access
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作者 Yu Liu Kai Niu Yuanjie Li 《Journal of Computer and Communications》 2023年第9期121-131,共11页
Multi-user detection techniques are currently being studied as highly promising technologies for improving the performance of unsourced multiple access systems. In this paper, we propose joint multi-user detection sch... Multi-user detection techniques are currently being studied as highly promising technologies for improving the performance of unsourced multiple access systems. In this paper, we propose joint multi-user detection schemes with weighting factors for unsourced multiple access. First, we introduce bidirectional weighting factors in the extrinsic information passing process between the multi-user detector based on belief propagation (BP) and the LDPC decoder. Second, we incorporate bidirectional weighting factors in the message passing process between the MAC nodes and the user variable nodes in BP- based multi-user detector. The proposed schemes select the optimal weighting factors through simulations. The simulation results demonstrate that the proposed schemes exhibit significant performance improvements in terms of block error rate (BLER) compared to traditional schemes. . 展开更多
关键词 COMMUNICATION Sparse IDMA multi-user detection Belief Propagation
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Complex field network-coded cooperation based on multi-user detection in wireless networks 被引量:2
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作者 Jing Wang Xiangyang Liu +1 位作者 Kaikai Chi Xiangmo Zhao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第2期215-221,共7页
Cooperative communication can achieve spatial diversity gains,and consequently combats signal fading due to multipath propagation in wireless networks powerfully.A novel complex field network-coded cooperation(CFNCC... Cooperative communication can achieve spatial diversity gains,and consequently combats signal fading due to multipath propagation in wireless networks powerfully.A novel complex field network-coded cooperation(CFNCC) scheme based on multi-user detection for the multiple unicast transmission is proposed.Theoretic analysis and simulation results demonstrate that,compared with the conventional cooperation(CC) scheme and network-coded cooperation(NCC) scheme,CFNCC would obtain higher network throughput and consumes less time slots.Moreover,a further investigation is made for the symbol error probability(SEP) performance of CFNCC scheme,and SEPs of CFNCC scheme are compared with those of NCC scheme in various scenarios for different signal to noise ratio(SNR) values. 展开更多
关键词 network coding complex field wireless network cooperative communication multi-user detection
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Wavelet Packet Domain LMS Based Multi-User Detection 被引量:1
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作者 刘鹏 安建平 《Journal of Beijing Institute of Technology》 EI CAS 2008年第4期484-488,共5页
An improved wavelet packet domain least mean square (IWPD-LMS) based adaptive muhiuser detection algorithm is proposed. The algorithm employs the wavelet packet transform to rewhiten the input data, and chooses the ... An improved wavelet packet domain least mean square (IWPD-LMS) based adaptive muhiuser detection algorithm is proposed. The algorithm employs the wavelet packet transform to rewhiten the input data, and chooses the best wavelet packet basis according to a novel convergence contribution function rather than the conventional Shannon entropy. The theoretic analyses show that the inadequacy of the eigenvalue spread of the tap-input correlation matrix is ameliorated, thus the convergence performance is improved greatly. The simulation result of convergence performance and bit error rate(BER) performance as a function of the signal power to noise power ratio(SNR) are presented finally to prove the validity of the proposed algorithm. 展开更多
关键词 multi-user detection least mean square (LMS) wavelet packet wavelet packet basis
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RLS and LMS blind adaptive multi-user detection method and comparison in acoustic communication 被引量:7
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作者 WANG Zhongqiu WANG Hongru MENG Qingming 《Instrumentation》 2015年第2期47-54,共8页
RLS and LMS blind adaptive multi-user detection algorithm and multi-user detector was proposed to solve the problem of multi-user signal detection problem encountered in underwater acoustic communication networks.In s... RLS and LMS blind adaptive multi-user detection algorithm and multi-user detector was proposed to solve the problem of multi-user signal detection problem encountered in underwater acoustic communication networks.In simulation analysis,RLS and the LMS blind adaptive multi-user detector were designed and tested for synchronous and asynchronous multi-user communication process.The results of SIR comparison and MMSE comparison show that,both of the two methods can realize blind adaptive detection when any user change in multi-user communication,during this process,the training communication sequences are not needed.The RLS algorithm has about 5 dB higher in SIR compared with LMS algorithm,and the convergence velocity of RLS algorithm is also higher than LMS algorithm when the communication users change.RLS algorithm has better ability in multi-user detection than that of LMS algorithm,and it has great attraction and guiding significance for solving the problem of multiple access interference(MAI) in multi-user communication. 展开更多
关键词 RECURSIVE least SQUARES least mean square METHOD multi-user detection blind adaptive acoustic COMMUN
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Study of multi-rate multi-user detection based on supervision decision
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作者 杨涛 谢剑英 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期413-418,共6页
Multi-user detection (MUD) based on multirate transmission in code division multiple access (CDMA) system is discussed. Under the requirement of signal interference ratio (SIR) detection at base station and framework ... Multi-user detection (MUD) based on multirate transmission in code division multiple access (CDMA) system is discussed. Under the requirement of signal interference ratio (SIR) detection at base station and framework with parallel interference cancellation, a supervision decision algorithm based on pre-decision of probabilistic data association (PDA) and hard decision is proposed. The detection performance is analyzed and simulation is implemented to show that the supervision decision algorithm improves the detection performance effectively. 展开更多
关键词 CDMA MULTI-RATE multi-user detection supervision decision.
