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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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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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New thermal optimization scheme of power module in solid-state amplifier 被引量:3
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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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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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Analysis of Drain Modulation for High Voltage GaN Power Amplifier Considering Parasitics
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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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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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A New Two-Branch Amplification Architecture and its Application with Various Modulated Signals
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作者 W.Hamdane A.B.Kouki F.Gagnon 《ZTE Communications》 2011年第3期13-21,共9页
This paper proposes a new two-branch amplification architecture that combines baseband signal decomposition with RF front-end optimization. In the proposed architecture, the filtered modulated signals are separated in... This paper proposes a new two-branch amplification architecture that combines baseband signal decomposition with RF front-end optimization. In the proposed architecture, the filtered modulated signals are separated into two components that are then amplified independently and combined to regenerate an amplified version of the original signal. A branch with an efficient amplifier transmits a low-varying envelope signal that contains the main part of the information. Another branch amplifies the residual portion of the signal. The baseband decomposition and parameters of the RF part are optimized to find the configuration that gives the best power efficiency and linearity. For M-ary quadrature amplitude modulation (M-QAM) signals, this technique is limited in terms of power efficiency. However, for filtered continuous phase modulation (CPM) signals, especially for minimum shift keying (MSK) and Gaussian MSK (GMSK) signals, high power efficiency can be achieved with no significant impact on the overall linearity. The results show that this technique gives better performance than the single-ended ctass-B amplifier. 展开更多
关键词 CPM modulation M-QAM RF power amplifiers DC-RF efficiency LINEARITY crest factor shaping filters
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基于电源调制的L波段高性能GaAsHBT功率放大器
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作者 闭涛 陈景龙 《半导体技术》 北大核心 2024年第1期71-76,共6页
