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面向无人机通信的乘性重复CC-HARQ研究
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作者 路清雅 徐荣池 +1 位作者 白宝明 张小满 《无线电通信技术》 北大核心 2025年第2期283-288,共6页
无人机通信是目前通信领域的热点问题,实际中无人机通信会受到复杂多变的电磁干扰,为了实现高吞吐、高可靠通信,提出一种基于多元域编码乘性重复的Chase合并混合自动重传请求(Chase Combining Hybrid Automatic Repeat Request,CC-HARQ... 无人机通信是目前通信领域的热点问题,实际中无人机通信会受到复杂多变的电磁干扰,为了实现高吞吐、高可靠通信,提出一种基于多元域编码乘性重复的Chase合并混合自动重传请求(Chase Combining Hybrid Automatic Repeat Request,CC-HARQ)传输策略。通过将重传的多元域码字序列经乘性重复操作后再发送,可以提高系统传输可靠性,减少重传次数,降低无人机执行任务时被侦测到的风险。为了最大化系统的吞吐量,设计了一种针对乘性因子选择的智能优化算法。仿真结果表明,相比传统的CC-HARQ传输,基于乘性重复的CC-HARQ传输方案有着更好的误码率性能和吞吐量性能。 展开更多
关键词 无人机通信 重传 多元域编码 乘性重复 多元域编码乘性重复的Chase合并混合自动重传请求
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Self-Encoded Multiple Access Multiuser Convolutional Codes in Uplink and Downlink Cellular Systems
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作者 Jong Hak JUNG Won Mee JANG Lim NGUYEN 《International Journal of Communications, Network and System Sciences》 2009年第4期249-257,共9页
Self-encoded spread spectrum eliminates the need for traditional pseudo noise (PN) code generators. In a self-encoded multiple access (SEMA) system, the number of users is not limited by the number of available sequen... Self-encoded spread spectrum eliminates the need for traditional pseudo noise (PN) code generators. In a self-encoded multiple access (SEMA) system, the number of users is not limited by the number of available sequences, unlike code division multiple access (CDMA) systems that employ PN codes such as m-, Gold or Kassami sequences. SEMA provides a convenient way of supporting multi-rate, multi-level grades of service in multimedia communications and prioritized heterogeneous networking systems. In this paper, we propose multiuser convolutional channel coding in SEMA that provides fewer cross-correlations among users and thereby reducing multiple access interference (MAI). We analyze SEMA multiuser convolutional coding in additive white Gaussian noise (AWGN) channels as well as fading channels. Our analysis includes downlink synchronous system as well as asynchronous system such as uplink mobile-to-base station communication. 展开更多
关键词 SPREAD SPECTRUM Self-Encoded Multiple Access MULTIUSER convolutional CODING MULTIUSER Detection
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Improved Design and SOVA Algorithm for Serial Concatenated Convolutional Code 被引量:2
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作者 万蕾 匡镜明 《Journal of Beijing Institute of Technology》 EI CAS 2001年第2期180-185,共6页
To improve the performance of the short interleaved serial concatenated convolutional code(SCCC) with low decoding iterative times, the structure of Log MAP algorithm is introduced into the conventional SOVA decoder... To improve the performance of the short interleaved serial concatenated convolutional code(SCCC) with low decoding iterative times, the structure of Log MAP algorithm is introduced into the conventional SOVA decoder to improve its performance at short interleaving delay. The combination of Log MAP and SOVA avoids updating the matrices of the maximum path, and also makes a contribution to the requirement of short delay. The simulation results of several SCCCs show that the improved decoder can obtain satisfied performance with short frame interleaver and it is suitable to the high bit rate low delay communication systems. 展开更多
关键词 serial concatenated convolutional code Turbo code iterative decoder WCDMA
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Blind recognition of k/n rate convolutional encoders from noisy observation 被引量:14
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作者 Li Huang Wengu Chen +1 位作者 Enhong Chen Hong Chen 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第2期235-243,共9页
Blind recognition of convolutional codes is not only essential for cognitive radio, but also for non-cooperative context. This paper is dedicated to the blind identification of rate k/n convolutional encoders in a noi... Blind recognition of convolutional codes is not only essential for cognitive radio, but also for non-cooperative context. This paper is dedicated to the blind identification of rate k/n convolutional encoders in a noisy context based on Walsh-Hadamard transformation and block matrix (WHT-BM). The proposed algorithm constructs a system of noisy linear equations and utilizes all its coefficients to recover parity check matrix. It is able to make use of fault-tolerant feature of WHT, thus providing more accurate results and achieving better error performance in high raw bit error rate (BER) regions. Moreover, it is more computationally efficient with the use of the block matrix (BM) method. © 2017 Beijing Institute of Aerospace Information. 展开更多
