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A Hybrid Integrated and Low-Cost Multi-Chip Broadband Doherty Power Amplifier Module for 5G Massive MIMO Application
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作者 Fei Huang Guansheng Lv +2 位作者 Huibo Wu Wenhua Chen Zhenghe Feng 《Engineering》 SCIE EI CAS CSCD 2024年第7期223-232,共10页
In this paper,a hybrid integrated broadband Doherty power amplifier(DPA)based on a multi-chip module(MCM),whose active devices are fabricated using the gallium nitride(GaN)process and whose passive circuits are fabric... In this paper,a hybrid integrated broadband Doherty power amplifier(DPA)based on a multi-chip module(MCM),whose active devices are fabricated using the gallium nitride(GaN)process and whose passive circuits are fabricated using the gallium arsenide(GaAs)integrated passive device(IPD)process,is proposed for 5G massive multiple-input multiple-output(MIMO)application.An inverted DPA structure with a low-Q output network is proposed to achieve better bandwidth performance,and a single-driver architecture is adopted for a chip with high gain and small area.The proposed DPA has a bandwidth of 4.4-5.0 GHz that can achieve a saturation of more than 45.0 dBm.The gain compression from 37 dBm to saturation power is less than 4 dB,and the average power-added efficiency(PAE)is 36.3%with an 8.5 dB peak-to-average power ratio(PAPR)in 4.5-5.0 GHz.The measured adjacent channel power ratio(ACPR)is better than50 dBc after digital predistortion(DPD),exhibiting satisfactory linearity. 展开更多
关键词 5G Doherty power amplifier Multi-input multi-output Multi-chip modules Hybrid integrated
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New thermal optimization scheme of power module in solid-state amplifier 被引量:4
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作者 Lie-Peng Sun Zhen-Yu Yuan +5 位作者 Cheng Zhang Xian-Bo Xu Jun-Gang Miao Jian-Hua Zhang Long-Bo Shi Yuan He 《Nuclear Science and Techniques》 SCIE CAS CSCD 2019年第4期143-149,共7页
The new 1 kW power module for ADS project needs the optimization of cooling design including water flow and tunnel layout, and the water flow of three tons per hour was chosen to be a goal for a 20 kW power source.Acc... The new 1 kW power module for ADS project needs the optimization of cooling design including water flow and tunnel layout, and the water flow of three tons per hour was chosen to be a goal for a 20 kW power source.According to analysis from the insertion and integrated loss, about 24 modules were integrated into the rated power. Thus, every module has a cooling flow of 2.1 L/min for RF heat load and power supply loss, which is very hard to achieve if no special consideration and techniques. A new thermal simulation method was introduced for thermal analysis of cooling plate through CST multi-physics suite,especially for temperature of power LDMOS transistor.Some specific measures carried out for the higher heat transfer were also presented in this paper. 展开更多
关键词 RF system SOLID-STATE amplifier power module HEAT TRANSFER COEFFICIENT
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Broadband Dual-Input Doherty Power Amplifier Design Based on a Simple Adaptive Power Dividing Ratio Function
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作者 Dai Zhijiang Zhong Kang +2 位作者 Li Mingyu Pang Jingzhou Jin Yi 《China Communications》 SCIE CSCD 2024年第5期97-112,共16页
