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Adaptive controller design based on input-output signal selection for voltage source converter high voltage direct current systems to improve power system stability 被引量:2
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作者 Abdolkhalegh Hamidi Jamal Beiza +1 位作者 Ebrahim Babaei Sohrab Khanmohammadi 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第9期2254-2267,共14页
An input-output signal selection based on Phillips-Heffron model of a parallel high voltage alternative current/high voltage direct current(HVAC/HVDC) power system is presented to study power system stability. It is w... An input-output signal selection based on Phillips-Heffron model of a parallel high voltage alternative current/high voltage direct current(HVAC/HVDC) power system is presented to study power system stability. It is well known that appropriate coupling of inputs-outputs signals in the multivariable HVDC-HVAC system can improve the performance of designed supplemetary controller. In this work, different analysis techniques are used to measure controllability and observability of electromechanical oscillation mode. Also inputs–outputs interactions are considered and suggestions are drawn to select the best signal pair through the system inputs-outputs. In addition, a supplementary online adaptive controller for nonlinear HVDC to damp low frequency oscillations in a weakly connected system is proposed. The results obtained using MATLAB software show that the best output-input for damping controller design is rotor speed deviation as out put and phase angle of rectifier as in put. Also response of system equipped with adaptive damping controller based on HVDC system has appropriate performance when it is faced with faults and disturbance. 展开更多
关键词 高压直流系统 自适应控制器 控制器设计 输入输出 信号选择 电压源换流器 PHILLIPS-HEFFRON模型 稳定性
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Enhancing the powering ability of triboelectric nanogenerator through output signal’s management strategies 被引量:1
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作者 Changxin Qi Zhenyue Yang +3 位作者 Jinyan Zhi Ruichao Zhang Juan Wen Yong Qin 《Nano Research》 SCIE EI CSCD 2023年第9期11783-11800,共18页
As a new branch of efficient and low-cost mechanical energy conversion technology,triboelectric nanogenerator(TENG)is a potential solution to provide a long-term power supply for the Internet of Things(IoT)sensors and... As a new branch of efficient and low-cost mechanical energy conversion technology,triboelectric nanogenerator(TENG)is a potential solution to provide a long-term power supply for the Internet of Things(IoT)sensors and portable electronic devices.However,due to inherent working properties of TENG itself such as extremely high internal impedance,pulse,and alternating current(AC)output,TENG can not directly supply power to loads such as batteries efficiently.Based on these,we describe TENG’s performance from a new perspective of powering ability.It consists of two aspects:the ability to transport charge effectively and the ability to output high power quality current steadily.In order to push forward the developments and applications of TENG,it is necessary to improve its power supply capacity from different perspectives.Fortunately,in recent years,a variety of output signal’s management strategies aiming at effectively managing the generated electricity and significantly improving powering ability of TENG have obtained significantly progress.Herein,this paper discusses the working mechanisms and different load characteristics of TENG at first to clarify the electric performance of TENG.Then,on basis of theoretical analysis,the output signal’s management strategies are elaborated from four aspects:improving the cycle output electricity of TENG,increasing the surface charge density of TENG,improving the power quality of TENG-based energy harvesting system,promoting the application of TENG through integrated circuit(IC)technology and TENG network,and the relevant principles and applications are discussed systematically.Finally,the advantages and disadvantages of the above output signal’s management strategies are summarized and discussed,and the future development of the output signal’s management strategies for TENG is prospected. 展开更多
关键词 triboelectric nanogenerator(TENG) inherent working properties TENG-based energy harvesting system powering ability output signal’s management strategies.
