面向未来无线可重构智能射频模块与神经网络建模研究

项目来源

国家自然科学基金(NSFC)

项目主持人

南敬昌

项目受资助机构

辽宁工程技术大学

立项年度

2019

立项时间

未公开

项目编号

61971210

项目级别

国家级

研究期限

未知 / 未知

受资助金额

65.00万元

学科

信息科学-电子学与信息系统-电路与系统

学科代码

F-F01-F0118

基金类别

面上项目

关键词

智能系统 ; 可重构 ; 神经网络 ; 逆向建模 ; 射频电路系统 ;

参与者

高明明;李蕾;张沛泓;刘超;徐维;陶成健;刘婧;臧净;王宛

参与机构AI

辽宁工程技术大学

项目标书摘要:为实现未来无线射频微波前端系统的小型化和智能化,提高射频模块的设计精度和效率以及用于设计前端模块和构建智能系统的射频微波CAD软件的精确性、智能性和快速性,提出面向未来无线通信的可重构智能模块与神经网络智能建模研究。.本项目通过对可重构理论的研究,从可重构器件入手,进行多波段可重构功率放大器、通带内连续可调滤波器和陷波可重构超宽带天线等射频模块的设计,探索可重构无线系统的智能化机理、结构和方法,开发通用可重构射频电路模块,为构建智能化系统提供理论、方法和产品支持。依据人工智能神经网络和非线性散射参数(X参数)等理论,通过实验仿真和分析计算,研究射频模块神经网络(逆向)建模方法、适用结构及其算法和基于测量X参数建模方法,揭示建模的机理和规律,形成利用人工智能进行射频(集成)电路模块设计的方案与理论,最终提高建模的速度和精度,使模块和系统设计更精确化、便捷化和智能化,为电路软件提供方案。

Application Abstract: To realize the miniaturization and intelligence of the future wireless RF microwave front-end systems,improve the accuracy and efficiency of the RF modules design,and enhance the accuracy,intelligence and rapidity of the RF microwave CAD software,which is used for designing the front-end modules and building the intelligent systems.Intelligent re-configurable modules and intelligent neural network modelings for future wireless communication are proposed..By the research of re-configurable theories,this project will start with re-configurable components and design RF modules such as multi-band re-configurable power amplifiers,filters with continuously adjustable characteristics at pass-band,and ultra wide-band re-configurable antennas with band-notched characteristics,etc.We will explore the intelligent mechanisms,structures and methods of re-configurable wireless systems,develop universal re-configurable RF circuit modules to provide theories,methods and product support for intelligent systems.According to the theories of artificial intelligence neural network and nonlinear scattering parameters(X parameters),we will study RF module neural network(reverse)modeling methods,application structures and algorithms,and X-parameter modeling methods based on measurements by simulating and analyzing to reveal the mechanisms and laws of modeling,and form schemes and theories for the design of RF(integrated)circuit modules using artificial intelligence.Finally,the speed and accuracy of modeling will be improved by the researchful theories,methods and solutions,and make the design of modules and systems more precise,convenient and intelligent,and provide methods for the circuit design software.

项目受资助省

辽宁省

项目结题报告(全文)

本项目通过研究可重构理论、可重构智能模块与无源网络,为构建面向未来无线通信的智能无线系统提供了理论、技术和方法支持。主要研究并设计了双波段和多波段可重构功率放大器、通带内连续可调滤波器和陷波可重构超宽带天线等多款可重构射频模块,形成了一系列可重构宽带高效模块设计方法和理论。.研究了通用射频功率放大器各类设计方法。重点考虑了输出匹配网络、偏置网络和匹配结构,通过采用微带线结构、切比雪夫低通网络、含闭式解的宽带带通网络等方法设计输入输出匹配网络,并将具有滤波特性的电路匹配到输出电路中,以解决功放杂波影响的问题和偏置电路对功放性能影响的问题,增加功放设计的灵活性,从而实现功放模块的智能化。此外,项目还研究了开关类功放、宽带高效功放、Doherty功放以及双频功放等的设计方法。.研究了小型、宽带、高隔离度、可重构的不同类型天线和滤波器。针对现有超宽带天线和滤波器中存在的实际应用问题,利用缝隙结构、添加寄生枝节和加载缺陷地等技术方法实现了天线与滤波器的小型化、宽带化。研究设计的应用于不同系统天线和滤波器包括小型化超宽带天线、多频天线、陷波MIMO天线、新型多模谐振器的陷波超宽带小型化滤波器、双频带通滤波器和SIW滤波器等。.该项目还重点研究了射频模块神经网络建模方法和算法,提出或改进了多个智能模型和智能算法,为射频模块设计和智能系统提供了理论和技术支持。针对射频器件在计算量和设计效率上存在的不足,采用神经网络建模方式对相关模块进行建模,提出基于神经网络模型和基于深度学习网络架构的BP神经网络天线建模和新型深度多层感知机模型等多种算法模型,其中包括改进的粒子群算法、改进的蝴蝶算法等十余种算法模型,解决了算法陷入局部最优和过拟合现象,提高了射频建模精度、收敛速度并且降低了模型复杂度。此外针对在支撑集未知的情况下重构多频带信号的问题,提出基于压缩采样结构的盲多带信号预失真模型、基于稀疏假设下双频功率放大器的预失真模型等预失真算法。