关键词 Cognitive radio CONVOLUTION convolutional codes Error correction Hadamard matrices Hadamard transforms Linear transformations Mathematical transformations Matrix algebra Signal encoding
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Blind reconstruction of convolutional code based on segmented Walsh-Hadamard transform 被引量:12
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作者 Fenghua Wang Hui Xie Zhitao Huang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第5期748-754,共7页
Walsh-Hadamard transform (WriT) can solve linear error equations on Field F2, and the method can be used to recover the parameters of convolutional code. However, solving the equations with many unknowns needs enorm... Walsh-Hadamard transform (WriT) can solve linear error equations on Field F2, and the method can be used to recover the parameters of convolutional code. However, solving the equations with many unknowns needs enormous computer memory which limits the application of WriT. In order to solve this problem, a method based on segmented WriT is proposed in this paper. The coefficient vector of high dimension is reshaped and two vectors of lower dimension are obtained. Then the WriT is operated and the requirement for computer memory is much reduced. The code rate and the constraint length of convolutional code are detected from the Walsh spectrum. And the check vector is recovered from the peak position. The validity of the method is verified by the simulation result, and the performance is proved to be optimal. 展开更多
关键词 convolutional code blind reconstruction Walsh-Hadamard transform (WriT) tinear error equation.
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Construction of Regular Rate-Compatible LDPC Convolutional Codes 被引量:2
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作者 Liwei Mu Chulong Liang +1 位作者 Zhiyong Liu Daru Pan 《China Communications》 SCIE CSCD 2016年第8期97-102,共6页
In this paper, we propose a new method to derive a family of regular rate-compatible low-density parity-check(RC-LDPC) convolutional codes from RC-LDPC block codes. In the RC-LDPC convolutional family, each extended... In this paper, we propose a new method to derive a family of regular rate-compatible low-density parity-check(RC-LDPC) convolutional codes from RC-LDPC block codes. In the RC-LDPC convolutional family, each extended sub-matrix of each extended code is obtained by choosing specified elements from two fixed matrices HE1K and HE1K, which are derived by modifying the extended matrices HE1 and HE2 of a systematic RC-LDPC block code. The proposed method which is based on graph extension simplifies the design, and prevent the defects caused by the puncturing method. It can be used to generate both regular and irregular RC-LDPC convolutional codes. All resulted codes in the family are systematic which simplify the encoder structure and have maximum encoding memories which ensure the property. Simulation results show the family collectively offer a steady improvement in performance with code compatibility over binary-input additive white Gaussian noise channel(BI-AWGNC). 展开更多
关键词 binary-input additive white Gaussian noise channel(BI-AWGNC) extended matrices rate-compatible low-density parity-check(RC-LDPC) convolutional codes
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Construction of Rate-Compatible(RC) Low-Density Parity-Check(LDPC) Convolutional Codes Based on RC-LDPC Block Codes 被引量:1
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作者 穆丽伟 韩国军 刘志勇 《Journal of Shanghai Jiaotong university(Science)》 EI 2016年第6期679-683,共5页
In this paper,a family of rate-compatible(RC) low-density parity-check(LDPC) convolutional codes can be obtained from RC-LDPC block codes by graph extension method.The resulted RC-LDPC convolutional codes,which are de... In this paper,a family of rate-compatible(RC) low-density parity-check(LDPC) convolutional codes can be obtained from RC-LDPC block codes by graph extension method.The resulted RC-LDPC convolutional codes,which are derived by permuting the matrices of the corresponding RC-LDPC block codes,are systematic and have maximum encoding memory.Simulation results show that the proposed RC-LDPC convolutional codes with belief propagation(BP) decoding collectively offer a steady improvement on performance compared with the block counterparts over the binary-input additive white Gaussian noise channels(BI-AWGNCs). 展开更多
