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Application of hybrid coded genetic algorithm in fuzzy neural network controller
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作者 杨振强 杨智民 +2 位作者 王常虹 庄显义 宁慧 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2000年第1期65-68,共4页
Presents the fuzzy neural network optimized by hybrid coded genetic algorithm of decimal encoding and binary encoding, the searching ability and stability of genetic algorithms enhanced by using binary encoding during... Presents the fuzzy neural network optimized by hybrid coded genetic algorithm of decimal encoding and binary encoding, the searching ability and stability of genetic algorithms enhanced by using binary encoding during the crossover operation and decimal encoding during the mutation operation, and the way of accepting new individuals by probability adopted, by which a new individual is accepted and its parent is discarded when its fitness is higher than that of its parent, and a new individual is accepted by probability when its fitness is lower than that of its parent. And concludes with calculations made with an example that these improvements enhance the speed of genetic algorithms to optimize the fuzzy neural network controller. 展开更多
关键词 GENETIC algorithm fuzzy NEURAL network COST function hybrid CODING
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Development of Hybrid ARQ Protocol for the Quantum Communication System on Stabilizer Codes
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作者 Jiaxin Li Zhongwen Guo Hongyang Ma 《China Communications》 SCIE CSCD 2021年第2期40-48,共9页
In this paper,we develop a novel hybrid automatic-repeat-request(ARQ)protocol for the quantum communication system using quantum stabilizer codes.The quantum information is encoded by stabilizer codes to against the c... In this paper,we develop a novel hybrid automatic-repeat-request(ARQ)protocol for the quantum communication system using quantum stabilizer codes.The quantum information is encoded by stabilizer codes to against the channel noise.The twophoton entangled state is prepared for codeword secure transmission.Hybrid ARQ protocol rules the recognition and retransmission of error codewords.In this protocol,the property of quantum entangled state ensures the security of information,the theory of hybrid ARQ system improves the reliability of transmission,the theory of quantum stabilizer codes corrects the flipping errors of codewords.Finally,we verify the security and throughput efficiency of this protocol. 展开更多
关键词 quantum communication system hybrid ARQ quantum stabilizer codes reliability SECURITY
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Performance analysis and code recognition for dual N-ary orthogonal hybrid modulation systems
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作者 乔晓强 Zhao Hangsheng Cai Yueming 《High Technology Letters》 EI CAS 2008年第2期113-117,共5页
A dual N-ary orthogonal hybrid modulation system is introduced in this paper, which can increase the data rate greatly compared with conventional N-ary orthogonal spread spectrum system, so it can be used for high rat... A dual N-ary orthogonal hybrid modulation system is introduced in this paper, which can increase the data rate greatly compared with conventional N-ary orthogonal spread spectrum system, so it can be used for high rate data communication. Then, three code recognition algorithms are presented for dual N-ary orthogonal hybrid modulation system and the analytic bit error rate (BER) performance of the system in additive white Gaussian noise (AWGN) and fiat Rayleigh fading channel is derived. Finally, the computer simulation of the system with three code recognition algorithms is performed, which shows that the simplified maximum a posteriori (MAP) algorithm is the best for the system with a compromise between the performance and the complexity. 展开更多
关键词 code recognition N-ary orthogonal spread spectrum hybrid modulation MAP (maxi-mum a posteriori) algorithm
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Hybrid weighted symbol-flipping decoding for nonbinary LDPC codes
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作者 刘冰 Tao Wei +1 位作者 Dou Gaoqi Gao Jun 《High Technology Letters》 EI CAS 2013年第1期58-62,共5页