  • 排序方式:
  • 4
  • /
  • 1.Broadband High-Efficiency Power Amplifier Design with Harmonic Suppression and Impedance Matching

    • 关键词:
    • Broadband amplifiers;Efficiency;Frequency bands;Harmonic analysis;High frequency amplifiers;Impedance matching (electric);Light amplifiers;Low pass filters;Signal receivers;Speed control;Chebyshev;Chebyshev low-pass filter;Harmonic compensation;High and low impedance state;High impedance;L-type parasitic harmonic compensation;Low impedance;Low-pass filters;Parasitics;Power
    • Liu, Wenjin;Jiang, Hai;Nan, Jingchang
    • 《8th International Conference on Communication Engineering and Technology, ICCET 2025》
    • 2025年
    • May 16, 2025 - May 18, 2025
    • Guangzhou, China
    • 会议

    Conventional power amplifiers often struggle to achieve effective impedance matching over a wide band width, resulting in increased power loss and poor harmonic suppression. In response to the requirements of modern RF communication systems for broadband and high efficiency, this paper proposes a power amplifier design scheme based on a Chebyshev low-pass filter with high and low impedance characteristics and an L-type parasitic harmonic compensation network. The design successfully suppresses high harmonics and improves frequency selectivity and impedance matching by introducing this filter. In addition, an L-type parasitic harmonic compensation network is used to extend the bandwidth and further enhance the flexibility of the impedance matching. The designed power amplifier operates in the frequency band of 0.9-1.6 GHz, centered at 1.25 GHz. Experimental results show that the gain maintains stability (>16 dB) in the lower power range and decreases significantly when the output power exceeds 20 dBm, indicating a gain compression phenomenon. The power added efficiency increases significantly once the output power exceeds 10 dBm and peaks near 30 dBm (about 60%), demonstrating high efficiency characteristics. Comprehensive experimental and simulation results validate the high performance and effectiveness of the power amplifier in the target frequency band. © 2025 IEEE.

    ...
  • 2.A 50W broadband power amplifier based on stepped impedance transformation

    • 关键词:
    • Base stations;Broadband networks;Electronic equipment testing;Impedance matching (electric);Microwave devices;Power amplifiers;Satellite communication systems;5g communication base station;Broad band matching;Broadband matching networks;Broadband power amplifier;Communication base stations;Impedance transformation;Matching technology;RF-LDMOS;Step impedance transformation;Stepped impedance
    • Feng, Kai;Nan, Jingchang;Wang, Qi
    • 《8th International Conference on Communication Engineering and Technology, ICCET 2025》
    • 2025年
    • May 16, 2025 - May 18, 2025
    • Guangzhou, China
    • 会议

    This article proposes a method for implementing a broadband power amplifier with step impedance transformation. Based on broadband matching technology, it has good power characteristics in the range of 470MHz-860MHz through step impedance transformation. Finally, using self-developed RF-LDMOS device, a power amplifier was fabricated and tested. The test results showed that the output power reached 47dBm and the drain efficiency reached 55%, verifying the feasibility and effectiveness of the proposed scheme, which has important application value in 5G communication base stations and radar systems. © 2025 IEEE.