In this paper,a simple adaptive power dividing function for the design of a dual-input Doherty power amplifier(DPA)is presented.In the presented approaches,the signal separation function(SSF)at different frequency poi... In this paper,a simple adaptive power dividing function for the design of a dual-input Doherty power amplifier(DPA)is presented.In the presented approaches,the signal separation function(SSF)at different frequency points can be characterized by a polynomial.And in the practical test,the coefficients of SSF can be determined by measuring a small number of data points of input power.Same as other dualinput DPAs,the proposed approach can also achieve high output power and back-off efficiency in a broadband operation band by adjusting the power distribution ratio flexibly.Finally,a 1.5-2.5 GHz highefficiency dual-input Doherty power amplifier is implemented according to this approach.The test results show that the peak power is 48.6-49.7d Bm,and the 6-d B back-off efficiency is 51.0-67.0%,and the saturation efficiency is 52.4-74.6%.The digital predistortion correction is carried out at the frequency points of 1.8/2.1GHz,and the adjacent channel power ratio is lower than-54.5d Bc.Simulation and experiment results can verify the effectiveness and correctness of the proposed method. 展开更多
关键词 BROADBAND doherty power amplifier dualinput efficiency enhancement load modulation
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Channel estimation in integrated radar and communication systems with power amplifier distortion
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作者 LIU Yan YI Jianxin +2 位作者 WAN Xianrong RAO Yunhua HAO Caiyong 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第5期1098-1108,共11页
To reduce the negative impact of the power amplifier(PA)nonlinear distortion caused by the orthogonal frequency division multiplexing(OFDM)waveform with high peak-to-average power ratio(PAPR)in integrated radar and co... To reduce the negative impact of the power amplifier(PA)nonlinear distortion caused by the orthogonal frequency division multiplexing(OFDM)waveform with high peak-to-average power ratio(PAPR)in integrated radar and communication(RadCom)systems is studied,the channel estimation in passive sensing scenarios.Adaptive channel estimation methods are proposed based on different pilot patterns,considering nonlinear distortion and channel sparsity.The proposed methods achieve sparse channel results by manipulating the least squares(LS)frequency-domain channel estimation results to preserve the most significant taps.The decision-aided method is used to optimize the sparse channel results to reduce the effect of nonlinear distortion.Numerical results show that the channel estimation performance of the proposed methods is better than that of the conventional methods under different pilot patterns.In addition,the bit error rate performance in communication and passive radar detection performance show that the proposed methods have good comprehensive performance. 展开更多
关键词 channel estimation integrated radar and communication(RadCom) passive sensing nonlinear distortion power amplifier(pa) pilot pattern
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Analysis of Drain Modulation for High Voltage GaN Power Amplifier Considering Parasitics 被引量:1
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作者 CHEN Xiaoqing CHENG Aiqiang +2 位作者 ZHU Xinyi GU Liming TANG Shijun 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2022年第5期521-529,共9页
For high-voltage and high-power Gallium Nitride(GaN)power amplifiers,a drain modulation circuit with rapid rise and fall time is proposed in this paper.To decrease the rise and fall time,the high-side bootstrap drive ... For high-voltage and high-power Gallium Nitride(GaN)power amplifiers,a drain modulation circuit with rapid rise and fall time is proposed in this paper.To decrease the rise and fall time,the high-side bootstrap drive circuit with an auxiliary discharge switch is proposed.The effect of the parasitics is analyzed based on calculation and the parallel bonding is proposed.The storage capacitance of power supply is calculated quantitatively to provide large pulse current.To ensure safe operation of the power amplifier,the circuit topology with the dead-time control and sequential control is proposed.Finally,a prototype is built to verify the drain modulation circuit design.The experiments prove that the rise time and fall time of the output pulse signal are both less than 100 ns. 展开更多