A hybrid decoding algorithm is proposed for nonbinary low-density parity-check (LDPC) codes, which combines the weighted symbol-flipping (WSF) algorithm with the fast Fourier trans- form q-ary sum-product algorit... A hybrid decoding algorithm is proposed for nonbinary low-density parity-check (LDPC) codes, which combines the weighted symbol-flipping (WSF) algorithm with the fast Fourier trans- form q-ary sum-product algorithm (FFT-QSPA). The flipped position and value are determined by the symbol flipping metric and the received bit values in the first stage WSF algorithm. If the low- eomplexity WSF algorithm is failed, the second stage FFT-QSPA is activated as a switching strategy. Simulation results show that the proposed hybrid algorithm greatly reduces the computational complexity with the performance close to that of FFT-QSPA. 展开更多
关键词 nonbinary low-density (WSF) hybrid weighted symbol-flipping parity-check (LDPC) code (HWSF) iterative decoding weighted symbol-flipping
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基于二维混合式位置编码的高精度测角
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作者 赵会宁 闻杰 夏豪杰 《光学精密工程》 EI CAS CSCD 北大核心 2024年第5期635-642,共8页
针对具有精密旋转轴系类的高端制造装备或精密测量仪器,其旋转角度采用传统圆光栅难以消除偏心误差对测量角度精度的影响,提出了一种基于二维混合式位置编码的旋转角度高精度测量方法。该测角系统由一个二维混合式位置编码盘、两个CCD... 针对具有精密旋转轴系类的高端制造装备或精密测量仪器,其旋转角度采用传统圆光栅难以消除偏心误差对测量角度精度的影响,提出了一种基于二维混合式位置编码的旋转角度高精度测量方法。该测角系统由一个二维混合式位置编码盘、两个CCD相机和远心镜头组成,二维混合式位置编码盘被固定在精密旋转轴系上以获得其旋转角度。然后,建立了测角模型并从数学上证明了测角精度与安装偏心无关。利用多齿分度台对已提出测角系统精度进行检测,测量角度误差在±1″。最后,利用已提出测量方法对直驱转台的角度定位精度进行测量,角度定位误差在±5″内。与传统圆光栅测角相比,该方法不需要考虑安装偏心误差对测角精度的影响,具有稳定性好、使用简单等特点,可用于角度定位误差的检测。 展开更多
关键词 二维混合式位置编码 偏心误差 旋转角度 多齿分度台
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《海牙规则》之回顾与启示
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作者 胡正良 《中国海商法研究》 CSSCI 2024年第3期19-31,共13页
《海牙规则》是船货双方利益妥协的产物,以统一提单若干法律规则为宗旨,具有调整内容的限定性、法律规范的强制性和规则内容的明确性之特点,其实施至少在20世纪60年代基本实现了海上货物运输法律国际化,且对当前这一领域的国际化仍然发... 《海牙规则》是船货双方利益妥协的产物,以统一提单若干法律规则为宗旨,具有调整内容的限定性、法律规范的强制性和规则内容的明确性之特点,其实施至少在20世纪60年代基本实现了海上货物运输法律国际化,且对当前这一领域的国际化仍然发挥着基础性作用。《汉堡规则》和《鹿特丹规则》采用的承运人责任规则超出海上贸易实际需求,以及在上述特点方面存在不足,是其未能发挥实现海上货物运输法律国际化作用的主要原因。在正确认识海上货物运输条约与国内法的关系、立法的共性和差异基础上,中国在对参加《鹿特丹规则》持谨慎态度的同时,应当在《海商法》修改时积极借鉴或吸收该规则中合理和成熟的内容,优化《海商法》第四章采用的“混合制度”。 展开更多
关键词 《海牙规则》 法律国际化 国际条约 混合制度 《海商法》修改
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AOS中基于最优帧长的链路自适应联合优化方法
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作者 刘庆利 郭梦田 商佳乐 《计算机应用与软件》 北大核心 2024年第4期106-111,共6页
针对AOS中数据传输误码率高的问题,导致系统吞吐量低的问题,提出基于最优帧长的链路自适应联合优化方法。该方法以系统吞吐量最大化为目标,联合可变帧长,自适应编码调制和混合自动重传请求技术进行优化,根据信道状态信息分配下一帧传输... 针对AOS中数据传输误码率高的问题,导致系统吞吐量低的问题,提出基于最优帧长的链路自适应联合优化方法。该方法以系统吞吐量最大化为目标,联合可变帧长,自适应编码调制和混合自动重传请求技术进行优化,根据信道状态信息分配下一帧传输最佳的帧长和编码调制方式,并对出错数据进行纠错和重传,最终提升系统吞吐量。仿真验证表明,与AMC-HARQ和AMC-ARQ方法相比,该方法在保证系统误帧率的同时,提高了系统的吞吐量。 展开更多
关键词 AOS空间通信 最优帧长 自适应编码调制 混合自动重传
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无人机遥感反演小麦地上生物量模型的特征选择
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作者 吴立峰 徐文浩 韩宜秀 《南昌工程学院学报》 CAS 2024年第4期56-62,共7页
无人机多光谱技术能快速、无损地测定小麦地上生物量(AGB)。然而,多光谱方法在计算植被特征时会产生大量具有高度相关的重复特征。因此,建立结构简单、精度高的模型对特征进行筛选具有重要意义。本文提出了一种可以同时实现特征筛选与... 无人机多光谱技术能快速、无损地测定小麦地上生物量(AGB)。然而,多光谱方法在计算植被特征时会产生大量具有高度相关的重复特征。因此,建立结构简单、精度高的模型对特征进行筛选具有重要意义。本文提出了一种可以同时实现特征筛选与参数优化的混合编码灰狼粒子群优化算法(CGWOPSO)。同时,为评估基于该算法驱动的极限梯度提升模型(CGWOPSO-XGB)的性能,将其及基于两种流行特征筛选方法(Pearson和SHAP方法)的模型(P-XGB和S-XGB)的反演AGB表现进行了对比。结果表明,S-XGB模型优于P-XGB模型,前者均方根误差(RMSE)比后者低3.0%~16.3%;而CGWOPSO-XGB模型精度高于S-XGB模型,前者RMSE比后者低16.0%。 展开更多
关键词 混合编码 灰狼粒子群优化算法 SHAP 特征筛选 植被指数
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面向重访周期需求的敏捷成像卫星任务规划方法 被引量:1
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作者 丁祎男 雷拥军 +1 位作者 王淑一 黄盘兴 《空间控制技术与应用》 CSCD 北大核心 2024年第2期23-29,共7页
为满足敏捷成像星座观测目标的重访周期需求,提出一种混合编码差分进化算法.分析敏捷成像卫星的工作特点,构造评价重访周期需求满足情况的目标函数,建立成像任务约束满足模型.针对观测任务选择与否、执行顺序和成像时间的优化需求,提出... 为满足敏捷成像星座观测目标的重访周期需求,提出一种混合编码差分进化算法.分析敏捷成像卫星的工作特点,构造评价重访周期需求满足情况的目标函数,建立成像任务约束满足模型.针对观测任务选择与否、执行顺序和成像时间的优化需求,提出一种二进制-实数混合编码差分进化算法,实现了成像任务在时间轴上的分布优化.通过工程实例进行仿真校验,仿真结果表明相比于基于二进制编码的遗传算法,本文算法在优化时间和优化效果方面都有较大优势. 展开更多
关键词 敏捷成像卫星 任务规划 重访周期 混合编码 差分进化
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基于重传错误率估计的自适应HARQ
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作者 付钰 刘奕彤 杨鸿文 《系统工程与电子技术》 EI CSCD 北大核心 2024年第3期1093-1100,共8页