    ...
  • 3.High-efficiency Dual-band Dual-channel Power Amplifier Design

    • 关键词:
    • Design;Efficiency;Electromagnetic simulation;Harmonic analysis;High frequency amplifiers;Light amplifiers;Channel power;Dual Band;Dual channel;Harmonic suppression;Higher efficiency;Matchings;Multi channel;Multi frequency;Power;Power amplifier designs
    • Gao, Mingming;Shan, Shiquan;Nan, Jingchang;Song, Yonghui;Li, Bo;Jiang, Hanci
    • 《8th IEEE International Conference on Electronic Information and Communication Technology, ICEICT 2025》
    • 2025年
    • July 26, 2025 - July 28, 2025
    • Weihai, China
    • 会议

    In order to solve the problem of reduced efficiency due to harmonic interference in multi-band power amplifiers, a dual-frequency, dual-port, high-efficiency power amplifier with harmonic suppression has been designed. A cascade design of a π-type harmonic suppression network and a multi-branch single-frequency matching network has been proposed. This design suppresses the harmonics generated by each branch under the condition of realizing multi-frequency and multi-channel. It improves the amplifier's efficiency and does not have an impact on the subsequent fundamental matching. The efficiency of the amplifier is enhanced, and it does not impact the subsequent fundamental matching. In order to verify the experiment's feasibility, the designed power amplifier was simulated and tested. The electromagnetic simulation results indicate that the output power at 0.9 GHz and 2.4 GHz is 40.5 dBm and 40.3 dBm, respectively. The drain efficiency is 69% and 68.3%, the gain is 11.5 dB and 10.8 dB, and the difference in the second and third harmonics power fundamental power is -48 dBm and above. © 2025 IEEE.

    ...
  • 4.A Wide-band Compact Triple Trap MIMO Antenna Design

    • 关键词:
    • Antenna feeders;Antenna grounds;Bandwidth;Broadcasting antennas;Integrated circuit design;Microwave antennas;Antenna design;Antenna size;Envelope correlation coefficient;Multiple input multiple output antennas;Multiple inputs;Multiple outputs;Multiple-input-multiple-output;Rectangular slots;Trapped wave;Wide-band
    • Nan, Jingchang;Zhang, Zongpeng
    • 《6th International Conference on Telecommunications and Communication Engineering, ICTCE 2024》
    • 2025年
    • November 22, 2024 - November 24, 2024
    • Chengdu, China
    • 会议

    In this paper, a wide-band and compact MIMO antenna is proposed, which achieves a bandwidth of 5.6-19GHz and an antenna size of 18×34mm2. In order to improve the isolation, rectangular slots are cut off in the T-shaped structure of the ground layer to form two inverted L-shaped structures. The inverted U-slit was etched on the feeder, the C-slit was etched on the radiating patch, and the T-branch was added to the inner side of the feeder to obtain the trapping characteristics of C band uplink frequency(5.925-6.425GHz), ITU(8.01-8.5GHz) and Ku broadcast frequency(17.3-17.8GHz), respectively. The S-parameters, isolation, ECC, realized gain and radiation efficiency of the antenna are analyzed by simulation and measurement results. S21 © 2024 Copyright held by the owner/author(s).

    ...
  • 5.Efficient Ultra-wideband Balanced Power Amplifier Design for 0.7~2.5GHz Based on ECCB/J Mode

    • 关键词:
    • Broadband amplifiers;Efficiency;Harmonic analysis;High frequency amplifiers;III-V semiconductors;Impedance matching (electric);Power amplifiers;Balanced power amplifiers;Drain efficiency;ECCB/J mode;Harmonics controls;Multi frequency;Multi-octave;Power;Power amplifier;Power amplifier designs;Ultrawide band
    • Gong, Haoran;Nan, Jingchang
    • 《12th IEEE MTT-S International Wireless Symposium, IWS 2025》
    • 2025年
    • May 19, 2025 - May 22, 2025
    • Shaanxi, China
    • 会议

    In this paper, a high efficient ultra-wideband balanced power amplifier (PA) employing a multi-frequency point harmonic control network is proposed. Using the multi-frequency point harmonic control method to realize the harmonic matching network not only makes the matching impedance points fall into the appropriate impedance region but also effectively broadens the bandwidth of the power amplifier. To verify the proposed method, a balanced high-efficiency ultra-wideband PA is designed using GaN devices based on the broad impedance matching design space of the ECCB/J power amplifier mode. The simulation results show that the saturated output power is higher than 40 dBm, the gain is more than 9.4 dB, the drain efficiency is maintained above 60% in the frequency range of 0.7~2.5 Hz, and the maximum drain efficiency is up to 71%. © 2025 IEEE.