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幅相误差对体积阵MVDR波束形成的影响
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作者 黄燕 焦君圣 +1 位作者 郭世旭 赵鹏 《水下无人系统学报》 2024年第1期139-146,共8页
体积阵是一种由多个水听器组成的立体阵列,能够增大潜标接收基阵的孔径,获得较大的空间增益,工程中多将其制作成具有收合、展开功能的阵列应用于低频吊放声呐。由于各水听器通道内器件参数和幅度增益不一致,体积阵的每个阵元接收到的信... 体积阵是一种由多个水听器组成的立体阵列,能够增大潜标接收基阵的孔径,获得较大的空间增益,工程中多将其制作成具有收合、展开功能的阵列应用于低频吊放声呐。由于各水听器通道内器件参数和幅度增益不一致,体积阵的每个阵元接收到的信号之间存在幅相误差。文中通过建立存在幅相误差时的双圆环体积阵模型,从统计学角度分析了幅相误差对其协方差矩阵、最小方差无畸变(MVDR)波束形成器的输出信噪比(SNR)、阵增益以及方位估计精度的影响。计算机仿真结果表明,阵列幅相误差的存在会导致MVDR波束形成器的输出SNR和阵增益降低;对于相位误差而言,当输入SNR在-5 dB以上时,这种影响随输入SNR的增大越来越明显;对于幅度误差而言,当输入SNR在-10 dB以上时,幅度误差对MVDR波束形成器的输出SNR和阵增益的影响会更显著;并且,相比于幅度误差,MVDR波束形成的方位估计精度对相位误差更加敏感。 展开更多
关键词 水听器 体积阵 幅相误差 输出信噪比 阵增益 方位估计精度
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基于Simulink的匹配滤波器设计与实验
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作者 曹阔 张姣 +1 位作者 马东堂 张晓瀛 《电气电子教学学报》 2024年第3期204-207,共4页
针对匹配滤波器教学内容中缺乏相关课程实验与实现的教学环节,基于Simulink仿真平台搭建了二进制确知数字信号的匹配滤波型最佳接收机架构,并采用了四种传输函数进行对比验证。这一实验教学活动的引入有助于增强教学内容的趣味性,激发... 针对匹配滤波器教学内容中缺乏相关课程实验与实现的教学环节,基于Simulink仿真平台搭建了二进制确知数字信号的匹配滤波型最佳接收机架构,并采用了四种传输函数进行对比验证。这一实验教学活动的引入有助于增强教学内容的趣味性,激发学生的学习热情,使原本抽象且枯燥的知识点变得具体、生动形象,提升了学生对匹配滤波器原理的理解与应用能力。 展开更多
关键词 匹配滤波器 数字信号的最佳接收 最大输出信噪比准则
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考虑右半平面极点的三相并网变换器小干扰稳定性分析
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作者 邢法财 蒋哲 +4 位作者 武诚 张志轩 田鸣鹤 赵玉静 叶华 《电力系统保护与控制》 EI CSCD 北大核心 2024年第6期42-50,共9页
电力电子设备渗透率的不断提高使得电力系统转动惯量和阻尼水平下降,对新型电力系统安全稳定运行带来不可忽略的影响。目前并网变换器系统判稳方法常采用奈奎斯特判据和广义奈奎斯特判据,但这两种判据均适用于阻抗比中不含右半平面(righ... 电力电子设备渗透率的不断提高使得电力系统转动惯量和阻尼水平下降,对新型电力系统安全稳定运行带来不可忽略的影响。目前并网变换器系统判稳方法常采用奈奎斯特判据和广义奈奎斯特判据,但这两种判据均适用于阻抗比中不含右半平面(right half plane, RHP)极点的场景。针对上述问题,基于考虑正负序耦合和源荷之间耦合的等效单输入单输出(single-input single-output, SISO)系统阻抗模型,提出了考虑RHP极点的三相变换器并网系统判稳方法。首先,对研究系统的RHP极点个数及奈奎斯特曲线包围点(-1, j0)的次数进行估算。然后,在奈奎斯特判据的基础上,利用SISO系统阻抗伯德图进行分析,在系统存在RHP极点的情况下对系统的稳定性进行判断。最后,基于Matlab/Simulink中搭建电磁暂态仿真模型,验证了在有无RHP极点的不同场景下,所提判稳方法均能对三相变换器并网系统的小干扰稳定性进行有效分析。 展开更多
关键词 并网变换器 单输入单输出 小干扰稳定性 右半平面极点 源荷耦合 阻抗伯德图
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发射波束域MIMO-STAP雷达发射接收联合设计方法
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作者 李志汇 潘继飞 +3 位作者 周青松 毛云祥 刘方正 石树杰 《国防科技大学学报》 EI CAS CSCD 北大核心 2024年第2期139-145,共7页
研究了信号相关杂波背景下机载多输入多输出(multiple-input multiple-output,MIMO)雷达发射波束形成和接收滤波器的联合设计问题,建立了机载MIMO雷达发射波束域空时自适应处理(space-time adaptive processing,STAP)信号模型。为了提... 研究了信号相关杂波背景下机载多输入多输出(multiple-input multiple-output,MIMO)雷达发射波束形成和接收滤波器的联合设计问题,建立了机载MIMO雷达发射波束域空时自适应处理(space-time adaptive processing,STAP)信号模型。为了提升杂波环境下目标的检测性能,通过最大化输出信干噪比构建了发射波束形成和接收滤波器的联合设计问题;然后,设计了一种新的基于优化最小化(majorization-minimization,MM)框架的迭代优化算法来解决联合设计问题。该算法通过合理寻找目标函数的下界可以有效提升算法的收敛速度并降低算法的运行时间。此外,与传统的相控阵雷达和MIMO雷达相比,优化后的发射波束形成和接收滤波器可以显著提升输出信干噪比,仿真实验验证了所提方法的有效性。 展开更多
关键词 多输入多输出雷达 空时自适应处理 发射波束形成 接收滤波器 输出信干噪比 联合设计
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转速传感器信号处理与自学习策略研究 被引量:1
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作者 杨政 薛亚飞 +1 位作者 张文青 王代胜 《汽车电器》 2024年第4期26-28,共3页