介绍了一种基于GaInP/GaAs异质结双极晶体管(HBT)工艺、电源调制的高峰均比、高功率附加效率L波段功率放大器芯片,可满足多载波聚合、大容量通信系统的要求。从器件层面控制基极表面复合、寄生电阻和电容,实现低膝点电压、跨导均匀的晶... 介绍了一种基于GaInP/GaAs异质结双极晶体管(HBT)工艺、电源调制的高峰均比、高功率附加效率L波段功率放大器芯片,可满足多载波聚合、大容量通信系统的要求。从器件层面控制基极表面复合、寄生电阻和电容,实现低膝点电压、跨导均匀的晶体管;在电路层面采用自适应偏置电路和谐波调谐等提升线性和功率附加效率。该放大器采用前级驱动加末级输出、驱动比为1∶6的两级晶体管架构和高低通搭配的匹配电路。测试结果表明,在5 V偏置电压下,该功率放大器的饱和输出功率大于35 dBm;在大功率回退时(8 dBm),增益变化小于2 dB,功率附加效率指标达到50%;对于调制带宽为25 kHz的16进制正交振幅调制(16QAM)通信系统,邻道功率比小于-38 dBc@27 dBm。 展开更多
关键词 功率放大器 电源调制 GaAs异质结双极晶体管(HBT) 峰均比 邻道功率比(ACPR)
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一种具有1~128倍可变增益放大器的低功耗Sigma⁃Delta ADC
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作者 聂勇 吴旦昱 +2 位作者 王丹丹 唐朝 吴霖真 《半导体技术》 CAS 北大核心 2024年第5期476-482,共7页
为满足传感器应用的低功耗需求,设计并实现了一种低功耗Sigma⁃Delta模数转换器(ADC)芯片。该ADC采用一阶全差分开关电容Sigma⁃Delta调制器,且集成了可编程增益放大器(PGA)和Bandgap;使用1.5 bit量化结构,相较于1 bit量化结构减小了3 dB... 为满足传感器应用的低功耗需求,设计并实现了一种低功耗Sigma⁃Delta模数转换器(ADC)芯片。该ADC采用一阶全差分开关电容Sigma⁃Delta调制器,且集成了可编程增益放大器(PGA)和Bandgap;使用1.5 bit量化结构,相较于1 bit量化结构减小了3 dB的量化误差;使用优化的反馈电路,减小了电容失配引入的误差;PGA采用轨到轨的运放电路拓扑,增大了整个芯片的电压适应范围。基于180 nm CMOS工艺对该ADC进行了设计和流片。测试结果表明:该Sigma⁃Delta ADC在采样频率512 kHz、过采样率(OSR)为256时,峰值信噪谐波失真比(SNDR)和有效位数(ENOB)分别为75.29 dB和12.21 bit,芯片功耗仅为0.92 mW。芯片能在2.3~5.5 V宽电源电压范围内正常工作,可实现最大128 V/V的增益。适用于小型传感器的信号测量应用,可以满足小型传感器低功耗、高精度的需求。 展开更多
关键词 模数转换器(ADC) 全差分开关电容器 Sigma⁃Delta调制器 1.5 bit量化 低功耗 可编程增益放大器(PGA)
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数字直驱中波发射机多功能功放测试平台的设计与实现
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作者 贾清平 段晶 《广播与电视技术》 2024年第3期113-117,共5页
随着使用年限的累积,中波广播发射机的故障率逐渐上升,功放模块等关键部件的损坏变得更加频繁。原厂备件价格高昂且采购周期较长,对发射机的运维带来显著负面影响。本文设计开发了具有自主知识产权的新型数字直驱中波发射机功放测试平台... 随着使用年限的累积,中波广播发射机的故障率逐渐上升,功放模块等关键部件的损坏变得更加频繁。原厂备件价格高昂且采购周期较长,对发射机的运维带来显著负面影响。本文设计开发了具有自主知识产权的新型数字直驱中波发射机功放测试平台,为功放模块维修提供了完备的测试环境,降低了对于原厂采购的依赖,为安全播出提供了有力保障,具有一定的示范作用。 展开更多
关键词 数字直驱中波发射机 功放模块维修 测试平台
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高压大电流磁轴承功率放大器的系统研究与应用
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作者 赵景 李奥 《现代电子技术》 北大核心 2024年第10期134-138,共5页
针对三相三线制交流电网输入、高压大电流隔离输出、交流掉电不间断供电10 min,以及较大频率响应范围、稳态特性和动态特性良好的要求,提出一种N+1冗余不间断的稳压电源和三态PWM调制的功率放大器。阐述了磁悬浮轴承控制系统的工作原理... 针对三相三线制交流电网输入、高压大电流隔离输出、交流掉电不间断供电10 min,以及较大频率响应范围、稳态特性和动态特性良好的要求,提出一种N+1冗余不间断的稳压电源和三态PWM调制的功率放大器。阐述了磁悬浮轴承控制系统的工作原理,设计并制造了600 V/60 A的高压大电流功率放大器系统。实验结果表明,稳压电源能够实现10 min左右的不间断供电且变换器具有冗余功能,磁轴承功率放大器具有较小的输出电流纹波,同时具有较好的跟随特性、稳态特性、动态特性和较大频率响应范围。样机实验结果表明,所设计系统能够满足要求,对磁悬浮轴承控制系统的商业化生产制造具有一定的指导意义。 展开更多
关键词 高压大电流 磁轴承功率放大器 三态PWM调制 稳压电源 DC/DC变换器 频率响应
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衡阳中波转播台发射机功放模块故障分析与处理
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作者 彭波华 《电视技术》 2024年第3期131-133,共3页
在数字幅度调制(Digital Amplitude Modulation,DAM)10 kW中波广播发射机中,功放模板占据很重要的位置。中波广播发射机运行时,功放模板发生故障的概率非常大。介绍了同一位置功放模板损坏时的故障分析及排除过程,并介绍效率线圈的工作... 在数字幅度调制(Digital Amplitude Modulation,DAM)10 kW中波广播发射机中,功放模板占据很重要的位置。中波广播发射机运行时,功放模板发生故障的概率非常大。介绍了同一位置功放模板损坏时的故障分析及排除过程,并介绍效率线圈的工作原理。 展开更多
关键词 中波发射机 功放模块 效率线圈
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基于牛顿-蚁群算法与选择性谐波调制的电网功率放大器宽频控制策略