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A New Approach to Multi-user Detection in DS-CDMA
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作者 Tu Zhenyu 涂震宇 《High Technology Letters》 EI CAS 2001年第1期27-30,共4页
A graph model is constructed for the Multi-user Detection of DS-CDMA system. Based on it, a Hopfield-like algorithm is put forward for the implementation of optimum receiver. Compared with the Hopfield approach, it ha... A graph model is constructed for the Multi-user Detection of DS-CDMA system. Based on it, a Hopfield-like algorithm is put forward for the implementation of optimum receiver. Compared with the Hopfield approach, it has a higher computational complexity but better performance. 展开更多
关键词 DS-CDMA multi-user detection Optimum receiver Hopfield neural networks Minimum Cut (MC).
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Joint Channel and Multi-User Detection Empowered with Machine Learning
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作者 Mohammad Sh.Daoud Areej Fatima +6 位作者 Waseem Ahmad Khan Muhammad Adnan Khan Sagheer Abbas Baha Ihnaini Munir Ahmad Muhammad Sheraz Javeid Shabib Aftab 《Computers, Materials & Continua》 SCIE EI 2022年第1期109-121,共13页
The numbers of multimedia applications and their users increase with each passing day.Different multi-carrier systems have been developed along with varying techniques of space-time coding to address the demand of the... The numbers of multimedia applications and their users increase with each passing day.Different multi-carrier systems have been developed along with varying techniques of space-time coding to address the demand of the future generation of network systems.In this article,a fuzzy logic empowered adaptive backpropagation neural network(FLeABPNN)algorithm is proposed for joint channel and multi-user detection(CMD).FLeABPNN has two stages.The first stage estimates the channel parameters,and the second performsmulti-user detection.The proposed approach capitalizes on a neuro-fuzzy hybrid systemthat combines the competencies of both fuzzy logic and neural networks.This study analyzes the results of using FLeABPNN based on a multiple-input andmultiple-output(MIMO)receiver with conventional partial oppositemutant particle swarmoptimization(POMPSO),total-OMPSO(TOMPSO),fuzzy logic empowered POMPSO(FL-POMPSO),and FL-TOMPSO-based MIMO receivers.The FLeABPNN-based receiver renders better results than other techniques in terms of minimum mean square error,minimum mean channel error,and bit error rate. 展开更多
关键词 Channel and multi-user detection minimum mean square error multiple-input and multiple-output minimum mean channel error bit error rate
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Dynamic multi-user detection scheme based on CVA-SSAOMP algorithm in uplink grant-free NOMA
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作者 徐磊 Tao Shangjin +3 位作者 Bai Shichao Zhang Jian Fang Hongyu Li Xiaohui 《High Technology Letters》 EI CAS 2021年第1期10-16,共7页
In the uplink grant-free non-orthogonal multiple access(NOMA)scenario,since the active user at the sender has a structured sparsity transmission characteristic,the compressive sensing recovery algorithm is initially a... In the uplink grant-free non-orthogonal multiple access(NOMA)scenario,since the active user at the sender has a structured sparsity transmission characteristic,the compressive sensing recovery algorithm is initially applied to the joint detection of the active user and the transmitted data.However,the existing compressed sensing recovery algorithms with unknown sparsity often require noise power or signal-to-noise ratio(SNR)as the priori conditions,which greatly reduces the algorithm adaptability in multi-user detection.Therefore,an algorithm based on cross validation aided structured sparsity adaptive orthogonal matching pursuit(CVA-SSAOMP)is proposed to realize multi-user detection in dynamic change communication scenario of channel state information(CSI).The proposed algorithm transforms the structured sparsity model into a block sparse model,and without the priori conditions above,the cross validation method in the field of statistics and machine learning is used to adaptively estimate the sparsity of active user through the residual update of cross validation.The simulation results show that,compared with the traditional orthogonal matching pursuit(OMP)algorithm,subspace pursuit(SP)algorithm and cross validation aided block sparsity adaptive subspace pursuit(CVA-BSASP)algorithm,the proposed algorithm can effectively improve the accurate estimation of the sparsity of active user and the performance of system bit error ratio(BER),and has the advantage of low-complexity. 展开更多