关键词 rate-compatible(RC) low-density parity-check(LDPC) convolutional codes systematic maximum encoding memory belief propagation(BP) decoding
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Determination of quantum toric error correction code threshold using convolutional neural network decoders 被引量:1
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作者 Hao-Wen Wang Yun-Jia Xue +2 位作者 Yu-Lin Ma Nan Hua Hong-Yang Ma 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第1期136-142,共7页
Quantum error correction technology is an important solution to solve the noise interference generated during the operation of quantum computers.In order to find the best syndrome of the stabilizer code in quantum err... Quantum error correction technology is an important solution to solve the noise interference generated during the operation of quantum computers.In order to find the best syndrome of the stabilizer code in quantum error correction,we need to find a fast and close to the optimal threshold decoder.In this work,we build a convolutional neural network(CNN)decoder to correct errors in the toric code based on the system research of machine learning.We analyze and optimize various conditions that affect CNN,and use the RestNet network architecture to reduce the running time.It is shortened by 30%-40%,and we finally design an optimized algorithm for CNN decoder.In this way,the threshold accuracy of the neural network decoder is made to reach 10.8%,which is closer to the optimal threshold of about 11%.The previous threshold of 8.9%-10.3%has been slightly improved,and there is no need to verify the basic noise. 展开更多
关键词 quantum error correction toric code convolutional neural network(CNN)decoder
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Ensemble of High Performance Structured Binary Convolutional LDPC Codes with Moderate Rates 被引量:1
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作者 Liwei Mu 《China Communications》 SCIE CSCD 2020年第10期195-205,共11页
An algebraic construction methodology is proposed to design binary time-invariant convolutional low-density parity-check(LDPC)codes.Assisted by a proposed partial search algorithm,the polynomialform parity-check matri... An algebraic construction methodology is proposed to design binary time-invariant convolutional low-density parity-check(LDPC)codes.Assisted by a proposed partial search algorithm,the polynomialform parity-check matrix of the time-invariant convolutional LDPC code is derived by combining some special codewords of an(n,2,n−1)code.The achieved convolutional LDPC codes possess the characteristics of comparatively large girth and given syndrome former memory.The objective of our design is to enable the time-invariant convolutional LDPC codes the advantages of excellent error performance and fast encoding.In particular,the error performance of the proposed convolutional LDPC code with small constraint length is superior to most existing convolutional LDPC codes. 展开更多
关键词 algebraic construction (n 2 n−1)codes convolutional low-density parity-check(LDPC)codes fast encoding maximum achievable syndrome former memory large girth
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Turbo Codes―A New PCCC Design
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作者 Spyridon K. Chronopoulos Giorgos Tatsis Panos Kostarakis 《Communications and Network》 2011年第4期229-234,共6页
Coding techniques have always been a major area of scientific interest. Due to this interest, many coding schemes were invented. Eventually, their implementation in various systems contributed in the evolvement of Wir... Coding techniques have always been a major area of scientific interest. Due to this interest, many coding schemes were invented. Eventually, their implementation in various systems contributed in the evolvement of Wireless Communications. A breakthrough was definitely Turbo coding. Particularly, the concept of joining two or more convolutional encoders in parallel (PCCC) or in serial (SCCC), along with the iterative decoding technique, literally raised the expectations of the anticipated BER performance. In fact, Concatenated Convolutional Codes clearly outperform convolutional codes. Moreover, various systems, either under development or either for future use, will have high standards. The previous systems should present exceptional tolerance of noise effects and consequently a low overall number of received errors. For this purpose a new PCCC design was developed. The system’s performance analysis, using an AWGN channel, showed better results for various iterations compared to other schemes such as typical PCCC, SCCC and finally a Convolutional encoder with a Viterbi decoder. 展开更多