    ...
  • 6.High Isolation UWB MIMO Antenna with Single-Band Notched Characteristics

    • 关键词:
    • 5G mobile communication systems;Antenna feeders;Antenna grounds;Antenna radiation;Bandwidth;Microstrip antennas;Microwave antennas;Radiation efficiency;Slot antennas;Band notch;Band-notched characteristics;Ground surfaces;High isolation;Micro-strips;MIMO-antennas;Multiinput;Multiple input multiple output antennas;Single band;Ultrawide band
    • Nan, Jingchang;Wang, Yixin;Zheng, Lu;Zhao, Longyou
    • 《16th International Conference on Microwave and Millimeter Wave Technology, ICMMT 2024》
    • 2024年
    • May 16, 2024 - May 19, 2024
    • Beijing, China
    • 会议

    This study designed experimentally a compact single-band notch ultra-wideband (UWB) multi-input and multioutput (multiple-input multiple-output, or MIMO) antenna with good isolation. The enhanced ground surface and two microstrip feeders positioned next to each other on a FR-4 substrate measuring 31 mm, 46 mm, and 0.8 mm together make up the small antenna. Realize the broadband and increase the antenna's low frequency bandwidth by slicing the bottom of the radiation patch. In order to maximize the antenna's primary radiation direction and increase its high frequency bandwidth, the patch uses a trapezoidal construction. In order to minimize antenna coupling and attain a high degree of isolation, the upgraded Tshaped and rectangular groove decoupling structures are loaded on the connecting floor simultaneously. To reject probable 5G interference, the U-shape slot can acquire a notch band with band rejection of 4.71-5.08GHz. According to the simulation and test results, it can operate within the desired UWB frequency band between 2.81 and 14GHz (the relative bandwidth reaches 200%). The isolation degree of the entire working bandwidth is greater than 22dB, the envelope correlation coefficient (ECC) is less than 0.01 with a stable gain and good radiation efficiency (above 50%), and the total active reflection coefficient (TARC) attribute is relatively stable, making it appropriate for the UWB MIMO system in use. © 2024 IEEE.

    ...
  • 7.An Ultra-Wideband Cascaded Power Amplifier for Military Individual Radio

    • 关键词:
    • 5G mobile communication systems;Aluminum gallium nitride;Dye lasers;Ground penetrating radar systems;High electron mobility transistors;III-V semiconductors;Masers;Military communications;Monolithic microwave integrated circuits;Power HEMT ;Radio frequency amplifiers;Ultra-wideband (UWB);Cascaded;Input power;Input return loss;Military individual radio;Output power;Power;Radiofrequencies;Ultrawide band;Voltage standing-wave ratio;Wireless communications
    • Gao, Fei;Nan, Jingchang;Fan, Hongji;Wang, Cong;Tang, Panpan;Li, Zhaoqi
    • 《7th IEEE International Conference on Electronic Information and Communication Technology, ICEICT 2024》
    • 2024年
    • July 31, 2024 - August 2, 2024
    • Xi'an, China
    • 会议

    In recent years, there has been a tremendous interest in military individual radio in wireless communication. To obtain sufficient operating distance and long standby time, the output power and efficiency of power amplifiers have become the research focus by some of the research teams. GaN has higher electron mobility and forbidden bandwidth than other materials. Nowadays, GaN has become the mainstream key technology for radio frequency (RF) power amplifiers in 5G communication systems. In this work, a 500MHz~2500MHz GaN-based HEMT wideband cascaded power amplifier was designed. The output power of the driver amplifier is 36.6dBm ± 0.5dB, the input return loss is 20%, the DC power consumption is 10 dB, input voltage standing wave ratio © 2024 IEEE.