关键词 drain modulation GAN high voltage power amplifier parasitic inductance N-MOS driver
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全光纤MOPA结构高功率脉冲激光器设计
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作者 李全法 渠彪 潘诗发 《光通信技术》 北大核心 2025年第2期100-105,共6页
为实现高功率、多参数可调的全光纤主振荡功率放大器(MOPA)结构纳秒脉冲激光输出,采用电路直接调制的半导体激光器作为种子源,设计了一种全光纤MOPA结构高功率脉冲激光器,优化了有源光纤弯曲半径及光路结构。实验结果表明,当一级和二级... 为实现高功率、多参数可调的全光纤主振荡功率放大器(MOPA)结构纳秒脉冲激光输出,采用电路直接调制的半导体激光器作为种子源,设计了一种全光纤MOPA结构高功率脉冲激光器,优化了有源光纤弯曲半径及光路结构。实验结果表明,当一级和二级泵浦功率分别为2.2 W和34.38 W时,该激光器可获得平均输出功率为20.85 W、最大峰值功率为12.9 kW、中心波长为1064.5 nm、线宽为3.75 nm、平均光束质量M2为1.345的稳定输出。 展开更多
关键词 脉冲激光器 全光纤 掺镱光纤激光器 种子源调制 主振荡功率放大器
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A CMOS Power Amplifier with 100% and 18% Modulation Depth for Mobile RFID Readers
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作者 高同强 张春 +1 位作者 池保勇 王志华 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2008年第6期1044-1047,共4页
Aiming at the specific protocol of RFID technology,a 915MHz CMOS transmitter front-end for OOK modulation is implemented in a 0.18μm CMOS process. The transmitter incorporates a class-E power amplifier (PA), a modu... Aiming at the specific protocol of RFID technology,a 915MHz CMOS transmitter front-end for OOK modulation is implemented in a 0.18μm CMOS process. The transmitter incorporates a class-E power amplifier (PA), a modulator, and a control logic unit. The direct-conversion architecture minimizes the required on-and-off-chip components and provides a low-cost and efficient solution. A novel structure is proposed to provide the modulation depth of 100% and 18% ,respectively. The PA presents an output ldB power of 17.6dBm while maintaining a maximum PAE of 35.4%. 展开更多
关键词 CMOS power amplifier RFID TRANSMITTER modulation depth
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Tri-state Modulation Power Driving of Electro-hydraulic Proportional Amplifier 被引量:3
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作者 NIE Yong WANG Qingfeng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2009年第5期639-644,共6页
Switch electro-hydraulic proportional amplifier(PA) widely employs single switch modulation power driving(SSMPD) or reverse discharging power driving(RDPD) at present. SSMPD has slow dynamic response, and can't... Switch electro-hydraulic proportional amplifier(PA) widely employs single switch modulation power driving(SSMPD) or reverse discharging power driving(RDPD) at present. SSMPD has slow dynamic response, and can't adjust independently the dither signal's amplitude and frequency; RDPD accelerates the current decay; consequently, it increases current ripple and power loss. For the purpose of solving the above mentioned problem, the tri-state modulation power driving(TSMPD) scheme was proposed for improving the performance of power driving. Detailedly, the hardware circuit for the tri-state modulation power driving is designed; the tri-state modulation algorithm is realized by digital signal processor(DSP). The tri-state modulation power driving is investigated by experiments, comparetive experiments among the single switch modulation power driving(SSMPD), reverse discharging power driving(RDPD), and the TSMPD are implemented, and the experimental results demonstrate that the linearity error of TSMDP meets the requirement of PA; the current response of TSMSP is the best; the amplitude of ripple current of the TSMPD can be reduced without increasing frequency of PWM, in addition, dither signal amplitude and frequency can be adjusted independently for each other. It is very meaningful to guide the development of high performance proportional amplifier for high frequency response proportional solenoid. 展开更多