自适应混合自动重传请求(hybrid automatic repeat request,HARQ)系统的性能与每次传输中的调制与编码方案(modulation and coding scheme,MCS)、发送功率选择密切相关,通过优化重传时的MCS及发送功率可以提升HARQ系统的吞吐率并降低能... 自适应混合自动重传请求(hybrid automatic repeat request,HARQ)系统的性能与每次传输中的调制与编码方案(modulation and coding scheme,MCS)、发送功率选择密切相关,通过优化重传时的MCS及发送功率可以提升HARQ系统的吞吐率并降低能耗。由于不同MCS传输合并后的译码性能没有闭式解,这导致自适应HARQ优化问题不易解决。首先基于译码的判决域半径给出了一种HARQ合并后译码错误率的近似公式,进而提出了多种能权衡吞吐率和能耗性能的自适应HARQ优化策略。仿真结果验证了所提错误率估计方法的可靠性以及所提自适应HARQ的性能。与传统HARQ方案相比,所提方案能同时提高吞吐率、降低能耗,实现更好的吞吐率与能耗的性能折中。 展开更多
关键词 自适应混合自动重传请求 调制与编码方案 吞吐率 能耗 判决域半径
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Design of rate compatible punctured IRA codes for IR-HARQ schemes
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作者 吴晓富 项海格 +2 位作者 赵春明 You Xiaohu 尤肖虎 《Journal of Southeast University(English Edition)》 EI CAS 2008年第2期127-132,共6页
An incremental redundancy hybrid automatic repeat- request (IR-HARQ)scheme based on irregular repeat-accumulate (IRA)codes is proposed. The design of rate compatible punctured IRA codes suitable for an IR-HARQ sch... An incremental redundancy hybrid automatic repeat- request (IR-HARQ)scheme based on irregular repeat-accumulate (IRA)codes is proposed. The design of rate compatible punctured IRA codes suitable for an IR-HARQ scheme is well formulated and efficiently solved by a linear-programming method, along with a one-dimensional approach for density evolution. Compared to IR-HARQ schemes based on turbo codes, simulation shows that the proposed IR-HARQ schemes based on IRA codes may achieve almost the same performance at a block size of 1 024, but better throughput at a block size of 4 096. The advantages of the proposed scheme in implementation, including decoding complexity and parallelism, make it more attractive in practice than the IR-HARQ schemes based on both turbo and LDPC codes. 展开更多
关键词 hybrid automatic repeat-request protocol incremental redundancy IRA code turbo code
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An Efficient Test Data Compression Technique Based on Codes
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作者 方建平 郝跃 +1 位作者 刘红侠 李康 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2005年第11期2062-2068,共7页
This paper presents a new test data compression/decompression method for SoC testing,called hybrid run length codes. The method makes a full analysis of the factors which influence test parameters:compression ratio,t... This paper presents a new test data compression/decompression method for SoC testing,called hybrid run length codes. The method makes a full analysis of the factors which influence test parameters:compression ratio,test application time, and area overhead. To improve the compression ratio, the new method is based on variable-to-variable run length codes,and a novel algorithm is proposed to reorder the test vectors and fill the unspecified bits in the pre-processing step. With a novel on-chip decoder, low test application time and low area overhead are obtained by hybrid run length codes. Finally, an experimental comparison on ISCAS 89 benchmark circuits validates the proposed method 展开更多
关键词 test data compression unspecified bits assignment system-on-a-chip test hybrid run-length codes
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基于改进遗传算法的家庭用电调度优化方法
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作者 黄飞 李永福 +4 位作者 高杨 夏磊 廖庆龙 戴健 向洪 《计算机科学》 CSCD 北大核心 2024年第S01期1157-1162,共6页
用电高峰期的用电需求给电力系统带来了巨大压力,因此优化家庭用电调度变得尤为重要。针对用电高峰期用户端存在的用电经济性及舒适度不够的问题,提出了一种基于改进遗传算法的家庭用电调度优化方法。首先以分时电价为基础,建立综合考... 用电高峰期的用电需求给电力系统带来了巨大压力,因此优化家庭用电调度变得尤为重要。针对用电高峰期用户端存在的用电经济性及舒适度不够的问题,提出了一种基于改进遗传算法的家庭用电调度优化方法。首先以分时电价为基础,建立综合考虑用电经济性与用户满意度的家用电器调度模型,然后对不同类型的电器采取不同的编码方式来替代传统遗传算法的单一编码,并用带惩罚函数的适应度函数来约束各个电器用电任务所需时长等,以对传统遗传算法进行改进和用电行为优化。结果表明,所提算法可有效地依据分时电价实现用电负荷调度优化,在满足用户用电舒适度情况下为用户提供经济性的用电方案,且复杂度较低,能有效解决用电高峰期的用电经济性和舒适度问题。 展开更多
关键词 微电网调度 需求响应 家庭用电 多约束条件 混合编码 遗传算法
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Efficient Reliable Opportunistic Network Coding Based on Hybrid Flow in Wireless Network 被引量:5
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作者 陈晶 李彤 +2 位作者 杜瑞颖 傅建明 刘建伟 《China Communications》 SCIE CSCD 2011年第4期125-131,共7页