    ...
  • 8.Design of Miniaturized K-band MIMO Antennas Based on DGS

    • 关键词:
    • Antenna feeders;Antenna grounds;Flight simulators;Integrated circuit design;Structural dynamics;Defected grounds;Ground structure;K bands;Low coupling;Miniaturisation;Multiple input multiple output;Multiple input multiple output antennas;Multiple inputs;Multiple outputs;Radiating patches
    • Su, Dongrui;Nan, Jingchang;Zhao, Longyou;Yang, Zewei
    • 《4th International Conference on Electronics, Circuits and Information Engineering, ECIE 2024》
    • 2024年
    • May 24, 2024 - May 26, 2024
    • Hybrid, Hangzhou, China
    • 会议

    This paper designs a miniaturized K-band Multiple Input Multiple Output (MIMO) antenna based on DGS, with an overall size of only 15 mm× 24 mm× 1.2 mm. The front of the antenna is composed of a circular radiating patch combined with a trapezoidal microstrip feed line, achieving K-band operation on the basis of antenna miniaturization. The back features a Defected Ground Structure (DGS), with two semi-circular notches etched at the top of the ground plane, which achieves low coupling characteristics for the antenna. The antenna is simulated and measured using three-dimensional electromagnetic simulation software and a vector network analyzer, respectively. The results show that the antenna operates over a bandwidth of 17.98-28 GHz (achieving a relative bandwidth of 43.6%). Additionally, the coupling level remains less than -16 dB throughout the entire operating frequency range. The Envelope Correlation Coefficient (ECC) is less than 0.006. Thus, the designed antenna is not only extremely small and structurally simple, but also performs well, making it widely applicable in wireless communication systems. © 2024 IEEE.

    ...
  • 9.Design of planar comb-driven MEMS torsional mirror

    • 关键词:
    • Ductile fracture;Optical communication;Optical radar;System stability;Torsional stress;Driving voltages;Electrostatically driven;Low-high;Low-yield;Manufacturing process;Mirror structure;Rod structure;Support rod;Torsional motion;Vertical combs
    • Nie, Shengwei;Zhai, Leiying;Zhao, Liyu
    • 《2023 8th International Seminar on Computer Technology, Mechanical and Electrical Engineering, ISCME 2023》
    • 2024年
    • November 17, 2023 - November 19, 2023
    • Hybrid, Nanjing, China
    • 会议

    The MEMS torsional mirror is an important MEMS optical device, and its related applications are very wide, including LiDAR, projection equipment, optical communication, and so on. At present, the electrostatically driven MEMS torsional mirror mainly adopts a vertical comb driver to achieve torsional motion, which has some disadvantages such as a complicated manufacturing process, low yield, and high driving voltage. In this paper, a novel MEMS torsional mirror structure is proposed, which provides flexible elastic constraint points for the torsional mirror with the bottom support rod structure as the center, and relies on the combination of planar comb and support rod to form a tie rod structure to achieve torsion, and achieves a torsion Angle of ±15.55° under the driving voltage of 65 V. The use of a planar comb instead of a vertical comb greatly reduces the difficulty of manufacturing. Finally, it is verified that the system stability is good, the correlation drift does not affect the results within the range, the fifth-order modes are within the reasonable range, and the maximum stress is 671 MPa, which is controlled within the range of fracture stress of silicon material. © 2024 Institute of Physics Publishing. All rights reserved.

    ...
  • 10.Miniaturized Ultra-Wideband Filter with Triple Baud Characteristics

    • 关键词:
    • 5G mobile communication systems;Analog circuits;Bandpass filters;Notch filters;Passive filters;Signal interference;Asymmetric coupling;Filter;Miniaturisation;Out of band;Out-of-band inhibition;Triple trap;Ultra wideband system;Ultra-wideband filters;Ultrawide band;Wide passband
    • Jin, Hua;Nan, Jingchang
    • 《6th International Conference on Electronics and Communication, Network and Computer Technology, ECNCT 2024》
    • 2024年
    • July 19, 2024 - July 21, 2024
    • Guangzhou, China
    • 会议

    In order to solve the problem that the ultra-wideband system has a wide passband and is susceptible to other signal interference, a miniaturized three-notch ultra-wideband filter was proposed. The triple notch characteristic is achieved by asymmetric coupling techniques and the loading of two resonators on an ultra-wideband filter. The passband of the UWB filter is 3.0 - 12.3GHz, the relative bandwidth is 121.6%, and three notches are generated at 5GHz, 7.5GHz and 9.7GHz, respectively, and the notch depths are 26.7dB, 24.5 dB and 20 dB, respectively, which can avoid the interference of 5G frequency band, C band and X communication frequency band to UWB system. The size of the filter is only 18.04× 5mm, which meets the needs of miniaturization, and the center frequency is 6.85GHz, and the out-of-band rejection effect is good. © 2024 IEEE.

    ...
  • 排序方式:
  • 4
  • /