关键词 Turbo codeS convolutional codeS SOVA SISO SccC PccC Random Interleavers Iterative Decoding APP Decoder PUNCTURING AWGN Noise Variance
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A multiple copyright identification watermarking algorithm based on code division multiple access
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作者 张帆 li Jie +1 位作者 Su Yuting Zhang Chuntian 《High Technology Letters》 EI CAS 2008年第4期377-383,共7页
A multiple watermarking algorithm is presented according to the multiple accessing technique of the code division multiple access (CDMA) system. Multiple watermarks are embedded into digital images in the wavelet tr... A multiple watermarking algorithm is presented according to the multiple accessing technique of the code division multiple access (CDMA) system. Multiple watermarks are embedded into digital images in the wavelet transform domain. Each of the watermarks is embedded and extracted independently without impacts to each other. Multiple watermarks are convolution encoded and block interleaved, and the orthogonal Gold sequences are used to spread spectrum of the copyright messages. CDMA encoded water-mark messages are embedded into the wavelet sub-bands excluding the wavelet HH1 sub-bands. The embedment amplitude is decided by Watson' s perceptual model of wavelet transform domain, and the embedmeut position in the selected wavelet sub-bands is decided randomly by a pseudo-random noise (PN) sequence. As a blind watermm'king algorithm, watermarks are extracted without original image. The watermarking capacity of proposed algorithm is also discussed. When two watermarks are embedded in an image at the same time, the capacity is larger than the capacity when a single watermark is embedded, and is smaller than the sum of the capacity of two separately embedded watermarks. Experimental results show that the proposed algorithm improves the detection bits error rate (BER) observably, and the multiple watermarks have a preferable robustness and invisibility. 展开更多
关键词 code division multiple access (CDMA) WATERMARKING convolutional coding
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Performance of Convolutionally Coded Multicarrier DS-CDMA System
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作者 SONG Li-xin HUANG Tian-shu DU Guang-yu 《Semiconductor Photonics and Technology》 CAS 2005年第4期281-286,共6页
A new convolutionally coded direct sequence (DS) CDMA system is proposed. The outputs of a convolutional encoder modulate multiple band-limited DS-CDMA waveforms. The receiver detects and combines signals for the desi... A new convolutionally coded direct sequence (DS) CDMA system is proposed. The outputs of a convolutional encoder modulate multiple band-limited DS-CDMA waveforms. The receiver detects and combines signals for the desired user and feeds a soft-decision Viterbi decoder. The performance of this system is compared to that of a convolutionally coded single carrier DS CDMA system with a Rake receiver. At roughly equivalent receiver complexity, results will demonstrate superior performance of the coded multicarrier system. 展开更多
关键词 convolutional code Rayleigh fading Multicarrier CDMA Frequency diversity Narrow-band interference
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NEW METHOD TO RECOVER INTERNET PACKET LOSSES USING(2,1,m)SYSTEMATIC CONVOLUTIONAL CODES
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作者 Peng Bo Wei Gang(Institute of Electron. Eng. and Control, South China University of Technology,Guangzhou 510640) 《Journal of Electronics(China)》 2002年第2期199-203,共5页
A new method to recover packet losses using (2,1,m) convolutional codes is proposed. The erasure correcting decoding algorithm and the decoding determinant theorem is presented. It is also proved that the codes with o... A new method to recover packet losses using (2,1,m) convolutional codes is proposed. The erasure correcting decoding algorithm and the decoding determinant theorem is presented. It is also proved that the codes with optimal distance profile have also optimal delay characteristic. Simulation results show that the proposed method can recover the packet losses more elliciently than RS codes over different decoding delay conditions and thus suits for different packet network delav conditions. 展开更多
关键词 convolutional code: Packet loss Erasure correcting codes