Although the wireless network is widely used in many fields,its characteristics such as high bit error rate and broadcast links may block its development.Network coding is an artistic way to exploit its intrinsic char... Although the wireless network is widely used in many fields,its characteristics such as high bit error rate and broadcast links may block its development.Network coding is an artistic way to exploit its intrinsic characteristics to increase the network reliability.Some people research network coding schemes for inter-flow or intra-flow,each type with its own advantages and disadvantages.In this paper,we propose a new mechanism,called MM-NCOPE,which integrates the idea of inter-flow and intra-flow coding.On the one hand,MM-NCOPE utilizes random liner coding to encode the NCOPE packets while NCOPE is a sub-protocol for optimizing the COPE algorithm by iteration.In NCOPE,packets are automatically matched by size to be coded.As a result,it improves the coding gain in some level.On the other hand,we adopt the partial Acknowledgement retransmission scheme to achieve high compactness and robustness.ACK is an independent packet with the highest priority rather than a part of the data packets.Compared with existing works on opportunistic network coding,our approach ensures the reliability of wireless links and improves the coding gain. 展开更多
关键词 network coding RELIABILITY hybrid flow
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Molecular characterization of LMW-GS genes from a somatic hybrid introgression line Ⅱ-12 between Triticum aestivum and Agropyron elongatum in relation to quick evolution 被引量:1
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作者 Fanguo Chen Feng Zhao Chunhui Xu Guangmin Xia 《Journal of Genetics and Genomics》 SCIE CAS CSCD 北大核心 2008年第12期743-749,共7页
In order to exploit the evolution and find novel low-molecular-weight glutenin subunit (LMW-GS) for improvement of common wheat quality, thirteen variants from a somatic hybrid introgression line II-12 between Triti... In order to exploit the evolution and find novel low-molecular-weight glutenin subunit (LMW-GS) for improvement of common wheat quality, thirteen variants from a somatic hybrid introgression line II-12 between Triticum aestivum cv. Jinan 177 (JN177) and Agropyron elongatum were characterized via genomic PCR. Four clones were pseudogenes because they contained an internal stop codon. The remaining nine variants contained intact open reading frames (ORFs). Sequence alignment indicates that the proteins deduced from the nine ORFs have similar primary structure with LMW-GS cloned from its parents previously. However, they have some unique modifications in the structures. For example, EU292737 contains not only an extra Cys residue in the C-terminal domain but also a long repetitive domain. Both EU 159511 and EU292738 start their first Cys residue in the N-terminal repetitive domain, but not in the N-conserved domain traditionally. These structural alterations may have positive contributions to wheat flour quality. The results of phylogeny showed that most LMW-GS variances from 11-12 were homologous to those from parent JN177 and other wheat lines. The reason for quick evolution of LMW-GS in 11-12 was discussed. 展开更多
关键词 Triticum aestivum somatic hybrid introgression line LMW-GS gene coding sequence EVOLUTION
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Novel joint encoding/decoding algorithms of fountain codes for underwater acoustic communication 被引量:1
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作者 Mingshen Liang Jinjue Duan +2 位作者 Danfeng Zhao Jiaxi Si Xiangyu Song 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第4期772-779,共8页