关键词 non-orthogonal multiple access(NOMA) multi-user detection cross validation structured sparsity(SP) orthogonal matching pursuit(OMP)
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Quantum Multi-User Detection Based on Coherent State Signals
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作者 Wenbin Yu Yinsong Xu +2 位作者 Wenjie Liu Alex Xiangyang Liu Baoyu Zheng 《Journal of Quantum Computing》 2019年第2期81-88,共8页
Multi-user detection is one of the important technical problems for moderncommunications. In the field of quantum communication, the multi-access channel onwhich we apply the technology of quantum information processi... Multi-user detection is one of the important technical problems for moderncommunications. In the field of quantum communication, the multi-access channel onwhich we apply the technology of quantum information processing is still an openquestion. In this work, we investigate the multi-user detection problem based on thebinary coherent-state signals whose communication way is supposed to be seen as aquantum channel. A binary phase shift keying model of this multi-access channel isstudied and a novel method of quantum detection proposed according to the conclusionof the quantum measurement theory. As a result, the average interference betweendeferent users is presented and the average error probability of the quantum detection isderived theoretically. Finally, we show the maximum channel capacity of this effectivedetection for a two-access quantum channel. 展开更多
关键词 multi-user detection multi-access channels quantum communication quantum information processing
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ROLS-AWS algorithm used in RBF neural network for multi-user detection
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作者 王永建 赵洪林 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2008年第4期553-557,共5页
To improve the computational speed,the ROLS-AWS algorithm was employed in the RBF based MUD receiver.The radial basis function was introduced into the multi-user detection(MUD)firstly.Then a three-layer neural network... To improve the computational speed,the ROLS-AWS algorithm was employed in the RBF based MUD receiver.The radial basis function was introduced into the multi-user detection(MUD)firstly.Then a three-layer neural network demodulation spread-spectrum signal model in the synchronous Gauss channel was given and the multi-user detection receiver was analyzed intensively.Simulations by computer illustrate that the proposed RBF based MUD receiver employing the ROLS-AWS algorithm is better than conventional detectors and common BP neural network based MUD receivers on suppressing multiple access interference and near-far resistance. 展开更多
关键词 移动通信 通信技术 检测方法 神经网络
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A Turbo Decoder Included in a Multi-User Detector: A Solution to be Retained
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作者 Sylvie Kerouédan Makram Touzri +1 位作者 Patrick Adde Samir Saoudi 《International Journal of Communications, Network and System Sciences》 2010年第10期826-834,共9页
This paper deals with the presentation of different multi-user detectors in the Universal Mobile Telecommunications System (UMTS) context. The challenge is always to optimize the compromise between performance and com... This paper deals with the presentation of different multi-user detectors in the Universal Mobile Telecommunications System (UMTS) context. The challenge is always to optimize the compromise between performance and complexity. Compared with the solution commonly used today, the rake detector, successive interference cancellation (SIC) detector has better performance despite its higher complexity. Our innovative solution proposes joining detector and channel turbo decoder to get a significant gain in terms of performance. Furthermore, when detection and decoding are implemented in a single function, complexity does not increase much. 展开更多