转速传感器作为自动变速器传动系统控制的重要一环,其在传动系统应用中,通过采集变速器内部传动轴齿轮转速信息,实现精确地控制换挡时机、锁止离合器状态、换挡挡位等,是传动系统自动变速器控制的主信号。但在实际使用过程中,存在转速... 转速传感器作为自动变速器传动系统控制的重要一环,其在传动系统应用中,通过采集变速器内部传动轴齿轮转速信息,实现精确地控制换挡时机、锁止离合器状态、换挡挡位等,是传动系统自动变速器控制的主信号。但在实际使用过程中,存在转速传感器功能正常,却偶发出现无信号输出情况,导致自动变速器传动系统故障,车辆无法正常使用。为此,文章对转速传感器无信号输出故障进行详细研究,首先从基本原理、信号识别逻辑以及温度对信号的影响等方面入手,探讨转速传感器信号在不同温度下的适应性,总结出转速传感器信号在温升过程中的偏移原因,并针对相关影响因素,对自复位策略进行优化,以便能有效提升传动系统的稳定性。 展开更多
关键词 转速传感器 无信号输出 自学习
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基于期望传播算法的多天线信号检测:架构、技术与挑战
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作者 蒲旭敏 孙致南 +1 位作者 宋米雪 陈前斌 《电讯技术》 北大核心 2024年第1期158-168,共11页
近年来,期望传播(Expectation Propagation,EP)算法被广泛应用于多输入多输出(Multiple-Input Multiple-Output,MIMO)信号检测。EP是一种优良的贝叶斯推断算法,能够良好匹配信号检测工作所对应的贝叶斯模型,是目前接近最优检测算法的先... 近年来,期望传播(Expectation Propagation,EP)算法被广泛应用于多输入多输出(Multiple-Input Multiple-Output,MIMO)信号检测。EP是一种优良的贝叶斯推断算法,能够良好匹配信号检测工作所对应的贝叶斯模型,是目前接近最优检测算法的先进检测算法之一。面向6G,EP可在诸多场景达成高性能信号检测,对未来超高可靠通信需求提供支撑,具有实际研究意义。然而,当前研究缺乏该算法的综述性分析,相关研究人员缺乏直观学习参考。概述了基于期望传播算法的MIMO信号检测架构以及相关技术研究现状,总结了现有问题并展望了未来研究挑战,旨在为相关研究人员提供思路,为EP信号检测算法服务6G实际通信场景做出贡献。 展开更多
关键词 6G 多输入多输出(MIMO) 信号检测 期望传播 消息传递
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Effect of inertial mass on a linear system driven by dichotomous noise and a periodic signal
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作者 李鹏 聂林如 +1 位作者 吕秀敏 张启波 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第10期123-131,共9页
A linear system driven by dichotomous noise and a periodic signal is investigated in the underdamped case. The exact expressions of output signal amplitude and signal-to-noise ratio (SNR) of the system are derived. ... A linear system driven by dichotomous noise and a periodic signal is investigated in the underdamped case. The exact expressions of output signal amplitude and signal-to-noise ratio (SNR) of the system are derived. By means of numerical calculation, the results indicate that (i) at some fixed noise intensities, the output signal amplitude with inertial mass exhibits the structure of a single peak and single valley, or even two peaks if the dichotomous noise is asymmetric; (ii) in the case of asymmetric dichotomous noise, the inertial mass can cause non-monotonic behaviour of the output signal amplitude with respect to noise intensity; (iii) the curve of SNR versus inertial mass displays a maximum in the case of asymmetric dichotomous noise, i.e., a resonance-like phenomenon, while it decreases monotonically in the case of symmetric dichotomous noise; (iv) if the noise is symmetric, the inertial mass can induce stochastic resonance in the system. 展开更多
关键词 underdamped linear system dichotomous noise inertial mass output signal amplitude signal-to-noise ratio
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基于SENT协议的传感器输出信号采集系统设计
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作者 戴志美 《集成电路应用》 2024年第1期4-5,共2页
阐述基于SENT协议的传感器输出信号采集系统设计,包括采集系统的原理和整体设计、采集系统芯片、上位机的编程语言、通信方式,信号处理的设计、LabVIEW程序设计,分析性能测试方式。
关键词 SENT协议 高性能传感器 输出信号采集
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基于LMT信号的微电网交流器输出阻抗校正方法
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作者 关朝杰 谷明哲 +1 位作者 王逸超 郭新志 《电子设计工程》 2024年第7期32-36,共5页