关键词 electro-hydraulic proportional control proportional amplifier tri-state modulation power driving
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Design Technologies for Silicon-Based High-Efficiency RF Power Amplifiers:A Brief Overview 被引量:1
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作者 Ruili Wu Jerry Lopez +1 位作者 Yan Li Donald Y.C.Lie 《ZTE Communications》 2011年第3期28-35,共8页
This paper presents a brief overview of several promising design technologies for high efficiency silicon-based radio frequency (RF) power amplifiers (PAs) as well as the use of these technologies in mobile broadb... This paper presents a brief overview of several promising design technologies for high efficiency silicon-based radio frequency (RF) power amplifiers (PAs) as well as the use of these technologies in mobile broadband wireless communications. Four important aspects of PA design are addressed in this paper. First, we look at class-E PA design equations and provide an example of a class-E PA that achieves efficiency of 65-70% at 2.4 GHz. Then, we discuss state-of-the-art envelope tracking (ET) design for monolithic wideband RF mobile transmitter applications. A brief overview of Doherty PA design for the next-generation wireless handset applications is then given. Towards the end of the paper, we discuss an inherently broadband and highly efficient class-J PA design targeting future multi-band multi-standard wireless communication protocols. 展开更多
关键词 radio frequency power amplifier silicon-based power amplifier envelope tracking class-E amplifier broadband pa class-J Doherty power amplifier
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Pruned Volterra Models with Memory Effects for Nonlinear Power Amplifiers 被引量:1
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作者 Pengpeng Li Qingfang Zhang +2 位作者 Ping Wang Zhongshan Xie Bing Liu 《Communications and Network》 2013年第3期570-572,共3页
In this letter, a novel model is proposed for modeling the nonlinearity and memory effects of power amplifiers. The classical Volterra model is modified through a function of the sum of nonlinearity order with sum of ... In this letter, a novel model is proposed for modeling the nonlinearity and memory effects of power amplifiers. The classical Volterra model is modified through a function of the sum of nonlinearity order with sum of memory length. The parameters of this model can be extracted in digital domain since the model is analyzed based on the envelope signals. The model we proposed enables a substantial reduction in the number of coefficients involved, and with excellent accuracy. 展开更多
关键词 VOLTERRA SERIES power amplifier (pa) BEHAVIORAL Model MEMORY Effect
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Linear Power Amplifier Modeling Based on Predistortion Technology
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作者 XIE Yulin XIE Wei +2 位作者 CHEN Long XIONG Jie LEI Gui 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2017年第5期395-401,共7页
Different power amplifier (PA) models have their own effects on PA linearization. In this paper, the nonlinear characteristic of the radio frequency power amplifier (RF PA) is simulated based on the two models com... Different power amplifier (PA) models have their own effects on PA linearization. In this paper, the nonlinear characteristic of the radio frequency power amplifier (RF PA) is simulated based on the two models combining predistortion technology, and the nonlinear effects of the two models are analyzed, respectively. The simulation results show that Power Series model normalized mean square error (NMSE) is -37.8 dB, which is less than Power Series model -30.4 dB before loading predistortion technology. NMSE of the two systems are -23.4 dB and -26.0 dB respectively, while Saleh model compensates better than the Power Series model combing predistortion technology. The error vector magni- tude (EVM) of Power Series model is only 6.75%, whereas the Saleh model EVM is 9.99%, indicating that Power Series model can better describe the nonlinear characteristic of PA. It will have a positive effect on improving the power utilization of wireless communication system. 展开更多