关键词 CDMA Turbocode multi-user detection Turbo-CDMA
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Active User and Data Detection for Uplink Grant-free NOMA Systems 被引量:2
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作者 Donghong Cai Jinming Wen +3 位作者 Pingzhi Fan Yanqing Xu Lisu Yu 《China Communications》 SCIE CSCD 2020年第11期12-28,共17页
This paper proposes some low complexity algorithms for active user detection(AUD),channel estimation(CE)and multi-user detection(MUD)in uplink non-orthogonal multiple access(NOMA)systems,including single-carrier and m... This paper proposes some low complexity algorithms for active user detection(AUD),channel estimation(CE)and multi-user detection(MUD)in uplink non-orthogonal multiple access(NOMA)systems,including single-carrier and multi-carrier cases.In particular,we first propose a novel algorithm to estimate the active users and the channels for single-carrier based on complex alternating direction method of multipliers(ADMM),where fast decaying feature of non-zero components in sparse signal is considered.More importantly,the reliable estimated information is used for AUD,and the unreliable information will be further handled based on estimated symbol energy and total accurate or approximate number of active users.Then,the proposed algorithm for AUD in single-carrier model can be extended to multi-carrier case by exploiting the block sparse structure.Besides,we propose a low complexity MUD detection algorithm based on alternating minimization to estimate the active users’data,which avoids the Hessian matrix inverse.The convergence and the complexity of proposed algorithms are analyzed and discussed finally.Simulation results show that the proposed algorithms have better performance in terms of AUD,CE and MUD.Moreover,we can detect active users perfectly for multi-carrier NOMA system. 展开更多
关键词 non-orthogonal multiple access massive connection active user detection channel estimation multi-user detection and alternating direction method of multipliers
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FIXED-POINT BLIND ADAPTIVE MULTIUSER DETECTION ALGORITHM FOR IR UWB SYSTEMS IN MULTIPATH CHANNEL
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作者 Wang Feng Xu Chengqi 《Journal of Electronics(China)》 2010年第2期157-165,共9页
Using the hypothesis that data transmitted by different users are statistically independent of each other,this paper proposes a fixed-point blind adaptive multiuser detection algorithm for Time-Hopping (TH) Impulse Ra... Using the hypothesis that data transmitted by different users are statistically independent of each other,this paper proposes a fixed-point blind adaptive multiuser detection algorithm for Time-Hopping (TH) Impulse Radio (IR) Ultra Wide Band (UWB) systems in multipath channel,which is based on Independent Component Analysis (ICA) idea. The proposed algorithm employs maximizing negentropy criterion to separate the data packets of different users. Then the user characteristic se-quences are utilized to identify the data packet order of the desired user. This algorithm only needs the desired user’s characteristic sequence instead of channel information,power information and time-hoping code of any user. Due to using hypothesis of statistical independence among users,the proposed algorithm has the outstanding Bit Error Rate (BER) performance and the excellent ability of near-far resistance. Simulation results demonstrate that this algorithm has the performance close to that of Maximum-Likelihood (ML) algorithm and is a suboptimum blind adaptive multiuser detection algorithm of excellent near-far resistance and low complexity. 展开更多
关键词 Ultra Wide Band (UWB) MultiUser detection (mud) Bind adaptive FIXED-POINT Multipath channel
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MIMO Multi Carrier Interleave Division Multiple Access System with Multiuser Detection: Performance Results