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The Mirror Equivalence Concept of Convolutional Codes and Turbo-Codes
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作者 Horia Balta Alexandru Isar Dorina Isar Maria Kovaci Cornel Balint 《通讯和计算机(中英文版)》 2012年第7期852-861,共10页
关键词 TURBO码 卷积码 等价 镜子 穷举搜索 设计程序 技术委员会 TCS
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Lightweight Malicious Code Classification Method Based on Improved Squeeze Net
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作者 Li Li Youran Kong Qing Zhang 《Computers, Materials & Continua》 SCIE EI 2024年第1期551-567,共17页
With the growth of the Internet,more and more business is being done online,for example,online offices,online education and so on.While this makes people’s lives more convenient,it also increases the risk of the netw... With the growth of the Internet,more and more business is being done online,for example,online offices,online education and so on.While this makes people’s lives more convenient,it also increases the risk of the network being attacked by malicious code.Therefore,it is important to identify malicious codes on computer systems efficiently.However,most of the existing malicious code detection methods have two problems:(1)The ability of the model to extract features is weak,resulting in poor model performance.(2)The large scale of model data leads to difficulties deploying on devices with limited resources.Therefore,this paper proposes a lightweight malicious code identification model Lightweight Malicious Code Classification Method Based on Improved SqueezeNet(LCMISNet).In this paper,the MFire lightweight feature extraction module is constructed by proposing a feature slicing module and a multi-size depthwise separable convolution module.The feature slicing module reduces the number of parameters by grouping features.The multi-size depthwise separable convolution module reduces the number of parameters and enhances the feature extraction capability by replacing the standard convolution with depthwise separable convolution with different convolution kernel sizes.In addition,this paper also proposes a feature splicing module to connect the MFire lightweight feature extraction module based on the feature reuse and constructs the lightweight model LCMISNet.The malicious code recognition accuracy of LCMISNet on the BIG 2015 dataset and the Malimg dataset reaches 98.90% and 99.58%,respectively.It proves that LCMISNet has a powerful malicious code recognition performance.In addition,compared with other network models,LCMISNet has better performance,and a lower number of parameters and computations. 展开更多
关键词 Lightweight neural network malicious code classification feature slicing feature splicing multi-size depthwise separable convolution
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A New Malicious Code Classification Method for the Security of Financial Software
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作者 Xiaonan Li Qiang Wang +2 位作者 Conglai Fan Wei Zhan Mingliang Zhang 《Computer Systems Science & Engineering》 2024年第3期773-792,共20页
The field of finance heavily relies on cybersecurity to safeguard its systems and clients from harmful software.The identification of malevolent code within financial software is vital for protecting both the financia... The field of finance heavily relies on cybersecurity to safeguard its systems and clients from harmful software.The identification of malevolent code within financial software is vital for protecting both the financial system and individual clients.Nevertheless,present detection models encounter limitations in their ability to identify malevolent code and its variations,all while encompassing a multitude of parameters.To overcome these obsta-cles,we introduce a lean model for classifying families of malevolent code,formulated on Ghost-DenseNet-SE.This model integrates the Ghost module,DenseNet,and the squeeze-and-excitation(SE)channel domain attention mechanism.It substitutes the standard convolutional layer in DenseNet with the Ghost module,thereby diminishing the model’s size and augmenting recognition speed.Additionally,the channel domain attention mechanism assigns distinctive weights to feature channels,facilitating the extraction of pivotal characteristics of malevolent code and bolstering detection precision.Experimental outcomes on the Malimg dataset indicate that the model attained an accuracy of 99.14%in discerning families of malevolent code,surpassing AlexNet(97.8%)and The visual geometry group network(VGGNet)(96.16%).The proposed model exhibits reduced parameters,leading to decreased model complexity alongside enhanced classification accuracy,rendering it a valuable asset for categorizing malevolent code. 展开更多