微电网交流器输出阻抗校正方法难以抑制交互过程产生的谐波谐振,导致失稳。为此,提出基于LMT信号的微电网交流器输出阻抗校正方法,分析下垂控制变闭环输出阻抗,计算输出功率调节转换器的额定电流小扰动能量,建立传递函数实现阻抗分析。... 微电网交流器输出阻抗校正方法难以抑制交互过程产生的谐波谐振,导致失稳。为此,提出基于LMT信号的微电网交流器输出阻抗校正方法,分析下垂控制变闭环输出阻抗,计算输出功率调节转换器的额定电流小扰动能量,建立传递函数实现阻抗分析。通过LMT信号原理重新定义所有数据格式,计算微电网交流器阻抗数值,利用LMT信号反演实现阻抗校正。实验结果表明,校正前的电压峰值为375 V,峰值电流为400 A,校正后的波形均匀稳定,且峰值与校正前基本一致,因此基于LMT信号的微电网交流器输出阻抗校正方法能保证校正过程的稳定性。 展开更多
关键词 LMT信号 微电网 交流器 输出阻抗 阻抗校正
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采用CNN的MIMO-OFDM可见光通信接收机
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作者 聂康宁 林邦姜 +2 位作者 骆加彬 万翔宇 潘亚东 《福州大学学报(自然科学版)》 CAS 北大核心 2024年第2期161-167,共7页
为了克服多输入多输出(MIMO)-正交频分复用(OFDM)可见光通信(VLC)系统中存在的信号串扰、高峰均功率比、发光二极管(LED)的带宽受限和非线性效应等问题,提出一种基于卷积神经网络(CNN)的VLC接收机.该接收机通过对接收端失真信号和发射... 为了克服多输入多输出(MIMO)-正交频分复用(OFDM)可见光通信(VLC)系统中存在的信号串扰、高峰均功率比、发光二极管(LED)的带宽受限和非线性效应等问题,提出一种基于卷积神经网络(CNN)的VLC接收机.该接收机通过对接收端失真信号和发射端原始信号的学习,能够实现MIMO-OFDM可见光通信系统的信号解调,有效提升系统对非线性失真的抑制能力并具有较低的复杂度.实验结果表明,与最小二乘法接收机相比,CNN接收机能有效补偿信号受到的线性和非线性失真以及不同用户间的信号串扰,平均误码率提升超过一个数量级,同时有效克服LED带宽受限问题,比特传输速率提升53%. 展开更多
关键词 多输入多输出 正交频分复用 卷积神经网络 信号补偿 可见光通信
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基于MAX038的信号发生电路设计
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作者 马亮 《集成电路应用》 2024年第2期26-27,共2页
阐述基于MAX038进行的函数信号发生系统的硬件电路设计,包括总体原理设计、系统硬件电路设计、各分电路设计,实现对于不同波形种类选择的控制,较好地完成多波形输出的方案。
关键词 电路设计 信号发生器 MAX038 多波形输出
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应答器传输系统可靠通信范围研究
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作者 王通 邢跃飞 《铁道通信信号》 2024年第5期60-66,共7页
现有的车载应答器传输模块(BTM)与应答器仅对自身的电磁场分布进行标准符合性测试,而在实际工程应用中,对于不同型号BTM与应答器的组合,车地可靠通信范围各不相同。为优化车载BTM与地面应答器性能,提高应答器传输系统的安全性,研究基于... 现有的车载应答器传输模块(BTM)与应答器仅对自身的电磁场分布进行标准符合性测试,而在实际工程应用中,对于不同型号BTM与应答器的组合,车地可靠通信范围各不相同。为优化车载BTM与地面应答器性能,提高应答器传输系统的安全性,研究基于BTM和地面应答器的下行射频能量激励过程和上行链路信号发送过程的可靠通信范围量化方法。通过分析矩形天线场分布特性和应答器输入输出特性等,结合完整的车地通信过程(车载下行激励、地面接收启动、地面输出发送和车载判别接收等),考虑BTM射频能量信号分布强度、应答器射频能量转化率、应答器上行信号分布强度、BTM上行信号接收敏感度等影响因子,对车地可靠通信范围建立归一化模型。经试验验证,量化估计的归一化模型与实际测得的应答器传输系统通信范围基本一致。应答器传输系统车地通信过程的量化建模与分析过程,可为应答器传输系统设计、测试与应用提供参考。 展开更多
关键词 应答器 应答器传输模块 可靠通信范围 涡状磁场 多瓣包络感应信号 输入输出
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Modulation recognition of MIMO radar signal based on joint HOS and SNR algorithm 被引量:3
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作者 Xiaojing Wang Ying Xiong +1 位作者 Yunhao Li Bin Tang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第2期226-236,共11页
This paper presents a joint high order statistics (HOS) and signal-to-noise ratio (SNR) algorithm for the recognition of multiple-input multiple-output (MIMO) radar signal without a priori knowledge of the signa... This paper presents a joint high order statistics (HOS) and signal-to-noise ratio (SNR) algorithm for the recognition of multiple-input multiple-output (MIMO) radar signal without a priori knowledge of the signal parameters. This method is capable of recognizing the MIMO radar signal as well as discriminating it from single-carrier signal adopted by conventional radar. Meanwhile, the sub-carrier number of the none-coding MIMO radar signal is estimated. Extensive simulations are carried out in different operating conditions. Simulation results prove the feasibility and indicate that the recognition probability could reach over 90% when the value of SNR is above 0 dB. 展开更多
关键词 modulation recognition multiple-input multiple-output(MIMO) radar signal high order statistics (HOS).