Fountain codes are considered to be a promising coding technique in underwater acoustic communication(UAC) which is challenged with the unique propagation features of the underwater acoustic channel and the harsh ma... Fountain codes are considered to be a promising coding technique in underwater acoustic communication(UAC) which is challenged with the unique propagation features of the underwater acoustic channel and the harsh marine environment. And Luby transform(LT) codes are the first codes fully realizing the digital fountain concept. However, in conventional LT encoding/decoding algorithms, due to the imperfect coverage(IC) of input symbols and short cycles in the generator matrix, stopping sets would occur and terminate the decoding. Thus, the recovery probability is reduced,high coding overhead is required and decoding delay is increased.These issues would be disadvantages while applying LT codes in underwater acoustic communication. Aimed at solving those issues, novel encoding/decoding algorithms are proposed. First,a doping and non-uniform selecting(DNS) encoding algorithm is proposed to solve the IC and the generation of short cycles problems. And this can reduce the probability of stopping sets occur during decoding. Second, a hybrid on the fly Gaussian elimination and belief propagation(OFG-BP) decoding algorithm is designed to reduce the decoding delay and efficiently utilize the information of stopping sets. Comparisons via Monte Carlo simulation confirm that the proposed schemes could achieve better overall decoding performances in comparison with conventional schemes. 展开更多
关键词 underwater acoustic communication(UAC) fountain codes non-uniform encoding hybrid decoding algorithm stopping sets
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Research of Hybrid Modulation Radar Signal
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作者 Kai-Feng Guo Yun Lin +1 位作者 Meng Wang Xiao-Chun Xu 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2013年第3期35-39,共5页
Based on the advantage of phase coded signal and stepped frequency signal,a new hybrid modulation signal is introduced in this paper. It combines phase code modulation during the pulse with stepped frequency modulatio... Based on the advantage of phase coded signal and stepped frequency signal,a new hybrid modulation signal is introduced in this paper. It combines phase code modulation during the pulse with stepped frequency modulation between the pulses, which is named as phase-coded stepped-frequency ( PCSF ) signal. By analyzing its waveform and ambiguity function,the comparison between Stepped-Frequency ( SF) signal and PCSF signal is given,which shows that the PCSF signal is better than SF signal. Finally,the signal processing method with two stage compressed processing is presented. The simulation results show that this new hybrid modulation radar signal can get a higher stepped frequency than ordinary SF signal,realize the same equivalent bandwidth with less pulse number,and solve the conflict among the stepped frequency,the number of pulse, and transmit average power. Under the premises of a certain range resolution,this new hybrid modulation radar signal not only raises the data rate of radar system,but also reduces Doppler sensitivity with a good prospect, and the effect of one-dimensional range profile is much better than that of traditional SF signal. Therefore,this new hybrid modulation radar signal can be widely used in application. 展开更多
关键词 phase coded stepped frequency hybrid modulation signal ambiguity function signal processing
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PERFORMANCE ANALYSIS OF HYBRID DS SFH/SSMA SYSTEMS OVER MULTIPATH FADING CHANNELS
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作者 徐昌庆 林武钦 宋文涛 《Journal of Shanghai Jiaotong university(Science)》 EI 1999年第2期36-40,共5页
Hybrid direct sequence and slow frequency hopping spread spectrum multiple access systems (Hybrid DS/SFH SSMA) operating through nonselective slow Rayleigh fading channels was investigated. Multipath and Multiple acce... Hybrid direct sequence and slow frequency hopping spread spectrum multiple access systems (Hybrid DS/SFH SSMA) operating through nonselective slow Rayleigh fading channels was investigated. Multipath and Multiple access interference was taken into account. Expressions of the average error probability for the system were derived. Analytical and numerical results on the average probability of error were presented for the system examined. Random signature sequences and hopping patterns were employed for the system. The numerical results show the effects of the value of M for M ary frequency shift keying (MFSK) modulation and Reed Solomon (RS) coding on the system’s performance. The comparison between RS coded system and noncode system shows that error correction coding is essential to improve the system’s performance. 展开更多