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作者 Prabagarane Nagaradjane Sai N. Chandrasekaran Kuttathatti Srinivasan Vishvaksenan 《International Journal of Communications, Network and System Sciences》 2010年第4期413-417,共5页
This paper provides the performance analysis of multi input multi output (MIMO) Multi carrier (MC) interleaver based multiple-access system with multiuser detection. Interleave-division multiple access (IDMA) is a sch... This paper provides the performance analysis of multi input multi output (MIMO) Multi carrier (MC) interleaver based multiple-access system with multiuser detection. Interleave-division multiple access (IDMA) is a scheme in which users are separated by employing different interleavers instead of different signatures as in a conventional code-division multiple-access (CDMA) scheme. The basic principle of IDMA is that the interleaver is different for different users. Interleavers are generated independently and randomly. At the receiver, ZF, LLSE, VBLAST/ZF/MAP and VBLAST/LLSE/MAP detectors are employed. The performance of the system is analyzed for different channel conditions using extensive simulation runs based on Monte Carlo simulation trials. Simulation results divulge that VBLAST/LLSE/MAP detector results in significant performance amelioration compared to other detectors as applied to MC/IDMA system. 展开更多
关键词 CDMA Channel Capacity ITERATIVE DECODING multi-user detection
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An Efficient Noisy-ICA Based Approach to Multiuser Detection in IDMA Systems
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作者 Abdelkrim Hamza Salim Chitroub Gérard Salut 《International Journal of Communications, Network and System Sciences》 2010年第9期767-772,共6页
Interleaved Division Multiple Access (IDMA) is a new access scheme that has been proposed in the literature to increase the capacity of wireless channels. The performance of such systems depends on the accuracy of the... Interleaved Division Multiple Access (IDMA) is a new access scheme that has been proposed in the literature to increase the capacity of wireless channels. The performance of such systems depends on the accuracy of the channel state information at the receiver. In this paper, a Noisy-Independent Component Analysis (N-ICA) based IDMA receiver for multiple access communication channels is proposed. The N-ICA component is applied as a post processor. Unlike other IDMA receivers, the proposed scheme detects and separates the transmitted symbols without channel state information tracking. The performance of the proposed technique is presented in terms of raw bit error rate (BER) without channel coding for different signal to noise ratios (SNR). Simulation results demonstrate that N-ICA post processor provides an improvement in performance in terms of bit error rate (BER) in loaded systems. When the system is not loaded, the proposed post processor presents the same performance as conventional IDMA receiver with less iterations leading to a complexity reduction. 展开更多
关键词 IDMA ICA multi-user detection
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Low-complexity and fast convergent multiuser detections for impulse UWB systems
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作者 郑霖 Qiu Hongbing 《High Technology Letters》 EI CAS 2008年第2期141-146,共6页
To solve the problem that the conventional detections in DS-CDMA suffer from high complexity andpoor robustness for the time-hopping pulse signals,the received pulse signals were remodeled,and amultipath-free detectio... To solve the problem that the conventional detections in DS-CDMA suffer from high complexity andpoor robustness for the time-hopping pulse signals,the received pulse signals were remodeled,and amultipath-free detection scheme,which provides a simple approach to select samples of received signals,was introduced.By this scheme,the subsequent multiuser detection(MUD)would get rid of the mis-match due to the correlative muhipath signal in IR-UWB.In addition,a computationally efficient recur-sire least squares(RLS)type algorithm based on least mean fourth(LMF)criterion is derived to suppressmulti-access interference.The proposed multiuser detection algorithm performs well at low complexity,even in dense multipath environment. 展开更多