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An on-line data acquisition system of oscilloscope-embedded input/output controller for cavity BPM measurement 被引量:1
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作者 ZHANG Ning WANG Baopeng LENG Yongbin 《Nuclear Science and Techniques》 SCIE CAS CSCD 2011年第6期321-325,共5页
Cavity beam position monitor(BPM) is widely used in a precise electron beam position measurement. Based on high performance oscilloscope-embedded EPICS input/output controller,we developed an on-line cavity BPM signal... Cavity beam position monitor(BPM) is widely used in a precise electron beam position measurement. Based on high performance oscilloscope-embedded EPICS input/output controller,we developed an on-line cavity BPM signal processing system for fast data acquisition solution when designing a cavity BPM.Also,methods for extracting the position information from cavity pickup signals and calibration algorithm are included in this solution. 展开更多
关键词 嵌入式控制器 数据采集系统 输入/输出 位置测量 BPM 示波器 信号处理系统 束流位置
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Performance Analysis on Output SINR of Robust Two-Stage Beamforming
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作者 Tsui-Tsai Lin Fuh-Hsin Hwang Juinn-Horng Deng 《Journal of Signal and Information Processing》 2011年第1期37-43,共7页
In this paper, we present a theoretical analysis of the output signal-to-interference-plus-noise ratio (SINR) for eigen-space beamformers so as to investigate the performance degradation caused by large pointing error... In this paper, we present a theoretical analysis of the output signal-to-interference-plus-noise ratio (SINR) for eigen-space beamformers so as to investigate the performance degradation caused by large pointing errors. For the sake of reducing such performance loss, a robust scheme, which consists of two cascaded signal processors, is proposed for adaptive beamformers. In the first stage, an algorithm possessing time efficiency is developed to adjust the direc-tion-of-arrival (DOA) estimate of the desired source. Based the achieved DOA estimate, the second stage provides an eigenspace beamformer combined with the spatial derivative constraints (SDC) to further mitigate the cancellation of the desired signal. Analysis and numerical results have been conducted to verify that the proposed scheme yields a better robustness against pointing errors than the conventional approaches. 展开更多
关键词 BEAMFORMING Large POINTING Error output signal-To-Interference-Plus-Noise Ratio (SINR) EIGENSPACE BEAMFORMER TWO-STAGE
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Polyphase coded signal design for MIMO radar using MO-MicPSO 被引量:8
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作者 Xiangneng Zeng Yongshun Zhang Yiduo Guo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第3期381-386,共6页
