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基于CTF-GSC和后置滤波的麦克风阵列语音增强 被引量:4
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作者 马子骥 余旭 倪忠 《西北大学学报(自然科学版)》 CAS CSCD 北大核心 2017年第6期829-837,共9页
由于语音环境中各种噪声的特殊性、复杂性和不确定性等因素,尤其在带有混响的复杂环境下,一般的广义旁瓣抵消器语音增强算法的性能严重下降,很难取得较为理想的抑制效果。针对这一情况,该文提出了一种基于改进型归一化最小均方的卷积传... 由于语音环境中各种噪声的特殊性、复杂性和不确定性等因素,尤其在带有混响的复杂环境下,一般的广义旁瓣抵消器语音增强算法的性能严重下降,很难取得较为理想的抑制效果。针对这一情况,该文提出了一种基于改进型归一化最小均方的卷积传递函数广义旁瓣抵消器和改进型后置滤波语音增强算法。该算法利用卷积传递函数近似形式代替传递函数广义旁瓣抵消器中的相乘传递函数近似形式,并结合后置维纳滤波进行语音增强。实验测试结果表明,该算法可以有效抑制相干性和非相干性噪声,提高系统信噪比,减少语音失真。在含有混响的复杂环境中,与其他经典算法对比,该算法的鲁棒性更好,效果更明显。 展开更多
关键词 语音增强 卷积传递函数广义旁瓣抵消器 归一化最小均方 后置滤波
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基于广义旁瓣对消器的Laguerre宽带波束形成 被引量:1
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作者 刘成城 刘亚奇 +1 位作者 赵拥军 杨静 《雷达学报(中英文)》 CSCD 2015年第3期295-300,共6页
基于Frost结构的Laguerre宽带波束形成器可以获得比FIR宽带波束形成器和IIR宽带波束形成器更好的性能,但其需要单极点的最优求解过程,存在计算复杂度较高及收敛速度较慢等问题。该文提出一种基于广义旁瓣对消器(Generalized Sidelobe Ca... 基于Frost结构的Laguerre宽带波束形成器可以获得比FIR宽带波束形成器和IIR宽带波束形成器更好的性能,但其需要单极点的最优求解过程,存在计算复杂度较高及收敛速度较慢等问题。该文提出一种基于广义旁瓣对消器(Generalized Sidelobe Canceller,GSC)的Laguerre滤波器宽带波束形成算法。该算法首先建立基于GSC结构的Laguerre宽带波束形成器模型,然后利用最小二乘方法给出一种低复杂度的极点求解方法,最后利用归一化最小均方根误差方法实现宽带波束形成。仿真实验及理论分析表明,该方法无需基于Frost结构的Laguerre宽带波束形成器单极点最优求解过程,在保证算法较高的输出信干噪比的同时,减少了计算复杂度,提高了收敛速度。 展开更多
关键词 宽带波束形成 Laguerre滤波器 广义旁瓣对消器 最小二乘 归一化最小均方根误差
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GSC框架下的最小均方超声波束形成算法
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作者 骆英 吴强 秦云 《电子科技》 2019年第2期37-41,46,共6页
针对传统超声信号幅度变迹方法中主瓣宽度较宽、空间分辨率较低的问题,提出了一种基于广义旁瓣相消器框架下的最小均方超声波束形成算法。该方法基于期望信号最小方差无失真准则,构造广义旁瓣相消器,将接收到的超声信号分解为自适应与... 针对传统超声信号幅度变迹方法中主瓣宽度较宽、空间分辨率较低的问题,提出了一种基于广义旁瓣相消器框架下的最小均方超声波束形成算法。该方法基于期望信号最小方差无失真准则,构造广义旁瓣相消器,将接收到的超声信号分解为自适应与非自适应上下两个部分:上支路保留期望信号与噪声信号,且期望信号无失真响应约束得到保证;下支路阻塞期望信号,只含有噪声。将两路信号进行维纳滤波,上下支路噪声得到抵消,期望信号被无失真输出。为了使该算法在硬件上易于实现,采用最小均方算法自适应迭代求取,并给出了FPGA的详细设计过程。仿真实验表明,采用该算法加权的得到的波束与传统幅度变迹方法相比,主瓣更窄,具有抑制干扰和噪声的能力,提高了超声成像的横向分辨率与对比度分辨率。 展开更多
关键词 广义旁瓣相消器 最小均方 波束形成 FPGA 抑制干扰 对比度
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智能机器人在线语音控制系统的设计与应用 被引量:2
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作者 孙干 刘丽兰 高增桂 《工业控制计算机》 2019年第1期44-46,共3页
基于麦克风阵列GSC-LMS语音增强算法,结合语音云的智能交互架构,设计了智能机器人在线语音控制系统。系统硬件集成麦克风阵列模块、语音云交互模块和识别数据解析模块,集成度高;系统软件集成麦克风阵列语音增强算法、语音云交互程序和... 基于麦克风阵列GSC-LMS语音增强算法,结合语音云的智能交互架构,设计了智能机器人在线语音控制系统。系统硬件集成麦克风阵列模块、语音云交互模块和识别数据解析模块,集成度高;系统软件集成麦克风阵列语音增强算法、语音云交互程序和识别数据解析程序,系统程序便于维护和定制开发。实践证明,该在线语音控制系统便于集成到智能机器人上使用,并且性能良好,实时性强。 展开更多
关键词 GSC-LMS 语音云 语音控制系统 智能机器人
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Efficient parallel adaptive array beamforming algorithm
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作者 Huang Fei Sheng Weixing Ma Xiaofeng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第6期1221-1226,共6页