关键词 predistortion technology nonlinear characteristic power amplifier pa
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NONLINEAR CHARACTERIZATION OF CONCURRENT DUAL-BAND RF POWER AMPLIFIERS
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作者 Hui Ming Liu Taijun +3 位作者 Ye Yan Zhang Haili Shen Dongya Li Liang 《Journal of Electronics(China)》 2012年第3期215-221,共7页
In this paper, the synchronous concurrent dual-band RF signal is used to drive the RF Power Amplifier (PA). The nonlinear characterization of a concurrent dual-band RF PA is discussed while two band signals in the dua... In this paper, the synchronous concurrent dual-band RF signal is used to drive the RF Power Amplifier (PA). The nonlinear characterization of a concurrent dual-band RF PA is discussed while two band signals in the dual-band are modulated by CDMA2000 and WCDMA signals. When the two band signals in the dual-band of the PA are modulated with the same signals, it is found that the nonlinearity of the PA can be expressed by any of the two corresponding baseband data. On the other hand, when the two band signals in the dual-band of the PA are modulated with two different signals, the PA nonlinearity cannot be characterized by any of the two corresponding baseband data. In this case, its nonlinearity has to be denoted by a composite signals consisting of the two baseband signals. Consequently, the requirements for the speed of the A/D converter can be largely reduced. The experimental results with CDMA2000 and WCDMA signals demonstrate the speed of the A/D converter required is only 30 M Sample Per Second (SaPS), but it will be at least 70 M SaPS for the conventional method. 展开更多
关键词 Concurrent dual-band power amplifier (pa) Nonlinear characterization Digital base-band Pre-Distortion (DPD)
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A 1.8 GHz Power Amplifier Class-E with Good Average Power Added Efficiency
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作者 Mousa Yousefi Ziaadin Daie Koozehkanani +1 位作者 Jafar Sobhi Hamid Jangi 《Circuits and Systems》 2013年第8期504-509,共6页
This paper presents a 1.8 GHz class-E controlled power amplifier (PA). The proposed power amplifier is designed with two-stage architecture. The main advantage of the proposed technique for output control power is a h... This paper presents a 1.8 GHz class-E controlled power amplifier (PA). The proposed power amplifier is designed with two-stage architecture. The main advantage of the proposed technique for output control power is a high 37 dB output power dynamic range with good average power adding efficiency. The measurement results show that the PA achieves a high power gain of 23 dBm and power added efficiency (PAE) by 38%. The circuit was post layout simulated in a standard 0.18 μm CMOS technology. 展开更多
关键词 power Added Efficiency power amplifier CLASS-E Dynamic Range POLAR Modulation Output power
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基于阻抗拟合的频率可重构功率放大器设计
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作者 林韬 于翠屏 刘元安 《太赫兹科学与电子信息学报》 2025年第7期742-747,共6页
本文实现了一种高效率频率可重构AB类功放,通过阻抗拟合算法优化匹配结构,实现了不同频率条件下的复阻抗与50Ω输出负载阻抗的同步匹配,提升漏极效率(DE)并拓展了带宽。测试结果表明,在2.2~2.6 GHz的400 MHz内,饱和输出功率为39.74~42.0... 本文实现了一种高效率频率可重构AB类功放,通过阻抗拟合算法优化匹配结构,实现了不同频率条件下的复阻抗与50Ω输出负载阻抗的同步匹配,提升漏极效率(DE)并拓展了带宽。测试结果表明,在2.2~2.6 GHz的400 MHz内,饱和输出功率为39.74~42.05 dBm,漏极效率为62.29%~76.19%;在3.1~3.5 GHz的400 MHz内,饱和输出功率为41.03~42.71 dBm,漏极效率为46.91%~71.19%。 展开更多