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作者 代子阔 史可鉴 +3 位作者 赵晨星 张天成 徐妍 汪诚 《电力系统保护与控制》 EI CSCD 北大核心 2024年第16期97-109,共13页
选择性谐波消除/生成脉宽调制技术能与多电平电力电子变换器相结合,实现低开关频率下的高频电网谐波功率复现。然而,为生成特定次谐波,需要求解非线性开关角方程,其求解精度受开关角初值选取约束,且实时性随着谐波次数的增加而降低。因... 选择性谐波消除/生成脉宽调制技术能与多电平电力电子变换器相结合,实现低开关频率下的高频电网谐波功率复现。然而,为生成特定次谐波,需要求解非线性开关角方程,其求解精度受开关角初值选取约束,且实时性随着谐波次数的增加而降低。因此提出一种基于牛顿-蚁群算法的实时选择性谐波生成脉宽调制技术。通过建立开关角方程,利用蚁群算法求解初值,进一步结合牛顿算法获得不同开关频率及计算步长对应的最多谐波数目,并分析得到调制比-开关角对应关系。通过查找表获得初始开关角,并前馈至电压控制环路,实现对特定次谐波的无静差跟踪。最后以级联H桥多电平变换器为例,搭建仿真与实验平台,验证了理论分析的正确性与所提策略的可行性。 展开更多
关键词 选择性电网谐波功率放大器 级联多电平逆变器 牛顿-蚁群算法 实时选择性谐波生成脉宽调制
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BTM功放输出实时检测模块的设计与实现
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作者 周永健 吴庆鹏 +3 位作者 王东 王瑞 刘佳 梁迪 《铁道通信信号》 2024年第3期19-25,共7页
基于现场应答器传输单元故障检测需求,为实现对功放输出异常、电缆短路、电缆断路、运行正常4种不同状态的检测,在现有BTM功放单元上研发检测模块。根据传输线理论和矢量网络法,采用定向耦合器提取功放输出信号耦合电压和反射电压,经计... 基于现场应答器传输单元故障检测需求,为实现对功放输出异常、电缆短路、电缆断路、运行正常4种不同状态的检测,在现有BTM功放单元上研发检测模块。根据传输线理论和矢量网络法,采用定向耦合器提取功放输出信号耦合电压和反射电压,经计算获得不同特征状态判定参数;获取实验室和现场不同测量条件下不同特征状态的参数分布范围,采用阻抗作为判定参数时,因特征状态参数区间存在部分重叠,以不误报、不漏报为原则,最终选取耦合电压和反射电压作为判定参数。经过多次动态测试验证,该模块可为现场BTM设备功放输出状态的实时检测提供可靠依据,提高BTM设备故障排查自动化水平和效率。 展开更多
关键词 应答器传输单元 功放 检测模块 定向耦合器 矢量网络法 阻抗
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多通道无人机电源管理芯片设计研究
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作者 李明 《计算机应用文摘》 2024年第15期94-97,共4页
基于某无人机多通道电源管理芯片的创新设计项目案例,文章详细阐述了芯片的具体设计内容,涵盖芯片架构设计、关键模块设计以及仿真验证测试等方面。在设计关键电路时,重点攻克了多通道控制干扰、多通道控制输出精度、高温环境下的性能... 基于某无人机多通道电源管理芯片的创新设计项目案例,文章详细阐述了芯片的具体设计内容,涵盖芯片架构设计、关键模块设计以及仿真验证测试等方面。在设计关键电路时,重点攻克了多通道控制干扰、多通道控制输出精度、高温环境下的性能稳定性和通信协议兼容性等技术难题。 展开更多
关键词 无人机 电源管理芯片 芯片架构 关键模块 内部运放设计
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A 18-mW,20-MHz bandwidth,12-bit continuous-time∑△modulator using a power-efficient multi-stage amplifier 被引量:1
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作者 Li Ran Li Jing +1 位作者 Yi Ting Hong Zhiliang 《Journal of Semiconductors》 EI CAS CSCD 2012年第1期120-126,共7页
A fourth-order continuous-time sigma delta modulator with 20-MHz bandwidth, implemented in 130- nm CMOS technology is presented. The modulator is comprised of an active-RC operational-amplifier based loop filter, a 4-... A fourth-order continuous-time sigma delta modulator with 20-MHz bandwidth, implemented in 130- nm CMOS technology is presented. The modulator is comprised of an active-RC operational-amplifier based loop filter, a 4-bit internal quantizer and three current steering feedback DACs. A three-stage amplifier with low power is designed to satisfy the requirement of high dc gain and high gain-bandwidth product of the loop filter. Non-return- to-zero DAC pulse shaping is utilized to reduce clock jitter sensitivity. A special layout technique guarantees that the main feedback DAC reaches 12-bit match accuracy, avoiding the use of a dynamic element matching algorithm to induce excess loop delay. The experimental results demonstrate a 64.6-dB peak signal-to-noise ratio, and 66-dB dynamic range over a 20-MHz signal bandwidth when clocked at 480 MHz with 18-mW power consumption from a 1.2-V supply. 展开更多