关键词 hybrid direct sequence/slow FREQUENCY HOPPING spread spectrum multiple access REED SOLOMON code M ary FREQUENCY shift keying multipath fading NONCOHERENT
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On Cross-Layer Design of AMC Based on Rate Compatible Punctured Turbo Codes
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作者 Fotis Foukalas Evangelos Zervas 《International Journal of Communications, Network and System Sciences》 2010年第3期256-265,共10页
This paper extends the work on cross-layer design which combines adaptive modulation and coding at the physical layer and hybrid automatic repeat request protocol at the data link layer. By contrast with previous work... This paper extends the work on cross-layer design which combines adaptive modulation and coding at the physical layer and hybrid automatic repeat request protocol at the data link layer. By contrast with previous works on this topic, the present development and the performance analysis as well, is based on rate compatible punctured turbo codes. Rate compatibility provides incremental redundancy in transmission of parity bits for error correction at the data link layer. Turbo coding and iterative decoding gives lower packet error rate values in low signal-to-noise ratio regions of the adaptive modulation and coding (AMC) schemes. Thus, the applied cross-layer design results in AMC schemes can achieve better spectral efficiency than convolutional one while it retains the QoS requirements at the application layer. Numerical results in terms of spectral efficiency for both turbo and convolutional rate compatible punctured codes are presented. For a more comprehensive presentation, the performance of rate compatible LDPC is contrasted with turbo case as well as the performance complexity is discussed for each of the above codes. 展开更多
关键词 CROSS-LAYER Design Adaptive Modulation and Coding RATE-COMPATIBLE Punctured Turbo codeS hybrid ARQ codeS Complexity
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SSA-HIAST: A Novel Framework for Code Clone Detection
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作者 Neha Saini Sukhdip Singh 《Computers, Materials & Continua》 SCIE EI 2022年第5期2999-3017,共19页
In the recent era of software development,reusing software is one of the major activities that is widely used to save time.To reuse software,the copy and paste method is used and this whole process is known as code cl... In the recent era of software development,reusing software is one of the major activities that is widely used to save time.To reuse software,the copy and paste method is used and this whole process is known as code cloning.This activity leads to problems like difficulty in debugging,increase in time to debug and manage software code.In the literature,various algorithms have been developed to find out the clones but it takes too much time as well as more space to figure out the clones.Unfortunately,most of them are not scalable.This problem has been targeted upon in this paper.In the proposed framework,authors have proposed a new method of identifying clones that takes lesser time to find out clones as compared with many popular code clone detection algorithms.The proposed framework has also addressed one of the key issues in code clone detection i.e.,detection of near-miss(Type-3)and semantic clones(Type-4)with significant accuracy of 95.52%and 92.80%respectively.The present study is divided into two phases,the first method converts any code into an intermediate representation form i.e.,Hashinspired abstract syntax trees.In the second phase,these abstract syntax trees are passed to a novel approach“Similarity-based self-adjusting hash inspired abstract syntax tree”algorithm that helps in knowing the similarity level of codes.The proposed method has shown a lot of improvement over the existing code clones identification methods. 展开更多
关键词 code cloning clone detection hash inspired abstract syntax tree ROTATIONS hybrid framework
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