关键词 频率可重构 阻抗拟合 功率放大器 漏极效率
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一种应用于NB-IoT通信的高线性CMOS功率放大器 被引量:1
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作者 张家康 刘博 +2 位作者 张立文 罗怡昕 侯琳冰 《现代电子技术》 北大核心 2025年第2期35-40,共6页
为满足复杂的NB-IoT通信调制模式对功率放大器输出线性度的要求,提出一种面向NB-IoT通信应用的700~900 MHz高线性度CMOS功率放大器(PA)。该放大器采用两级结构,工作于AB类放大状态,驱动级和输出功率级分别采用自偏置的共源共栅结构和共... 为满足复杂的NB-IoT通信调制模式对功率放大器输出线性度的要求,提出一种面向NB-IoT通信应用的700~900 MHz高线性度CMOS功率放大器(PA)。该放大器采用两级结构,工作于AB类放大状态,驱动级和输出功率级分别采用自偏置的共源共栅结构和共源放大器结构,驱动级为功率级提供大的电压输出摆幅。为提高线性度,采用二极管线性化偏置技术改善晶体管输入电容的非线性导致的增益压缩和相位失真现象,将输出1 dB压缩点提升3.2 dB。采用65 nm/1.2 V CMOS工艺完成电路版图设计,整体放大器的版图尺寸为0.68 mm×1 mm。仿真结果表明,在700~900 MHz工作频带内,功率放大器的小信号增益大于19 dB,输入反射系数S11小于等于-12 dB,功率附加效率(PAE)峰值为29.6%,输出1 dB压缩点为22.7 dBm。所提出的功率放大器电路具有高线性度、低功耗、小尺寸的特点,可有效满足NB-IoT通信并用于700~900 MHz频段内射频信号功率放大的应用需求。 展开更多
关键词 功率放大器 NB-IoT通信 线性度 自偏置共源共栅结构 增益压缩 1 dB压缩点 pa电路版图
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D波段功率放大模块研制
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作者 张宜明 朱华利 张勇 《太赫兹科学与电子信息学报》 2025年第1期12-18,共7页
研制了一款工作在D波段的功率放大器模块。对射频输入输出过渡结构和直流稳压时序电路进行了设计。射频输入输出过渡结构采用基于楔形波导膜片的波导-接地共面波导过渡实现了同向转换,通过类共面波导的金丝键合方式降低了功放芯片与腔... 研制了一款工作在D波段的功率放大器模块。对射频输入输出过渡结构和直流稳压时序电路进行了设计。射频输入输出过渡结构采用基于楔形波导膜片的波导-接地共面波导过渡实现了同向转换,通过类共面波导的金丝键合方式降低了功放芯片与腔体之间缝隙对模块性能的影响。漏极偏置电路通过并联两个稳压芯片提高了直流稳压时序电路的稳定性。设计扼流槽结构有效降低了模块级联的传输损耗。测试结果表明,模块在144~166GHz范围内小信号增益大于10 dB,最大增益大于17 dB;输出功率大于27 dBm,最大输出功率大于31 dBm。 展开更多
关键词 功率放大器模块 D波段 波导-接地共面波导同向转换 扼流槽
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基于GaN功放的X波段120 W发射组件设计
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作者 王浪 吕高庆 王朝阳 《微波学报》 北大核心 2025年第1期32-38,共7页
文中采用三级功率放大电路拓扑结构,利用氮化镓(GaN)微波功放管,通过设计功放射频电路与控制保护电路实现了X波段高增益120 W发射组件的研制。主要对发射组件内部的射频电路展开了深入的研究,具体包括:高隔离GaN功放偏置电路、GaN功放... 文中采用三级功率放大电路拓扑结构,利用氮化镓(GaN)微波功放管,通过设计功放射频电路与控制保护电路实现了X波段高增益120 W发射组件的研制。主要对发射组件内部的射频电路展开了深入的研究,具体包括:高隔离GaN功放偏置电路、GaN功放腔体谐振仿真、高方向性微带定向耦合器以及小型化微带阶跃变换电路。发射组件测试结果表明,X波段80 MHz频率范围内,在输入功率为10 dBm、25μs脉宽、2%占空比TTL调制信号输入条件下,输出功率大于120 W,增益大于40 dB,顶降小于6%,脉冲前后沿均小于60 ns,杂散小于-62 dBc,谐波抑制大于68 dB。发射组件性能良好,满足系统使用要求。 展开更多
关键词 X波段 氮化镓功放 发射组件 射频电路
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MOS管在GZ-GS10k-15DAM发射机功放模块中的应用
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作者 高翔 《电视技术》 2025年第6期60-62,81,共4页
作为发射机功放模块的重要组成部分,金属-氧化物-半导体场效应晶体管(Metal-Oxide-Semiconductor Field-Effect Transistor,MOSFET)(以下简称MOS管)的特性直接影响着发射机的整体性能。在深入研究MOS管工作原理的基础上,利用仿真软件对... 作为发射机功放模块的重要组成部分,金属-氧化物-半导体场效应晶体管(Metal-Oxide-Semiconductor Field-Effect Transistor,MOSFET)(以下简称MOS管)的特性直接影响着发射机的整体性能。在深入研究MOS管工作原理的基础上,利用仿真软件对MOS管的特性进行动态模拟,结合仿真实验的分析结论,进一步探讨MOS管在GZ-GS10k-15数字幅度调制(Digital Amplitude Modulation,DAM)发射机功放模块中的应用,并提出针对MOS管的检测方法和处置建议,以期为技术人员快速掌握MOS管的维护检修方法提供参考。 展开更多
关键词 数字调幅发射机 功放模块 激励信号
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HPA非线性对高阶调制的影响分析与仿真
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作者 肖潇 乔波 罗旭 《信息化研究》 2012年第5期73-78,共6页
文章基于经典的功放Saleh非线性模型,研究信道非线性对不同高阶调制方式的影响,应用Matlab仿真软件,对通过非线性功放后的在不同输入功率回退条件下,信号的星座图、功率谱、误码率进行仿真。结果表明,多进制幅相键控(M-ary amplitude ph... 文章基于经典的功放Saleh非线性模型,研究信道非线性对不同高阶调制方式的影响,应用Matlab仿真软件,对通过非线性功放后的在不同输入功率回退条件下,信号的星座图、功率谱、误码率进行仿真。结果表明,多进制幅相键控(M-ary amplitude phase keying,MAPSK)相对多进制正交幅度调制(Multiple quadrature amplitude modulation,MQAM)、多进制相移键控(Multiple phase shiftkeying,MPSK)具有更好的抗HPA非线性的性能。 展开更多
关键词 高功率放大器 非线性 输入功率回退 高阶调制
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全固态中波广播发射机的功放模块故障诊断技术研究
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作者 陈卓 《电视技术》 2025年第8期36-38,共3页
全固态中波广播发射机功放模块在复杂工作环境下容易出现多种故障。传统诊断方法依赖人工经验,难以实现精准识别。基于此,提出一种基于深度学习的智能故障诊断技术,并进行仿真测试。仿真结果表明,所提方法的准确率达到96.8%,F_(1)分数为... 全固态中波广播发射机功放模块在复杂工作环境下容易出现多种故障。传统诊断方法依赖人工经验,难以实现精准识别。基于此,提出一种基于深度学习的智能故障诊断技术,并进行仿真测试。仿真结果表明,所提方法的准确率达到96.8%,F_(1)分数为95.7%,优于其他方法,可为全固态中波广播发射机功放模块的智能化故障诊断提供借鉴。 展开更多
关键词 中波广播发射机 功放模块 故障诊断
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