关键词 CONTINUOUS-TIME sigma delta modulation low power design multistage operational amplifier
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A novel portable transmitter with 8 dBm output power for wireless communication equipments
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作者 张艳征 Mao Luhong +3 位作者 Zhou Xiaoqiu Zhang Shilin Deng Jianbao Xie Sheng 《High Technology Letters》 EI CAS 2014年第1期103-109,共7页
In this paper,a portable 2.42 GHz transmitter for wireless communication systems,with 8dBm output power and small size is proposed.Several novel features exist in this transmitter.First,power consumption and output ar... In this paper,a portable 2.42 GHz transmitter for wireless communication systems,with 8dBm output power and small size is proposed.Several novel features exist in this transmitter.First,power consumption and output are balanced by introducing a differential oscillator with input signal controlled biasing,which acts as both a carrier generator and an OOK modulator.Then,power consumption of the transmitter is reduced by the OOK modulated signal via switching the oscillator and the power amplifier at the same time.Furthermore,the area size is also reduced by a class-AB power amplifier,which uses the PCB antenna as the resonance inductance.With these features,the total chip area is reduced to 670μm×740μm(In a 0.18μm CMOS process). 展开更多
关键词 TRANSMITTER OOK modulator power amplifier CMOS 2.42GHz
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S波段小型化大功率功放模块设计与实现 被引量:3
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作者 刘登宝 王卫华 《现代雷达》 CSCD 北大核心 2023年第3期84-87,共4页
现代S波段相控阵雷达对T/R组件发射通道小型化和大功率的需求越来越高。GaN功率器件具有高功率密度、高效率和突出的热属性,采用GaN功率器件来构建功放模块是实现小型化和大功率的首选方案。文中采用载片式内匹配GaN功率放大器、GaN MMI... 现代S波段相控阵雷达对T/R组件发射通道小型化和大功率的需求越来越高。GaN功率器件具有高功率密度、高效率和突出的热属性,采用GaN功率器件来构建功放模块是实现小型化和大功率的首选方案。文中采用载片式内匹配GaN功率放大器、GaN MMIC功放芯片、Lange电桥及微组装工艺,研制出一种S波段功放模块,体积小,重量轻,在10%带宽内,实现了输出功率大于150 W、功率增益超过35 dB、效率超过50%的性能指标,相较于基于分立封装功率管构建的功放模块,重量和体积上的优势巨大,可广泛应用于现代轻型化相控阵雷达。 展开更多
关键词 功放模块 GaN功率器件 小型化 大功率 载片式 内匹配 Lange电桥
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雷达功放组件输出功率预测
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作者 费太勇 孙知建 +1 位作者 曲智国 李静明 《雷达科学与技术》 北大核心 2023年第5期498-504,共7页
输出功率是衡量固态雷达发射机功放组件是否故障的重要指标,对其预测可为维护中预先更换功放组件提供决策依据,对雷达的预测性维护具有重要意义。本文利用ARIMA模型和LSTM模型对某型雷达功放组件输出功率预测进行了研究,根据实际监测到... 输出功率是衡量固态雷达发射机功放组件是否故障的重要指标,对其预测可为维护中预先更换功放组件提供决策依据,对雷达的预测性维护具有重要意义。本文利用ARIMA模型和LSTM模型对某型雷达功放组件输出功率预测进行了研究,根据实际监测到的输出功率劣化趋势将功放组件的工作阶段分为平稳工作期、缓慢劣化工作期和快速劣化工作期,并分别进行了输出功率预测实验,给出了不同预测时长下的RMSE、MAPE。研究结果表明,平稳工作期的预测效果好,长期预测和短期预测效果差别不大;当预测时长较短且监测值变化平缓时缓慢劣化工作期预测效果好,否则难以预测;快速劣化工作期难以进行满足预测性维护要求的输出功率预测。 展开更多
关键词 雷达 功放组件 功率预测 故障预测 健康管理
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