A novel modified optimization technique known as the multi-objective micro particle swarm optimization(MO-MicPSO) is proposed for polyphase coded signal design.The proposed MO-MicPSO requires only a small population... A novel modified optimization technique known as the multi-objective micro particle swarm optimization(MO-MicPSO) is proposed for polyphase coded signal design.The proposed MO-MicPSO requires only a small population size compared with the standard particle swarm optimization that uses a larger population size.This new method is guided by an elite archive to finish the multi-objective optimization.The orthogonal polyphase coded signal(OPCS) can fundamentally improve the multiple input multiple output(MIMO) radar system performance,with which the radar system has high resolution and abundant signal channels.Simulation results on the polyphase coded signal design show that the MO-MicPSO can perform quite well for this high-dimensional multi-objective optimized problem.Compared with particle swarm optimization or genetic algorithm,the proposed MO-MicPSO has a better optimized efficiency and less time consumption. 展开更多
关键词 multi-objective micro particle swarm optimization(MO-MicPSO) phase-coded signal multiple input multiple output(MIMO) radar ambiguity function.
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8位高速低功耗流水线型ADC优化设计研究 被引量:1
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作者 黄玮 谢亚伟 居水荣 《科技创新与应用》 2023年第24期60-63,67,共5页
采用每级为1.5位精度的7级流水线结构,即7级子ADC设计一个8位80 MS/s的低功耗模数转换电路。通过设计精简且高效的数字校准和输出寄存模块,消除ADC实现过程中各种因素的影响,提高ADC的精度和信噪比。采用0.18μm CMOS工艺完成加工后,测... 采用每级为1.5位精度的7级流水线结构,即7级子ADC设计一个8位80 MS/s的低功耗模数转换电路。通过设计精简且高效的数字校准和输出寄存模块,消除ADC实现过程中各种因素的影响,提高ADC的精度和信噪比。采用0.18μm CMOS工艺完成加工后,测得该ADC在输入信号为36.25 MHz,采样速率为80 MHz下的信噪比(SNR)为49.6 dB,有效位数(ENOB)接近8位,典型的功耗电流只有18 mA,整个ADC的芯片面积为0.5 mm^(2)。 展开更多
关键词 流水线型ADC 采样保持电路 动态比较器 数字校准和输出寄存 低功耗 信噪比
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Auxiliary Model Based Multi-innovation Stochastic Gradient Identification Methods for Hammerstein Output-Error System
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作者 冯启亮 贾立 李峰 《Journal of Donghua University(English Edition)》 EI CAS 2017年第1期53-59,共7页
Special input signals identification method based on the auxiliary model based multi-innovation stochastic gradient algorithm for Hammerstein output-error system was proposed.The special input signals were used to rea... Special input signals identification method based on the auxiliary model based multi-innovation stochastic gradient algorithm for Hammerstein output-error system was proposed.The special input signals were used to realize the identification and separation of the Hammerstein model.As a result,the identification of the dynamic linear part can be separated from the static nonlinear elements without any redundant adjustable parameters.The auxiliary model based multi-innovation stochastic gradient algorithm was applied to identifying the serial link parameters of the Hammerstein model.The auxiliary model based multi-innovation stochastic gradient algorithm can avoid the influence of noise and improve the identification accuracy by changing the innovation length.The simulation results show the efficiency of the proposed method. 展开更多
关键词 Hammerstein output-error system special input signals auxiliary model based multi-innovation stochastic gradient algorithm innovation length
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