For a large-scale adaptive array, the heavy computational load and the high-rate data transmission are two challenges in the implementation of an adaptive digital beamforming system. An efficient parallel digital beam... For a large-scale adaptive array, the heavy computational load and the high-rate data transmission are two challenges in the implementation of an adaptive digital beamforming system. An efficient parallel digital beamforming (DBF) algorithm based on the least mean square algorithm (PLMS) is proposed. An appropriate method is found to partition the least mean square (LMS) algorithm into a number of operational modules, which can be easily executed in a distributed-parallel-processing fashion. As a result, the proposed PLMS algorithm provides an effective solution that can alleviate the bottleneck of high-rate data transmission and reduce the computational cost. PLMS requires less computational load than that of the conventional parallel algorithms based on the recursive least square (RLS) algorithm, as well as it is easier to be implemented to do real time adaptive array processing. Moreover, low sidelobe of the beam pattern is obtained by constraining the static steering vector with Tschebyscheff coefficients. Finally, a scheme of the PLMS algorithm using distributed-parallel-processing system is also proposed. The simulation results demonstrate that the PLMS algorithm has the same interference cancellation performance as that of the conventional LMS algorithm. Moreover, the PLMS algorithm can obtain the same good beamforming performance, regardless how the algorithm is partitioned. It is expected that the proposed algorithm will be used in a large-scale adaptive array system to deal with real time adaptive digital beamforming processing. 展开更多
关键词 adaptive digital beamforming parallel algorithm least mean square generalized sidelobe canceller.
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Coordinated adaptive beamformer over distributed antenna network 被引量:1
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作者 Liu Desheng Lu Songtao +1 位作者 Sun Jinping Wang Jun 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第2期357-362,共6页
The spatial diversity of distributed network demands the individual filter to accommodate the topology of interference environment. In this paper, a type of distributed adaptive beamformer is proposed to mitigate inte... The spatial diversity of distributed network demands the individual filter to accommodate the topology of interference environment. In this paper, a type of distributed adaptive beamformer is proposed to mitigate interference over coordinated antenna arrays network. The proposed approach is formulated as generalized sidelobe canceller (GSC) structure to facilitate the convex combination of neighboring nodes' weights, and then it is solved by unconstrained least mean square (LMS) algorithm due to simplicity. Numerical results show that the robustness and convergence rate of antenna arrays network can be significantly improved in strong interference scenario. And they also clearly illustrate that mixing vector is optimized adaptively and adjusted according to the spatial diversity of the distributed nodes which are placed in different power of received signals to interference ratio (SIR) environments. 展开更多
关键词 Adaptive algorithm Antenna array Distributed network Energy efficient network Generalized sidelobe canceller Least mean square filter
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