关键词 超宽频带 多用户探测 多路干涉 脉冲
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SUCCESSIVE BEAMFORMING,MULTIUSER DETECTION AND DIVERSITY RECEPTION FOR MULTICARRIER DS-CDMA SYSTEM WITH ANTENNA ARRAY
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作者 Yang Wei Chen Junshi +1 位作者 Tan Zhenhui Cheng Shixin 《Journal of Electronics(China)》 2007年第5期607-612,共6页
Code-Division Multiple-Access (CDMA) systems are interference limited,and therefore efficient interference management is necessary to enhance the performance of a CDMA system.In this paper,a successive beamforming (sp... Code-Division Multiple-Access (CDMA) systems are interference limited,and therefore efficient interference management is necessary to enhance the performance of a CDMA system.In this paper,a successive beamforming (spatial filtering),linear decorrelating MultiUser Detection (MUD, temporal filtering) and diversity reception structure for uplink multicarrier Direct Sequence CDMA (DS-CDMA) system with antenna array are proposed.By beamforming,the antenna array suppresses interference according to the distinct array signature.Subsequently,linear decorrelating MUD is ap- plied to separate the signals of different users and eliminate Multiple Access Interference (MAI).Finally, the decorrelated signals at different subcarriers that belong to the same user are combined to achieve frequency diversity.Simulation results show that the proposed structure offers significant Bit Error Rate (BER) performance improvement by successively exploiting the space-time-frequency processing. 展开更多
关键词 连续波形 多用户检测 天线 排列顺序
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NEW LSCM BLIND MULTIUSER DETECTION ALGORITHM FOR ANTENNA ARRAY CDMA SYSTEM
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作者 Fu Hongliang Feng Guangzeng 《Journal of Electronics(China)》 2006年第2期161-164,共4页
Two blind multiuser detection algorithms for antenna array in Code Division Multiple Access (CDMA) system which apply the linearly constrained condition to the Least Squares Constant Modulus Algorithm (LSCMA) are prop... Two blind multiuser detection algorithms for antenna array in Code Division Multiple Access (CDMA) system which apply the linearly constrained condition to the Least Squares Constant Modulus Algorithm (LSCMA) are proposed in this paper. One is the Linearly Constrained LSCMA (LC-LSCMA), the other is the Preprocessing LC-LSCMA (PLC-LSCMA). The two algorithms are compared with the conventional LSCMA. The results show that the two algorithms proposed in this paper are superior to the conventional LSCMA and the best one is PLC-LSCMA. 展开更多
关键词 多用户检测 盲信号 CDMA 码分多址 最小平方常量模数 LSCMA
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面向溢流与井漏监测的钻井液池体积趋势校正方法
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作者 孙伟峰 王晨 +3 位作者 范俊 刘凯 李威桦 戴永寿 《钻采工艺》 CAS 北大核心 2024年第3期15-22,共8页
钻井液池体积是溢流和井漏监测的常用参数。在钻井正常施工时,随着井筒容积的变化以及井筒内钻井液与地层流体的交换,钻井液池体积会产生与溢流和井漏发生时相似的“类风险趋势”,导致现有的溢流与井漏监测方法易产生误报,降低了溢流与... 钻井液池体积是溢流和井漏监测的常用参数。在钻井正常施工时,随着井筒容积的变化以及井筒内钻井液与地层流体的交换,钻井液池体积会产生与溢流和井漏发生时相似的“类风险趋势”,导致现有的溢流与井漏监测方法易产生误报,降低了溢流与井漏监测方法在现场应用时的有效性。针对此问题,文章首先分析了导致池体积产生“类风险趋势”的原因,建立了钻进与起下钻工况下池体积的正常变化模型,利用建立的模型校正池体积的“类风险趋势”,降低溢流与井漏监测的误报率;然后,建立了基于规则推理的溢流与井漏监测模型,用于测试池体积的“类风险趋势”对溢流与井漏监测的影响。利用现场实测的4500组钻井数据,采用基于规则推理的溢流与井漏监测方法开展了风险监测实验,结果表明,在进行池体积趋势校正后,溢流与井漏风险监测的误报率由10.03%降低至3.06%。 展开更多
关键词 钻井液池体积 溢流与井漏监测 趋势校正 规则推理
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白酒挥发性风味物质检测技术研究进展
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作者 杨紫萱 曾珊 +6 位作者 孙敏 沈才洪 熊燕飞 宋萍 童钰琴 杨雅琼 敖灵 《中国酿造》 CAS 北大核心 2024年第6期1-8,共8页
白酒是中国特有的一种蒸馏酒,历史悠久,在中国的饮食文化中扮演着重要的角色。由于酿造工艺、原料选取等方面存在差异,形成了不同风味的白酒,迄今为止已根据其主体风味特征将白酒分为十二种香型。白酒风味成分在白酒组分中占比不多,对... 白酒是中国特有的一种蒸馏酒,历史悠久,在中国的饮食文化中扮演着重要的角色。由于酿造工艺、原料选取等方面存在差异,形成了不同风味的白酒,迄今为止已根据其主体风味特征将白酒分为十二种香型。白酒风味成分在白酒组分中占比不多,对白酒风味起到决定性作用的微量成分仅占1%~2%。白酒微量成分的提取、检测、分析对白酒的品质提高十分重要。由于白酒酿造过程工序复杂,可能出现不同批次风味不稳定性的问题。该文系统综述了不同香型白酒的主要风味化合物及其影响因素,从样品处理、定性和定量等方面总结了目前发展的风味物质主要检测方法,并对风味物质检测手段进行了展望。以期为促进风味物质检测技术创新,提高白酒现代化生产水平,以及稳定或改良白酒风味提供方法和思路。 展开更多
关键词 白酒风味 风味化合物检测 大曲 窖泥 糟醅
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