关键词 Malicious code lightweight convolution densely connected network channel domain attention mechanism
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子宫动脉超声血流参数、血清LncRNA FAM99A、CCL21水平与妊娠期高血压疾病患者病情程度及预后的相关性分析 被引量:2
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作者 袁梅 刘芳 孙改艳 《黑龙江医药科学》 2024年第4期24-28,共5页
目的:探讨妊娠期高血压疾病(hypertensive disorders of pregnancy,HDP)患者子宫动脉超声血流参数、血清长链非编码RNA家族成员A序列相似性99(LncRNA FAM99A)、CC趋化因子配体21(CCL21)水平变化,并分析其与病情程度相关性及其对预后的... 目的:探讨妊娠期高血压疾病(hypertensive disorders of pregnancy,HDP)患者子宫动脉超声血流参数、血清长链非编码RNA家族成员A序列相似性99(LncRNA FAM99A)、CC趋化因子配体21(CCL21)水平变化,并分析其与病情程度相关性及其对预后的评估价值。方法:回顾性选取2021年1月至2023年12月于开封市第三人民医院诊治的126例HDP患者作为研究组,另选取健康孕产妇42例作为对照组。比较两组不同病情程度者子宫动脉超声血流参数[子宫动脉收缩期/舒张期血流最大速度(systolic/diastolic,S/D)、子宫动脉阻力指数(resistance index,RI)、子宫动脉搏动指数(pulsation index,PI)]、血清LncRNA FAM99A、CCL21水平。分析子宫动脉超声血流参数、血清LncRNA FAM99A、CCL21与病情程度相关性。依据预后情况分为预后不良亚组27例、预后良好亚组99例,比较其子宫动脉超声血流参数、血清LncRNA FAM99A、CCL21水平。分析预后不良的影响因素。评价子宫动脉超声血流参数、血清LncRNA FAM99A、CCL21对预后不良的评估价值。结果:研究组S/D、RI、PI及血清CCL21水平高于对照组,血清LncRNA FAM99A水平低于对照组(P<0.05);S/D、RI、PI、CCL21与病情程度呈正相关(r=0.526、0.418、0.509、0.624,P<0.05),LncRNA FAM99A与病情程度呈负相关(r=-0.637,P<0.05);预后不良亚组S/D、RI、PI及血清CCL21水平高于预后良好亚组,血清LncRNA FAM99A水平低于预后良好亚组(P<0.05);S/D、RI、PI、CCL21为预后不良的危险因素,LncRNA FAM99A为预后不良的保护因素(P<0.05);S/D、RI、PI、LncRNA FAM99A、CCL21联合评估预后的AUC大于单项指标评估(P<0.05)。结论:HDP患者S/D、RI、PI及血清CCL21水平升高,血清LncRNA FAM99A水平降低,且与病情程度及预后密切相关,联合检测其水平对预后具有一定评估价值。 展开更多
关键词 妊娠期高血压疾病 子宫动脉超声血流参数 长链非编码RNA家族成员A序列相似性99 cc趋化因子配体21 预后
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Theoretical Analysis of Bit-Error Probability for Convolutional Codes with Weight Enumerators
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作者 Zhang Tianyi 《无线互联科技》 2012年第12期123-125,共3页
The paper introduces the state reduction algorithm and accelerated state reduction algorithm are used to compute the distance weight enumerator(transfer function)T[x,y] of convolutional codes.Next use computer simulat... The paper introduces the state reduction algorithm and accelerated state reduction algorithm are used to compute the distance weight enumerator(transfer function)T[x,y] of convolutional codes.Next use computer simulation to compare upper bound on the bit error probability on an additive white Gaussian noise(AWGN) for maximum free distance(MFD) codes of previously found and optimum distance spectrum(ODS) codes with rate 1/4,overall constraint length are 5 and 7,respectively.Finally,a method of how to search for good convolutional codes is given. 展开更多
关键词 英文摘要 编辑工作 学术论文 期刊
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Error Probability for Convolutional Codes with Weight Enumerating Function
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作者 Tianyi Zhang Yongtao Liu 《无线互联科技》 2013年第1期121-122,共2页
The paper introduces the state reduction algorithm and accelerated state reduction algorithm are used to compute the distance weight enumerator(transfer function) T[x,y] of convolutional codes.Next use computer simula... The paper introduces the state reduction algorithm and accelerated state reduction algorithm are used to compute the distance weight enumerator(transfer function) T[x,y] of convolutional codes.Next use computer simulation to compare upper bound on the bit error probability on an additive white Gaussian noise (AWGN) for maximum free distance (MFD) codes of previously found and optimum distance spectrum (ODS) codes with rate 1/4,overall constraint length are 5 and 7,respectively. Finally,a method of how to search for good convolutional codes is given. 展开更多
关键词 无线技术 互联网 无线网络 网络科技
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一种基于链码的农村公路线形比对与筛选算法 被引量:2
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作者 范文涛 孙翠羽 +2 位作者 崔应寿 刘柳杨 龙佳宁 《交通运输研究》 2025年第1期102-110,共9页
为提升农村公路电子地图数据校核的效率和精确性,提出一种基于链码技术的农村公路线形比对与筛选算法模型。首先,引入链码技术对农村公路电子地图中的路线进行识别和提取,获得路线的起点、拐点及方向变化等线形特征信息,并实现不同地理... 为提升农村公路电子地图数据校核的效率和精确性,提出一种基于链码技术的农村公路线形比对与筛选算法模型。首先,引入链码技术对农村公路电子地图中的路线进行识别和提取,获得路线的起点、拐点及方向变化等线形特征信息,并实现不同地理区域和时间维度下的路线线形链码特征信息的精确匹配。其次,选取我国东部、中部、西部区域中典型区县的2022及2023年农村公路线形数据,对算法模型进行训练,得出路线线形链码差异的不同参数阈值;对于超出阈值的农村公路路线数据,再运用卷积神经网络算法从遥感影像中提取路线线形并获取线形链码特征信息进行比对筛选以及影像评价。最后,将该算法应用于2023年度全国农村公路电子地图中459.9万km的路线数据进行解算验证。结果表明,与传统“全重叠”方法相比,该算法效率提升了72.1%,识别率从64.5%提升至90.6%,准确率从95.7%提升到97.3%。研究证明,该算法显著提高了电子地图线形数据处理的效率和准确率,可为农村公路基础数据入库提供技术支撑,提升农村公路数字化发展水平。 展开更多
关键词 链码算法 线形比对 农村公路 遥感影像 卷积神经网络
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